{"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":1},"dominant_effect":"overexposure","exposure_ev":0.6447885998209075,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8386127026185881006,"profile":"C3","realization_id":0,"realization_seed":8105230757668592642,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.7578125,"track":"core"},"output":{"path":"mvtec_ad/bottle/mvtec_ad__bottle__test__broken_large__005.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::bottle/test/broken_large/005","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"bottle","compat_id":"bottle/test/broken_large/005","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"broken_large","exact_duplicate_ids":[],"height":900,"identity_group":"cb4dfa6e11f536aa8746834d41e27f86facf51fb8c92e421af7c6dc342a32553","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/test/broken_large/005.png","image_path":"bottle/test/broken_large/005.png","image_sha256":"cb4dfa6e11f536aa8746834d41e27f86facf51fb8c92e421af7c6dc342a32553","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/ground_truth/broken_large/005_mask.png","mask_path":"bottle/ground_truth/broken_large/005_mask.png","mask_sha256":"90e2751deccdc0f1e2ef4e217cc61e505c056a8906cdf18b471e00f9df8f4d91","official_split":"test","source_id":"bottle/test/broken_large/005","width":900}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.682835400115726,"sigma_minor_px_native":null,"sigma_px_at_512":2.664013027621391,"sigma_px_native":4.682835400115726},"blur_kind":null,"component_tiers":{"isotropic_gaussian":2},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2065442928570835936,"profile":"B1","realization_id":0,"realization_seed":3425801713959998856,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.7578125,"track":"core"},"output":{"path":"mvtec_ad/bottle/mvtec_ad__bottle__test__broken_large__007.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::bottle/test/broken_large/007","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"bottle","compat_id":"bottle/test/broken_large/007","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"broken_large","exact_duplicate_ids":[],"height":900,"identity_group":"944292b41adbdcbc22c19027f3e0b02eae1cd9defa93bb41e4f4acb84047a3f2","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/test/broken_large/007.png","image_path":"bottle/test/broken_large/007.png","image_sha256":"944292b41adbdcbc22c19027f3e0b02eae1cd9defa93bb41e4f4acb84047a3f2","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/ground_truth/broken_large/007_mask.png","mask_path":"bottle/ground_truth/broken_large/007_mask.png","mask_sha256":"016ebeaaea7e2c399f2e04fc45e20dda61104437e3f46d16d0ece66038ca75da","official_split":"test","source_id":"bottle/test/broken_large/007","width":900}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.732435246354977,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":10.02852830748639,"length_px_native":17.62827241550342,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"jpeg":2,"linear_motion":2,"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.3177115781813018,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":61},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06194410732604649,"sigma_x255":15.795747368141853},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":519668874329031733,"profile":"D5","realization_id":0,"realization_seed":2520767610437505775,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.7578125,"track":"core"},"output":{"path":"mvtec_ad/bottle/mvtec_ad__bottle__test__broken_large__008.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::bottle/test/broken_large/008","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"bottle","compat_id":"bottle/test/broken_large/008","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"broken_large","exact_duplicate_ids":[],"height":900,"identity_group":"0ded17a988dd56d1027d90402e0eff6030727b541c7c263bd77287a62a49b334","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/test/broken_large/008.png","image_path":"bottle/test/broken_large/008.png","image_sha256":"0ded17a988dd56d1027d90402e0eff6030727b541c7c263bd77287a62a49b334","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/ground_truth/broken_large/008_mask.png","mask_path":"bottle/ground_truth/broken_large/008_mask.png","mask_sha256":"ce1937a4df067ae523136cb5985d7f9fe0157fd4365ca845ab307808e6f0dd0f","official_split":"test","source_id":"bottle/test/broken_large/008","width":900}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.225978041956774,"sigma_minor_px_native":null,"sigma_px_at_512":2.9730008416465203,"sigma_px_native":5.225978041956774},"blur_kind":null,"component_tiers":{"isotropic_gaussian":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4943007973382960360,"profile":"B1","realization_id":0,"realization_seed":667894812979531532,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.7578125,"track":"core"},"output":{"path":"mvtec_ad/bottle/mvtec_ad__bottle__test__broken_large__014.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::bottle/test/broken_large/014","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"bottle","compat_id":"bottle/test/broken_large/014","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"broken_large","exact_duplicate_ids":[],"height":900,"identity_group":"e32c92da6a4689dfb9aa8e627da233b154d3f141c171aa6abfd32be4ac0589f8","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/test/broken_large/014.png","image_path":"bottle/test/broken_large/014.png","image_sha256":"e32c92da6a4689dfb9aa8e627da233b154d3f141c171aa6abfd32be4ac0589f8","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/ground_truth/broken_large/014_mask.png","mask_path":"bottle/ground_truth/broken_large/014_mask.png","mask_sha256":"9a55e8b33aef37f6e8e8c471198ae87a030845d07f0c409eb0e10f81b1d79603","official_split":"test","source_id":"bottle/test/broken_large/014","width":900}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":4},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":44},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4458368308723315070,"profile":"C4","realization_id":0,"realization_seed":993005995412998187,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.7578125,"track":"core"},"output":{"path":"mvtec_ad/bottle/mvtec_ad__bottle__test__broken_large__017.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::bottle/test/broken_large/017","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"bottle","compat_id":"bottle/test/broken_large/017","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"broken_large","exact_duplicate_ids":[],"height":900,"identity_group":"32a2c9cf43301567ccbb7c2e9a4eccff5a8e464de8a9c545885d6bfb28ab0315","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/test/broken_large/017.png","image_path":"bottle/test/broken_large/017.png","image_sha256":"32a2c9cf43301567ccbb7c2e9a4eccff5a8e464de8a9c545885d6bfb28ab0315","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/ground_truth/broken_large/017_mask.png","mask_path":"bottle/ground_truth/broken_large/017_mask.png","mask_sha256":"b7fb9f78bcb5c8dfd60c4040eb0af37e2ed4cab4d2a6209c084c7e0d8cf73862","official_split":"test","source_id":"bottle/test/broken_large/017","width":900}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":3},"dominant_effect":"overexposure","exposure_ev":1.0537572429617312,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3734559278471857314,"profile":"C3","realization_id":0,"realization_seed":7416597365782088614,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.7578125,"track":"core"},"output":{"path":"mvtec_ad/bottle/mvtec_ad__bottle__test__broken_large__019.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::bottle/test/broken_large/019","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"bottle","compat_id":"bottle/test/broken_large/019","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"broken_large","exact_duplicate_ids":[],"height":900,"identity_group":"6807074bef09e3257c3bb516167264a9003ca666e1ddb65d7e306025a9cee695","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/test/broken_large/019.png","image_path":"bottle/test/broken_large/019.png","image_sha256":"6807074bef09e3257c3bb516167264a9003ca666e1ddb65d7e306025a9cee695","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/ground_truth/broken_large/019_mask.png","mask_path":"bottle/ground_truth/broken_large/019_mask.png","mask_sha256":"e3dd0bf9e5793c99f4d2bae2333d030baeb0e59be56bdff7c2ae3d85fee0973f","official_split":"test","source_id":"bottle/test/broken_large/019","width":900}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07261761438015153,"sigma_x255":18.51749166693864},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6297175284491265093,"profile":"C1","realization_id":0,"realization_seed":4664563706345173266,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.7578125,"track":"core"},"output":{"path":"mvtec_ad/bottle/mvtec_ad__bottle__test__broken_small__000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::bottle/test/broken_small/000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"bottle","compat_id":"bottle/test/broken_small/000","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"broken_small","exact_duplicate_ids":[],"height":900,"identity_group":"05b96e1102fba8cc19bf60e17d33a0830247df2bbba56cae3df100336392941e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/test/broken_small/000.png","image_path":"bottle/test/broken_small/000.png","image_sha256":"05b96e1102fba8cc19bf60e17d33a0830247df2bbba56cae3df100336392941e","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/ground_truth/broken_small/000_mask.png","mask_path":"bottle/ground_truth/broken_small/000_mask.png","mask_sha256":"e869e1c4a70db5f15fa178e69b2163c830298447296e62cb65e96cdab6aa8564","official_split":"test","source_id":"bottle/test/broken_small/000","width":900}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07764740761436704,"sigma_x255":19.800088941663596},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1670439205331920649,"profile":"C1","realization_id":0,"realization_seed":819618937228941210,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.7578125,"track":"core"},"output":{"path":"mvtec_ad/bottle/mvtec_ad__bottle__test__broken_small__001.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::bottle/test/broken_small/001","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"bottle","compat_id":"bottle/test/broken_small/001","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"broken_small","exact_duplicate_ids":[],"height":900,"identity_group":"bc60260af053f2f84f71550dda6f2d88c9c8e427109a56249f0dc60e30bc9759","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/test/broken_small/001.png","image_path":"bottle/test/broken_small/001.png","image_sha256":"bc60260af053f2f84f71550dda6f2d88c9c8e427109a56249f0dc60e30bc9759","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/ground_truth/broken_small/001_mask.png","mask_path":"bottle/ground_truth/broken_small/001_mask.png","mask_sha256":"e57b703ea298039a154302c943333bb7c68f3f2404ff01063eed8b05f0e1a717","official_split":"test","source_id":"bottle/test/broken_small/001","width":900}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.531273722555362,"aniso_ratio":2.056016042639892,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.180334518975626,"sigma_major_px_native":7.348244271636843,"sigma_minor_px_at_512":2.033220768845822,"sigma_minor_px_native":3.574020882736797,"sigma_px_at_512":4.180334518975626,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3,"jpeg":3,"overexposure":4},"dominant_effect":"overexposure","exposure_ev":1.5230906270605826,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":57},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1314167736714404699,"profile":"D4","realization_id":0,"realization_seed":5676500322376048465,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.7578125,"track":"core"},"output":{"path":"mvtec_ad/bottle/mvtec_ad__bottle__test__broken_small__014.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::bottle/test/broken_small/014","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"bottle","compat_id":"bottle/test/broken_small/014","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"broken_small","exact_duplicate_ids":[],"height":900,"identity_group":"c74fb6a0cfc32692175c6f97f337fa49a0146a2ccb66ffa308e90b8b95ce50d8","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/test/broken_small/014.png","image_path":"bottle/test/broken_small/014.png","image_sha256":"c74fb6a0cfc32692175c6f97f337fa49a0146a2ccb66ffa308e90b8b95ce50d8","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/ground_truth/broken_small/014_mask.png","mask_path":"bottle/ground_truth/broken_small/014_mask.png","mask_sha256":"9bb03cd55745df7aa8514d48330289df1ce20c5507b0d67646ecc875571d147a","official_split":"test","source_id":"bottle/test/broken_small/014","width":900}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":2},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":61},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3294314993697347224,"profile":"C4","realization_id":0,"realization_seed":7894659779317293869,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.7578125,"track":"core"},"output":{"path":"mvtec_ad/bottle/mvtec_ad__bottle__test__contamination__003.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::bottle/test/contamination/003","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"bottle","compat_id":"bottle/test/contamination/003","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"contamination","exact_duplicate_ids":[],"height":900,"identity_group":"023c4e62fbe0b7f408245e85b8fc60259d826dedee67fdc5a41655b7fa494e4a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/test/contamination/003.png","image_path":"bottle/test/contamination/003.png","image_sha256":"023c4e62fbe0b7f408245e85b8fc60259d826dedee67fdc5a41655b7fa494e4a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/ground_truth/contamination/003_mask.png","mask_path":"bottle/ground_truth/contamination/003_mask.png","mask_sha256":"5690f875e05d2881232a3a4a5e030ef97ea73762a899a819a6fb51271055451e","official_split":"test","source_id":"bottle/test/contamination/003","width":900}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":1.7523964061984323,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":15.275649673410724,"length_px_native":26.85172794154229,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":213040351609509517,"profile":"B4","realization_id":0,"realization_seed":38806165978825376,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.7578125,"track":"core"},"output":{"path":"mvtec_ad/bottle/mvtec_ad__bottle__test__contamination__009.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::bottle/test/contamination/009","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"bottle","compat_id":"bottle/test/contamination/009","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"contamination","exact_duplicate_ids":[],"height":900,"identity_group":"ee3e214406dac4a5334c37423f86495f6f4440569a8b9c4b4d778f7c015e35fc","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/test/contamination/009.png","image_path":"bottle/test/contamination/009.png","image_sha256":"ee3e214406dac4a5334c37423f86495f6f4440569a8b9c4b4d778f7c015e35fc","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/ground_truth/contamination/009_mask.png","mask_path":"bottle/ground_truth/contamination/009_mask.png","mask_sha256":"74788661609be480d668dca531bafc264cc413768ec455c9fbd6c8ec2d8f57aa","official_split":"test","source_id":"bottle/test/contamination/009","width":900}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":3.269264448281791,"sigma_minor_px_native":null,"sigma_px_at_512":1.8598482194669745,"sigma_px_native":3.269264448281791},"blur_kind":null,"component_tiers":{"downsample_restore":1,"isotropic_gaussian":1,"jpeg":1},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":70},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":77113371995203943,"profile":"D3","realization_id":0,"realization_seed":2752493353270738281,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.256904258899716},"spatial_scale_q":1.7578125,"track":"core"},"output":{"path":"mvtec_ad/bottle/mvtec_ad__bottle__test__contamination__015.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::bottle/test/contamination/015","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"bottle","compat_id":"bottle/test/contamination/015","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"contamination","exact_duplicate_ids":[],"height":900,"identity_group":"1e8ba471a607de42e71890f010c0e7a620522f5c55abc8f64d52b290438c31be","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/test/contamination/015.png","image_path":"bottle/test/contamination/015.png","image_sha256":"1e8ba471a607de42e71890f010c0e7a620522f5c55abc8f64d52b290438c31be","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/ground_truth/contamination/015_mask.png","mask_path":"bottle/ground_truth/contamination/015_mask.png","mask_sha256":"44b99c3f376afb842118efc8a21ec68b270635799aa1db28d3560f0193757ffc","official_split":"test","source_id":"bottle/test/contamination/015","width":900}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.093174114981545,"sigma_minor_px_native":null,"sigma_px_at_512":2.328561274300612,"sigma_px_native":4.093174114981545},"blur_kind":null,"component_tiers":{"downsample_restore":1,"isotropic_gaussian":2,"jpeg":1},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":77},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6417208929118673338,"profile":"D3","realization_id":0,"realization_seed":9122834793447808424,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.4486795581974659},"spatial_scale_q":1.7578125,"track":"core"},"output":{"path":"mvtec_ad/bottle/mvtec_ad__bottle__test__contamination__020.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::bottle/test/contamination/020","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"bottle","compat_id":"bottle/test/contamination/020","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"contamination","exact_duplicate_ids":[],"height":900,"identity_group":"19dd90eb49a90512b56e9174da1fdd6e8a2ef40e590bfb8d76b1ca854c82f16b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/test/contamination/020.png","image_path":"bottle/test/contamination/020.png","image_sha256":"19dd90eb49a90512b56e9174da1fdd6e8a2ef40e590bfb8d76b1ca854c82f16b","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/ground_truth/contamination/020_mask.png","mask_path":"bottle/ground_truth/contamination/020_mask.png","mask_sha256":"46912a2a23cf577f2b4bebebcf71ec791510a03d4063d1d9df068b6c6d4234c8","official_split":"test","source_id":"bottle/test/contamination/020","width":900}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":1},"dominant_effect":"underexposure","exposure_ev":-0.7680104300284719,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8438733813212446680,"profile":"C2","realization_id":0,"realization_seed":848039691303087181,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.7578125,"track":"core"},"output":{"path":"mvtec_ad/bottle/mvtec_ad__bottle__test__good__000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::bottle/test/good/000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"bottle","compat_id":"bottle/test/good/000","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":900,"identity_group":"9e7bfe658efe9b6db2607a96405b4ac6880936eaf93b89c85bcd311122ceb57b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/test/good/000.png","image_path":"bottle/test/good/000.png","image_sha256":"9e7bfe658efe9b6db2607a96405b4ac6880936eaf93b89c85bcd311122ceb57b","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"bottle/test/good/000","width":900}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.04438273673024482,"aniso_ratio":1.7806605414580114,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.1486424120493917,"sigma_major_px_native":3.776910489930571,"sigma_minor_px_at_512":1.2066547003338859,"sigma_minor_px_native":2.1210727154306586,"sigma_px_at_512":2.1486424120493917,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":1,"downsample_restore":2,"gaussian_noise":1,"jpeg":1},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":75},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04344319796377215,"sigma_x255":11.078015480761898},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3421797063934072280,"profile":"D6","realization_id":0,"realization_seed":4100925513386170329,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.6275689949576189},"spatial_scale_q":1.7578125,"track":"core"},"output":{"path":"mvtec_ad/bottle/mvtec_ad__bottle__test__good__007.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::bottle/test/good/007","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"bottle","compat_id":"bottle/test/good/007","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":900,"identity_group":"7d3036445dcce53d746e8e1804eca5e2acaa2646c85eb574782c74a940a72921","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/test/good/007.png","image_path":"bottle/test/good/007.png","image_sha256":"7d3036445dcce53d746e8e1804eca5e2acaa2646c85eb574782c74a940a72921","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"bottle/test/good/007","width":900}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.252474282313901,"sigma_minor_px_native":null,"sigma_px_at_512":2.988074258383019,"sigma_px_native":5.252474282313901},"blur_kind":null,"component_tiers":{"downsample_restore":4,"isotropic_gaussian":3,"jpeg":3},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":47},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1056180565447151806,"profile":"D3","realization_id":0,"realization_seed":4471678106873707031,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":true,"factor":2.1021625501006826},"spatial_scale_q":1.7578125,"track":"core"},"output":{"path":"mvtec_ad/bottle/mvtec_ad__bottle__test__good__011.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::bottle/test/good/011","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"bottle","compat_id":"bottle/test/good/011","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":900,"identity_group":"17033f7fb5f93eee444224d7dd9482a6444c526e0f68591a21b12b4d356cbb8a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/test/good/011.png","image_path":"bottle/test/good/011.png","image_sha256":"17033f7fb5f93eee444224d7dd9482a6444c526e0f68591a21b12b4d356cbb8a","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"bottle/test/good/011","width":900}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.4718405978711444,"aniso_ratio":1.687448883744513,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.3856306237527125,"sigma_major_px_native":5.9513038308153146,"sigma_minor_px_at_512":2.00636040378294,"sigma_minor_px_native":3.526805397274699,"sigma_px_at_512":3.3856306237527125,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2,"jpeg":3,"overexposure":2},"dominant_effect":"jpeg","exposure_ev":0.7362739660439889,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":50},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":9146280364967366767,"profile":"D4","realization_id":0,"realization_seed":5987271764135890077,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.7578125,"track":"core"},"output":{"path":"mvtec_ad/bottle/mvtec_ad__bottle__test__good__017.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::bottle/test/good/017","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"bottle","compat_id":"bottle/test/good/017","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":900,"identity_group":"ac516a2650e86145083c3a5c5b6c13b44062b4ec8daec52ee7fc81fe2fec6d4d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/bottle/test/good/017.png","image_path":"bottle/test/good/017.png","image_sha256":"ac516a2650e86145083c3a5c5b6c13b44062b4ec8daec52ee7fc81fe2fec6d4d","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"bottle/test/good/017","width":900}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.057789886914542,"sigma_minor_px_native":null,"sigma_px_at_512":2.528894943457271,"sigma_px_native":5.057789886914542},"blur_kind":null,"component_tiers":{"isotropic_gaussian":2},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3353655525701091514,"profile":"B1","realization_id":0,"realization_seed":6813235435157929160,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__bent_wire__001.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/bent_wire/001","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/bent_wire/001","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"bent_wire","exact_duplicate_ids":[],"height":1024,"identity_group":"6f906f05817d54a62532add0da5f56314a5508babd5849d5a3fa571001ad1a88","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/bent_wire/001.png","image_path":"cable/test/bent_wire/001.png","image_sha256":"6f906f05817d54a62532add0da5f56314a5508babd5849d5a3fa571001ad1a88","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/ground_truth/bent_wire/001_mask.png","mask_path":"cable/ground_truth/bent_wire/001_mask.png","mask_sha256":"7499cb5968a42f4771a3f450b34b96a562d33993909a6aa5aa27d41d65f4ce10","official_split":"test","source_id":"cable/test/bent_wire/001","width":1024}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":2},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":61},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8154795216106325975,"profile":"C4","realization_id":0,"realization_seed":913804237867215360,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__bent_wire__003.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/bent_wire/003","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/bent_wire/003","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"bent_wire","exact_duplicate_ids":[],"height":1024,"identity_group":"3fca90a1c05ba97cadf5d8c944a927377396c958f14faae9780d6d7ec4af226d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/bent_wire/003.png","image_path":"cable/test/bent_wire/003.png","image_sha256":"3fca90a1c05ba97cadf5d8c944a927377396c958f14faae9780d6d7ec4af226d","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/ground_truth/bent_wire/003_mask.png","mask_path":"cable/ground_truth/bent_wire/003_mask.png","mask_sha256":"3874e5ba2ca1145afeb525e08e5516d30f875b2d11fc9a13c0e14225b158469c","official_split":"test","source_id":"cable/test/bent_wire/003","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":3.2221535809922,"sigma_minor_px_native":null,"sigma_px_at_512":1.6110767904961,"sigma_px_native":3.2221535809922},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":1,"gaussian_noise":2,"isotropic_gaussian":1,"jpeg":1},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":71},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05097494629849788,"sigma_x255":12.99861130611696},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6174426800308483396,"profile":"D6","realization_id":0,"realization_seed":7399967582408286661,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.2733443026876134},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__bent_wire__011.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/bent_wire/011","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/bent_wire/011","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"bent_wire","exact_duplicate_ids":[],"height":1024,"identity_group":"8f46af648cd3dfe2d8508a1ef1b1e6c069deedf5501b15c96aa0e23056de044d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/bent_wire/011.png","image_path":"cable/test/bent_wire/011.png","image_sha256":"8f46af648cd3dfe2d8508a1ef1b1e6c069deedf5501b15c96aa0e23056de044d","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/ground_truth/bent_wire/011_mask.png","mask_path":"cable/ground_truth/bent_wire/011_mask.png","mask_sha256":"626ca98ab7caf2b735ed009dc7a8f5f19d55219cb9fbe25f9461ae4ac59b406b","official_split":"test","source_id":"cable/test/bent_wire/011","width":1024}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":3.1753437801527005,"radius_px_native":6.350687560305401,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2,"gaussian_noise":1,"underexposure":1},"dominant_effect":"disk_defocus","exposure_ev":-0.6761666526938259,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03522637074064288,"sigma_x255":8.982724538863934},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":9044801729915429467,"profile":"D2","realization_id":0,"realization_seed":3490790872641970897,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__cable_swap__006.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/cable_swap/006","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/cable_swap/006","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"cable_swap","exact_duplicate_ids":[],"height":1024,"identity_group":"8bca508db4180ef69b41f10ac4839541aa1a8a4ed155aa9251e7e280d3fb513b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/cable_swap/006.png","image_path":"cable/test/cable_swap/006.png","image_sha256":"8bca508db4180ef69b41f10ac4839541aa1a8a4ed155aa9251e7e280d3fb513b","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/ground_truth/cable_swap/006_mask.png","mask_path":"cable/ground_truth/cable_swap/006_mask.png","mask_sha256":"94848c23a5d1196feffc945cccacf56c5c6b962e4fdaf837f06864e68c1c9dfc","official_split":"test","source_id":"cable/test/cable_swap/006","width":1024}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.0894341530248792,"aniso_ratio":2.33332809112899,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":5.191452341868542,"sigma_major_px_native":10.382904683737085,"sigma_minor_px_at_512":2.2249131451362407,"sigma_minor_px_native":4.449826290272481,"sigma_px_at_512":5.191452341868542,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":4,"jpeg":3,"overexposure":3},"dominant_effect":"anisotropic_gaussian","exposure_ev":1.1104303145405057,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":57},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7881166938597486402,"profile":"D4","realization_id":0,"realization_seed":7625749871920293256,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__combined__000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/combined/000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/combined/000","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"combined","exact_duplicate_ids":[],"height":1024,"identity_group":"47ed695bc2eaee856eb30ec91aa93f06eec2213b38466a2f311ac14e9af96e52","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/combined/000.png","image_path":"cable/test/combined/000.png","image_sha256":"47ed695bc2eaee856eb30ec91aa93f06eec2213b38466a2f311ac14e9af96e52","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/ground_truth/combined/000_mask.png","mask_path":"cable/ground_truth/combined/000_mask.png","mask_sha256":"72e302e35a9ee4a7b92ce862e930c45b2840fc5d7fe27184bbb1731a1b6a63b1","official_split":"test","source_id":"cable/test/combined/000","width":1024}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":3},"dominant_effect":"overexposure","exposure_ev":1.2008978059272226,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1081846061830042546,"profile":"C3","realization_id":0,"realization_seed":3896900467561084244,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__cut_inner_insulation__002.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/cut_inner_insulation/002","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/cut_inner_insulation/002","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"cut_inner_insulation","exact_duplicate_ids":[],"height":1024,"identity_group":"ae4e18abefaa126ceb6615239ed4a41e70bd00ce11709c54ca04ecb9ab640c72","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/cut_inner_insulation/002.png","image_path":"cable/test/cut_inner_insulation/002.png","image_sha256":"ae4e18abefaa126ceb6615239ed4a41e70bd00ce11709c54ca04ecb9ab640c72","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/ground_truth/cut_inner_insulation/002_mask.png","mask_path":"cable/ground_truth/cut_inner_insulation/002_mask.png","mask_sha256":"23527a273455c1b398bed605d75d965725fa79b259b441dc1b92ef055efc938d","official_split":"test","source_id":"cable/test/cut_inner_insulation/002","width":1024}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":6.668690344935321,"radius_px_native":13.337380689870642,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":4},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":678041364984185040,"profile":"B3","realization_id":0,"realization_seed":6181107182778720624,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__cut_inner_insulation__013.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/cut_inner_insulation/013","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/cut_inner_insulation/013","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"cut_inner_insulation","exact_duplicate_ids":[],"height":1024,"identity_group":"d3b166250cc9390c15ca87cc86e76c0dc0699f0127581e5fd6452544082bc3b1","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/cut_inner_insulation/013.png","image_path":"cable/test/cut_inner_insulation/013.png","image_sha256":"d3b166250cc9390c15ca87cc86e76c0dc0699f0127581e5fd6452544082bc3b1","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/ground_truth/cut_inner_insulation/013_mask.png","mask_path":"cable/ground_truth/cut_inner_insulation/013_mask.png","mask_sha256":"22d8cf836f9e12deb418496a80c679810a1ce6c35c3d46e52e67c1cff34e45b5","official_split":"test","source_id":"cable/test/cut_inner_insulation/013","width":1024}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":2},"dominant_effect":"overexposure","exposure_ev":0.6778873165610584,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8738628140707803618,"profile":"C3","realization_id":0,"realization_seed":2220601794711306481,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__cut_outer_insulation__006.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/cut_outer_insulation/006","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/cut_outer_insulation/006","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"cut_outer_insulation","exact_duplicate_ids":[],"height":1024,"identity_group":"e8776f468ba0eaec953a8d92aa40b205afae4f06df41b16df565d65dec295fd9","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/cut_outer_insulation/006.png","image_path":"cable/test/cut_outer_insulation/006.png","image_sha256":"e8776f468ba0eaec953a8d92aa40b205afae4f06df41b16df565d65dec295fd9","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/ground_truth/cut_outer_insulation/006_mask.png","mask_path":"cable/ground_truth/cut_outer_insulation/006_mask.png","mask_sha256":"55cec24528d02d86e13b02f1a34b5ef750f187feecdb9a92772855b9adabd14e","official_split":"test","source_id":"cable/test/cut_outer_insulation/006","width":1024}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":1.9902054655731085,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":12.14403149972479,"length_px_native":24.28806299944958,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":2},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":778697021846036981,"profile":"B4","realization_id":0,"realization_seed":6484319874013706699,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__good__001.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/good/001","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/good/001","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"c9f4e885d36c3d5ea584709dabf756e92e032af97b3b078f9ef25604d3db6d8d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/good/001.png","image_path":"cable/test/good/001.png","image_sha256":"c9f4e885d36c3d5ea584709dabf756e92e032af97b3b078f9ef25604d3db6d8d","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"cable/test/good/001","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.024689079507933,"sigma_minor_px_native":null,"sigma_px_at_512":2.5123445397539665,"sigma_px_native":5.024689079507933},"blur_kind":null,"component_tiers":{"downsample_restore":3,"isotropic_gaussian":2,"jpeg":2},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":66},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":402609922053624990,"profile":"D3","realization_id":0,"realization_seed":1803084967726888152,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.9570131710980432},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__good__007.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/good/007","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/good/007","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"58520808633f344223adfa4ca238da7e4dba708029302fc56b7da9c619eafbd7","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/good/007.png","image_path":"cable/test/good/007.png","image_sha256":"58520808633f344223adfa4ca238da7e4dba708029302fc56b7da9c619eafbd7","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"cable/test/good/007","width":1024}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.03218223111780367,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":15.749594539333858,"length_px_native":31.499189078667715,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"jpeg":2,"linear_motion":3,"underexposure":2},"dominant_effect":"linear_motion","exposure_ev":-1.0661117349112588,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":67},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05209842426104265,"sigma_x255":13.285098186565875},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1412041116811323191,"profile":"D5","realization_id":0,"realization_seed":8919855411085640625,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__good__011.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/good/011","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/good/011","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"2afc83087d9e7780b4d25c31a33f97c6c6733cf5ab3cb83ef21bd7c6918a7f67","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/good/011.png","image_path":"cable/test/good/011.png","image_sha256":"2afc83087d9e7780b4d25c31a33f97c6c6733cf5ab3cb83ef21bd7c6918a7f67","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"cable/test/good/011","width":1024}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":1.7982582893738068,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":14.664579440790083,"length_px_native":29.329158881580167,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.059203912599663136,"sigma_x255":15.0969977129141},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3248214971898165407,"profile":"D1","realization_id":0,"realization_seed":4246537864777066530,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__good__012.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/good/012","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/good/012","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"6d07ab68ea3ccb441accde1d4aee138f2599aa5bd22a4bb2e0f2c918098a7909","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/good/012.png","image_path":"cable/test/good/012.png","image_sha256":"6d07ab68ea3ccb441accde1d4aee138f2599aa5bd22a4bb2e0f2c918098a7909","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"cable/test/good/012","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":3.883549185697254,"sigma_minor_px_native":null,"sigma_px_at_512":1.941774592848627,"sigma_px_native":3.883549185697254},"blur_kind":null,"component_tiers":{"downsample_restore":2,"isotropic_gaussian":1,"jpeg":1},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":79},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1779626166430047908,"profile":"D3","realization_id":0,"realization_seed":1638139326193630865,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.4961290487260097},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__good__013.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/good/013","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/good/013","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"2135e38f1cf2ee48f2c71d5cce21c874d59bf638f3731e1aa8ffb46d717b6bb4","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/good/013.png","image_path":"cable/test/good/013.png","image_sha256":"2135e38f1cf2ee48f2c71d5cce21c874d59bf638f3731e1aa8ffb46d717b6bb4","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"cable/test/good/013","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":3.973603534779788,"sigma_minor_px_native":null,"sigma_px_at_512":1.986801767389894,"sigma_px_native":3.973603534779788},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":1,"gaussian_noise":1,"isotropic_gaussian":1,"jpeg":2},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":67},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.035562972181061574,"sigma_x255":9.068557906170701},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5825456412147163186,"profile":"D6","realization_id":0,"realization_seed":4773113160364576296,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.3062970653382477},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__good__019.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/good/019","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/good/019","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"e193e77e2e2c120d24fddd9a739834f3a72b2170d61fb8922b15833c89d74166","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/good/019.png","image_path":"cable/test/good/019.png","image_sha256":"e193e77e2e2c120d24fddd9a739834f3a72b2170d61fb8922b15833c89d74166","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"cable/test/good/019","width":1024}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":4},"dominant_effect":"overexposure","exposure_ev":1.3386829935475852,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1541681046769675665,"profile":"C3","realization_id":0,"realization_seed":2709809879879006767,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__good__023.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/good/023","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/good/023","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"0777bfef91c93311d3941d5827b69d19a9f489310d0fe9b2074173fa15174a37","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/good/023.png","image_path":"cable/test/good/023.png","image_sha256":"0777bfef91c93311d3941d5827b69d19a9f489310d0fe9b2074173fa15174a37","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"cable/test/good/023","width":1024}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":3},"dominant_effect":"overexposure","exposure_ev":1.2825779215807769,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7529217853790374231,"profile":"C3","realization_id":0,"realization_seed":6691171839198278545,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__good__042.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/good/042","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/good/042","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"cde36183abea265777cb8eeaf79344f4b90004733efbe35f95f66fd4e36ecc1d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/good/042.png","image_path":"cable/test/good/042.png","image_sha256":"cde36183abea265777cb8eeaf79344f4b90004733efbe35f95f66fd4e36ecc1d","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"cable/test/good/042","width":1024}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":54},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8572629162802578553,"profile":"C4","realization_id":0,"realization_seed":723853874313068874,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__good__043.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/good/043","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/good/043","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"45e01e0feb9ddfb35103512d567ede78db60b2dd61d714383153322cbc9bed58","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/good/043.png","image_path":"cable/test/good/043.png","image_sha256":"45e01e0feb9ddfb35103512d567ede78db60b2dd61d714383153322cbc9bed58","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"cable/test/good/043","width":1024}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":4.336682542999193,"radius_px_native":8.673365085998386,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6269541990516784848,"profile":"B3","realization_id":0,"realization_seed":6074016535543216064,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__good__048.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/good/048","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/good/048","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"c6eec4f5ad7bc99597fe388848ea04f4a4ae8885bda27a28cbd2beac193ba102","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/good/048.png","image_path":"cable/test/good/048.png","image_sha256":"c6eec4f5ad7bc99597fe388848ea04f4a4ae8885bda27a28cbd2beac193ba102","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"cable/test/good/048","width":1024}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":2.755801159758983,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":8.55970792265126,"length_px_native":17.11941584530252,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"linear_motion":1},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.052393117926411846,"sigma_x255":13.36024507123502},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2936460943814152209,"profile":"D1","realization_id":0,"realization_seed":1076914539068511264,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__good__050.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/good/050","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/good/050","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"653da904fc28d7eee4af05cf5581187169d3f0888211d10c0a0cd0cce6cd1fd3","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/good/050.png","image_path":"cable/test/good/050.png","image_sha256":"653da904fc28d7eee4af05cf5581187169d3f0888211d10c0a0cd0cce6cd1fd3","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"cable/test/good/050","width":1024}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.0523937417913347,"sigma_x255":13.360404156790349},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3894336357679848506,"profile":"C1","realization_id":0,"realization_seed":3582324339162182143,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__good__057.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/good/057","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/good/057","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"afe6089417fe57e1895154184a474ac8e2f27d0cea1239fa1f5a66220294d2ef","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/good/057.png","image_path":"cable/test/good/057.png","image_sha256":"afe6089417fe57e1895154184a474ac8e2f27d0cea1239fa1f5a66220294d2ef","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"cable/test/good/057","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":3.766845159573494,"sigma_minor_px_native":null,"sigma_px_at_512":1.883422579786747,"sigma_px_native":3.766845159573494},"blur_kind":null,"component_tiers":{"downsample_restore":1,"isotropic_gaussian":1,"jpeg":2},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":67},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1789073551137084010,"profile":"D3","realization_id":0,"realization_seed":8412144227168161989,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.313357066056395},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__missing_cable__000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/missing_cable/000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/missing_cable/000","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"missing_cable","exact_duplicate_ids":[],"height":1024,"identity_group":"c6d4fa84b74e7bfa12418c9cf916ff3320218a311bfe715b29e0449f6bd6fcda","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/missing_cable/000.png","image_path":"cable/test/missing_cable/000.png","image_sha256":"c6d4fa84b74e7bfa12418c9cf916ff3320218a311bfe715b29e0449f6bd6fcda","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/ground_truth/missing_cable/000_mask.png","mask_path":"cable/ground_truth/missing_cable/000_mask.png","mask_sha256":"2845fa5636470d952201841be8d53759f4949187ed817f41d76cbe25de692b7e","official_split":"test","source_id":"cable/test/missing_cable/000","width":1024}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.061112066955893,"aniso_ratio":1.6974125668752449,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.9350831951602574,"sigma_major_px_native":5.870166390320515,"sigma_minor_px_at_512":1.7291513285797289,"sigma_minor_px_native":3.4583026571594577,"sigma_px_at_512":2.9350831951602574,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":2,"downsample_restore":1,"gaussian_noise":1,"jpeg":1},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":73},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.040959604291804556,"sigma_x255":10.444699094410161},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2369184448446848203,"profile":"D6","realization_id":0,"realization_seed":8279357191402005483,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.2887515876555846},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__missing_cable__004.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/missing_cable/004","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/missing_cable/004","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"missing_cable","exact_duplicate_ids":[],"height":1024,"identity_group":"743565aae35c24988caa77968f11031a8323f01fe3503afc8c44e39c9d83e3e7","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/missing_cable/004.png","image_path":"cable/test/missing_cable/004.png","image_sha256":"743565aae35c24988caa77968f11031a8323f01fe3503afc8c44e39c9d83e3e7","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/ground_truth/missing_cable/004_mask.png","mask_path":"cable/ground_truth/missing_cable/004_mask.png","mask_sha256":"84cc860663cd9a015e785b38f0f1cb1dd5cc5ad2da9c50914d1d53d3bcb5dbe0","official_split":"test","source_id":"cable/test/missing_cable/004","width":1024}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":1},"dominant_effect":"underexposure","exposure_ev":-0.6829973858970868,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":658336015855494782,"profile":"C2","realization_id":0,"realization_seed":835647563151906966,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__missing_cable__007.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/missing_cable/007","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/missing_cable/007","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"missing_cable","exact_duplicate_ids":[],"height":1024,"identity_group":"754a195ba346e4d20b079e05e10b6afc18f4f00d9b98fcc337ef203a4242f25b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/missing_cable/007.png","image_path":"cable/test/missing_cable/007.png","image_sha256":"754a195ba346e4d20b079e05e10b6afc18f4f00d9b98fcc337ef203a4242f25b","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/ground_truth/missing_cable/007_mask.png","mask_path":"cable/ground_truth/missing_cable/007_mask.png","mask_sha256":"d1a20d3646ef8e9a9788545b562581d5177020a907f0d8a284d43313dcd49109","official_split":"test","source_id":"cable/test/missing_cable/007","width":1024}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":1.5133509381999914,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":16.27707111468771,"length_px_native":32.55414222937542,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7186717437316859383,"profile":"B4","realization_id":0,"realization_seed":6383088688875472903,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__missing_wire__000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/missing_wire/000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/missing_wire/000","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"missing_wire","exact_duplicate_ids":[],"height":1024,"identity_group":"c838f7782fe11b6a9d9cdc36990ea393ca3d200b75be6b5af360815bd1b12bbf","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/missing_wire/000.png","image_path":"cable/test/missing_wire/000.png","image_sha256":"c838f7782fe11b6a9d9cdc36990ea393ca3d200b75be6b5af360815bd1b12bbf","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/ground_truth/missing_wire/000_mask.png","mask_path":"cable/ground_truth/missing_wire/000_mask.png","mask_sha256":"70478d9a972dd97b476e3676ccf49e2f8d1076917aecb9cd8ba610a183a5e187","official_split":"test","source_id":"cable/test/missing_wire/000","width":1024}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":7.520772730790631,"radius_px_native":15.041545461581261,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":5},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7861987206731555579,"profile":"B3","realization_id":0,"realization_seed":3968209745231882099,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__missing_wire__003.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/missing_wire/003","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/missing_wire/003","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"missing_wire","exact_duplicate_ids":[],"height":1024,"identity_group":"6993b9c7ebb2578ed7c255f79a51f4bda5f5e8214ed9a48b4d573bf86cf7661e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/missing_wire/003.png","image_path":"cable/test/missing_wire/003.png","image_sha256":"6993b9c7ebb2578ed7c255f79a51f4bda5f5e8214ed9a48b4d573bf86cf7661e","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/ground_truth/missing_wire/003_mask.png","mask_path":"cable/ground_truth/missing_wire/003_mask.png","mask_sha256":"0304ade77f60193eed25db591f3b678eaee98e4c2a13d920b37e04fb308126f8","official_split":"test","source_id":"cable/test/missing_wire/003","width":1024}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":3.110416559208013,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":12.883160483333555,"length_px_native":25.76632096666711,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"jpeg":3,"linear_motion":2,"underexposure":2},"dominant_effect":"jpeg","exposure_ev":-0.9914180658852264,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":47},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.047755839489998994,"sigma_x255":12.177739069949743},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6006959547392677511,"profile":"D5","realization_id":0,"realization_seed":1801207125574936294,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__missing_wire__005.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/missing_wire/005","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/missing_wire/005","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"missing_wire","exact_duplicate_ids":[],"height":1024,"identity_group":"9e106de34c09cf7f45481d7ceebe341e7d0b624f8c4993d95068653899e198e6","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/missing_wire/005.png","image_path":"cable/test/missing_wire/005.png","image_sha256":"9e106de34c09cf7f45481d7ceebe341e7d0b624f8c4993d95068653899e198e6","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/ground_truth/missing_wire/005_mask.png","mask_path":"cable/ground_truth/missing_wire/005_mask.png","mask_sha256":"4a92df70188cae5cbe4d1410963fe0771fd43c7e7e66fe1a5795d24dd55d2415","official_split":"test","source_id":"cable/test/missing_wire/005","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.820180964231942,"sigma_minor_px_native":null,"sigma_px_at_512":2.410090482115971,"sigma_px_native":4.820180964231942},"blur_kind":null,"component_tiers":{"downsample_restore":3,"isotropic_gaussian":2,"jpeg":2},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":64},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7943159872149963890,"profile":"D3","realization_id":0,"realization_seed":2469972392462661878,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.9953309506449328},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__missing_wire__008.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/missing_wire/008","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/missing_wire/008","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"missing_wire","exact_duplicate_ids":[],"height":1024,"identity_group":"c4f6fa26dbfe6acdaca9f367c17a21eadf69464b1b858629b86301e65a6dd1c1","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/missing_wire/008.png","image_path":"cable/test/missing_wire/008.png","image_sha256":"c4f6fa26dbfe6acdaca9f367c17a21eadf69464b1b858629b86301e65a6dd1c1","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/ground_truth/missing_wire/008_mask.png","mask_path":"cable/ground_truth/missing_wire/008_mask.png","mask_sha256":"b1331cea80ce0fc1f0e5cccee15eb346613f6d1655830d37a104c00f405f13c8","official_split":"test","source_id":"cable/test/missing_wire/008","width":1024}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":4.551437623399785,"radius_px_native":9.10287524679957,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3,"gaussian_noise":2,"underexposure":2},"dominant_effect":"disk_defocus","exposure_ev":-1.1093530902447406,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05288757010364394,"sigma_x255":13.486330376429205},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6211517136910032810,"profile":"D2","realization_id":0,"realization_seed":6949571393493758605,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__poke_insulation__001.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/poke_insulation/001","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/poke_insulation/001","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"poke_insulation","exact_duplicate_ids":[],"height":1024,"identity_group":"be9567b15a3a093ec7af14ea3c67d46833ecadb863aa62da6f9d4fa6b0e25f66","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/poke_insulation/001.png","image_path":"cable/test/poke_insulation/001.png","image_sha256":"be9567b15a3a093ec7af14ea3c67d46833ecadb863aa62da6f9d4fa6b0e25f66","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/ground_truth/poke_insulation/001_mask.png","mask_path":"cable/ground_truth/poke_insulation/001_mask.png","mask_sha256":"701eafc699ffe09cdb4dd42fa5b33995662f520b72adae9d26376f3839903607","official_split":"test","source_id":"cable/test/poke_insulation/001","width":1024}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":0.07933578395881406,"aniso_ratio":2.377754532048111,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.5253641363618873,"sigma_major_px_native":7.050728272723775,"sigma_minor_px_at_512":1.4826442716630077,"sigma_minor_px_native":2.9652885433260154,"sigma_px_at_512":3.5253641363618873,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8267986205693952658,"profile":"B2","realization_id":0,"realization_seed":142122706258226133,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__poke_insulation__003.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/poke_insulation/003","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/poke_insulation/003","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"poke_insulation","exact_duplicate_ids":[],"height":1024,"identity_group":"570d81dee47e05bd6e30beaac95616c934c5369a5f74917e8e37da9b691d19de","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/poke_insulation/003.png","image_path":"cable/test/poke_insulation/003.png","image_sha256":"570d81dee47e05bd6e30beaac95616c934c5369a5f74917e8e37da9b691d19de","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/ground_truth/poke_insulation/003_mask.png","mask_path":"cable/ground_truth/poke_insulation/003_mask.png","mask_sha256":"1b8da212f0d995afa137f846efa69c9867c491c5057bfcc0025c2b0b48736324","official_split":"test","source_id":"cable/test/poke_insulation/003","width":1024}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":53},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1943135717309800091,"profile":"C4","realization_id":0,"realization_seed":2541393408602300938,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/cable/mvtec_ad__cable__test__poke_insulation__008.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::cable/test/poke_insulation/008","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cable","compat_id":"cable/test/poke_insulation/008","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"poke_insulation","exact_duplicate_ids":[],"height":1024,"identity_group":"9adbbc7479d387b47db1eebda6dd2510aee380e17c7735cc869d467228ce7ec4","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/test/poke_insulation/008.png","image_path":"cable/test/poke_insulation/008.png","image_sha256":"9adbbc7479d387b47db1eebda6dd2510aee380e17c7735cc869d467228ce7ec4","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/cable/ground_truth/poke_insulation/008_mask.png","mask_path":"cable/ground_truth/poke_insulation/008_mask.png","mask_sha256":"beb21f266d2a6afaae3f9015f9b7e3e9e7d12b4b90070df274d2229c59cb59b9","official_split":"test","source_id":"cable/test/poke_insulation/008","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.639938869474631,"sigma_minor_px_native":null,"sigma_px_at_512":2.375648701171011,"sigma_px_native":4.639938869474631},"blur_kind":null,"component_tiers":{"downsample_restore":2,"isotropic_gaussian":2,"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":55},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":9159213833452322893,"profile":"D3","realization_id":0,"realization_seed":7472798852908328010,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.484399653805196},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__crack__003.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/crack/003","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/crack/003","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"crack","exact_duplicate_ids":[],"height":1000,"identity_group":"c53205f6aba7f10cf1302155ec173c4b5fc04a85cec9d5cf32bb464443f8bab3","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/crack/003.png","image_path":"capsule/test/crack/003.png","image_sha256":"c53205f6aba7f10cf1302155ec173c4b5fc04a85cec9d5cf32bb464443f8bab3","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/ground_truth/crack/003_mask.png","mask_path":"capsule/ground_truth/crack/003_mask.png","mask_sha256":"48cfeb98aa1c35935f3f9c389842fb0c2d72d4523dd8ddae9af0a17b9f8a3abd","official_split":"test","source_id":"capsule/test/crack/003","width":1000}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":2},"dominant_effect":"underexposure","exposure_ev":-0.8480749442338213,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5259402538276329997,"profile":"C2","realization_id":0,"realization_seed":4388418725512761953,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__crack__004.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/crack/004","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/crack/004","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"crack","exact_duplicate_ids":[],"height":1000,"identity_group":"5f9a15491b9b942276e72deeaf4f89a5fe9be28a797177eaf6e09cceaed83cce","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/crack/004.png","image_path":"capsule/test/crack/004.png","image_sha256":"5f9a15491b9b942276e72deeaf4f89a5fe9be28a797177eaf6e09cceaed83cce","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/ground_truth/crack/004_mask.png","mask_path":"capsule/ground_truth/crack/004_mask.png","mask_sha256":"09a4105198f0969f0f0643ca74c28eabbf358b5185fccac40ccaba8841315a7a","official_split":"test","source_id":"capsule/test/crack/004","width":1000}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":0.18638221924172899,"aniso_ratio":2.872692342603671,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.7612960578033783,"sigma_major_px_native":7.346281362897223,"sigma_minor_px_at_512":1.3093278392611718,"sigma_minor_px_native":2.557280936056976,"sigma_px_at_512":3.7612960578033783,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6226213849345834168,"profile":"B2","realization_id":0,"realization_seed":3750074613716329915,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__crack__012.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/crack/012","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/crack/012","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"crack","exact_duplicate_ids":[],"height":1000,"identity_group":"51da9479d5dfc761473cb55b2bcfd0a9cc9d29137e97602ce5d82f814a840e60","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/crack/012.png","image_path":"capsule/test/crack/012.png","image_sha256":"51da9479d5dfc761473cb55b2bcfd0a9cc9d29137e97602ce5d82f814a840e60","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/ground_truth/crack/012_mask.png","mask_path":"capsule/ground_truth/crack/012_mask.png","mask_sha256":"ee561782d859b1997fe234679966de66bfaf9331e105a4a364854cb32336c27f","official_split":"test","source_id":"capsule/test/crack/012","width":1000}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":1.0797937614691844,"aniso_ratio":1.6332905831770834,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":5.526337967209095,"sigma_major_px_native":10.793628842205264,"sigma_minor_px_at_512":3.3835607846701965,"sigma_minor_px_native":6.608517157558977,"sigma_px_at_512":5.526337967209095,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":4},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5834712069436850486,"profile":"B2","realization_id":0,"realization_seed":9162544575204186272,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__crack__016.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/crack/016","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/crack/016","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"crack","exact_duplicate_ids":[],"height":1000,"identity_group":"d79566142ee85520ae5db0a443b3643aed87152c9a5bf6dbd42cb7f2c119a770","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/crack/016.png","image_path":"capsule/test/crack/016.png","image_sha256":"d79566142ee85520ae5db0a443b3643aed87152c9a5bf6dbd42cb7f2c119a770","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/ground_truth/crack/016_mask.png","mask_path":"capsule/ground_truth/crack/016_mask.png","mask_sha256":"a8cb9ee2ad3e5c2310c3d36fafa0f8b8a08d301711114b25e23341e8e311a429","official_split":"test","source_id":"capsule/test/crack/016","width":1000}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.71177237049874,"sigma_minor_px_native":null,"sigma_px_at_512":3.4364274536953547,"sigma_px_native":6.71177237049874},"blur_kind":null,"component_tiers":{"downsample_restore":3,"isotropic_gaussian":3,"jpeg":4},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":42},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8944567730534761842,"profile":"D3","realization_id":0,"realization_seed":4184872095341594078,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.935351383390418},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__good__001.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/good/001","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/good/001","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"329429f109ca9750ed6accb74c719f9257bee603fbfcd91017932b06dfa21ef3","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/good/001.png","image_path":"capsule/test/good/001.png","image_sha256":"329429f109ca9750ed6accb74c719f9257bee603fbfcd91017932b06dfa21ef3","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"capsule/test/good/001","width":1000}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":52},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1967548383965290662,"profile":"C4","realization_id":0,"realization_seed":4309295241181136644,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__good__006.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/good/006","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/good/006","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"68eecb14ce7aeca6f1db41ce4a3e1d47c9e40221e2e2b5eee74b1333469828a5","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/good/006.png","image_path":"capsule/test/good/006.png","image_sha256":"68eecb14ce7aeca6f1db41ce4a3e1d47c9e40221e2e2b5eee74b1333469828a5","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"capsule/test/good/006","width":1000}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.3345249564836836,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":13.676539464537312,"length_px_native":26.71199114167444,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"jpeg":2,"linear_motion":3,"underexposure":2},"dominant_effect":"linear_motion","exposure_ev":-0.9593994103334607,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":68},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05756086081532093,"sigma_x255":14.678019507906836},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3281473985078485846,"profile":"D5","realization_id":0,"realization_seed":4932297252233283853,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__good__008.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/good/008","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/good/008","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"85840f30a41dd16c28973a43c2b25a38da5114b4d60e5966595af6c490fef44d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/good/008.png","image_path":"capsule/test/good/008.png","image_sha256":"85840f30a41dd16c28973a43c2b25a38da5114b4d60e5966595af6c490fef44d","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"capsule/test/good/008","width":1000}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.8477084559857047,"aniso_ratio":2.7041146694918012,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.652368983105522,"sigma_major_px_native":7.133533170127973,"sigma_minor_px_at_512":1.350670895843308,"sigma_minor_px_native":2.638029093443961,"sigma_px_at_512":3.652368983105522,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3,"jpeg":3,"overexposure":4},"dominant_effect":"overexposure","exposure_ev":1.5344663421959943,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":46},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8714526731124193814,"profile":"D4","realization_id":0,"realization_seed":4837459818703531408,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__good__018.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/good/018","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/good/018","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"d049beb23eae822a019c2bf52a260196a2747ea921262306529ac23ded549fb4","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/good/018.png","image_path":"capsule/test/good/018.png","image_sha256":"d049beb23eae822a019c2bf52a260196a2747ea921262306529ac23ded549fb4","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"capsule/test/good/018","width":1000}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.009357624633365,"sigma_minor_px_native":null,"sigma_px_at_512":2.564791103812283,"sigma_px_native":5.009357624633365},"blur_kind":null,"component_tiers":{"downsample_restore":3,"isotropic_gaussian":2,"jpeg":2},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":59},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8493029110875438342,"profile":"D3","realization_id":0,"realization_seed":7045323732855840289,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.872596570463473},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__good__020.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/good/020","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/good/020","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"245a48284fa594533271fd723a55e8d05fbc7c8c514fd5d355eec6f8ff2e9e92","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/good/020.png","image_path":"capsule/test/good/020.png","image_sha256":"245a48284fa594533271fd723a55e8d05fbc7c8c514fd5d355eec6f8ff2e9e92","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"capsule/test/good/020","width":1000}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":2.213391728682,"radius_px_native":4.3230307200820315,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":1,"gaussian_noise":2,"underexposure":1},"dominant_effect":"gaussian_noise","exposure_ev":-0.5926949034530202,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.054198760399411135,"sigma_x255":13.82068390184984},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1608555627135003591,"profile":"D2","realization_id":0,"realization_seed":6750368772409322865,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__poke__000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/poke/000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/poke/000","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"poke","exact_duplicate_ids":[],"height":1000,"identity_group":"17250f77c17c15f653c9924933e192a4e96647ed91eceb5935156bf819629be1","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/poke/000.png","image_path":"capsule/test/poke/000.png","image_sha256":"17250f77c17c15f653c9924933e192a4e96647ed91eceb5935156bf819629be1","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/ground_truth/poke/000_mask.png","mask_path":"capsule/ground_truth/poke/000_mask.png","mask_sha256":"8c958ccef9d89246cef5a15b9907dae63339cbfe40dc9ccd477824b92c42b125","official_split":"test","source_id":"capsule/test/poke/000","width":1000}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":2},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":59},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4219993592244284367,"profile":"C4","realization_id":0,"realization_seed":3633032770688287539,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__poke__001.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/poke/001","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/poke/001","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"poke","exact_duplicate_ids":[],"height":1000,"identity_group":"3ced8e481d7d7cc07f5f885dc7db4b5e10e3017ad193f33194f3856975d2f5b6","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/poke/001.png","image_path":"capsule/test/poke/001.png","image_sha256":"3ced8e481d7d7cc07f5f885dc7db4b5e10e3017ad193f33194f3856975d2f5b6","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/ground_truth/poke/001_mask.png","mask_path":"capsule/ground_truth/poke/001_mask.png","mask_sha256":"eccc0f66a275d2e34f18a3305c5fa6cf6592e492f245c04060c18c4db1301ad9","official_split":"test","source_id":"capsule/test/poke/001","width":1000}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.0741511907293203,"aniso_ratio":1.8929834827287828,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":5.899400309812612,"sigma_major_px_native":11.522266230102758,"sigma_minor_px_at_512":3.116456304895212,"sigma_minor_px_native":6.0868287204984615,"sigma_px_at_512":5.899400309812612,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":5,"jpeg":4,"overexposure":4},"dominant_effect":"anisotropic_gaussian","exposure_ev":1.333002462131773,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":44},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6948335869378994793,"profile":"D4","realization_id":0,"realization_seed":3097679771630646693,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__poke__003.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/poke/003","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/poke/003","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"poke","exact_duplicate_ids":[],"height":1000,"identity_group":"865fe5dd2f4ea60b3c2a43ae8a6b5142eb6195bf15b6284e30ae31aee09f3836","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/poke/003.png","image_path":"capsule/test/poke/003.png","image_sha256":"865fe5dd2f4ea60b3c2a43ae8a6b5142eb6195bf15b6284e30ae31aee09f3836","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/ground_truth/poke/003_mask.png","mask_path":"capsule/ground_truth/poke/003_mask.png","mask_sha256":"b9cd0bc79ee414e5937c8c74fdbb47a476dd819615d08ab26babae7406f33a4f","official_split":"test","source_id":"capsule/test/poke/003","width":1000}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":4.816437499032819,"radius_px_native":9.407104490298474,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3,"gaussian_noise":4,"underexposure":3},"dominant_effect":"gaussian_noise","exposure_ev":-1.392403363496934,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.09278651931348401,"sigma_x255":23.660562424938423},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3969598730683991087,"profile":"D2","realization_id":0,"realization_seed":8465918723935273153,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__poke__004.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/poke/004","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/poke/004","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"poke","exact_duplicate_ids":[],"height":1000,"identity_group":"a7a8ca3ca91328131b21b885486b611483c8df41eb4ff0931fccd2df1cb99724","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/poke/004.png","image_path":"capsule/test/poke/004.png","image_sha256":"a7a8ca3ca91328131b21b885486b611483c8df41eb4ff0931fccd2df1cb99724","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/ground_truth/poke/004_mask.png","mask_path":"capsule/ground_truth/poke/004_mask.png","mask_sha256":"4a20456aeb5c0ed4c3245540a00477f701a9b5b3a5632e20eecd067b69cc8002","official_split":"test","source_id":"capsule/test/poke/004","width":1000}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":3.880145501526879,"sigma_minor_px_native":null,"sigma_px_at_512":1.986634496781762,"sigma_px_native":3.880145501526879},"blur_kind":null,"component_tiers":{"isotropic_gaussian":1},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7334259604869362068,"profile":"B1","realization_id":0,"realization_seed":896386417982166423,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__poke__005.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/poke/005","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/poke/005","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"poke","exact_duplicate_ids":[],"height":1000,"identity_group":"6274475577cc2ef066fcd79f01048a7229ba212fa3c529e6445f0cc2258063df","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/poke/005.png","image_path":"capsule/test/poke/005.png","image_sha256":"6274475577cc2ef066fcd79f01048a7229ba212fa3c529e6445f0cc2258063df","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/ground_truth/poke/005_mask.png","mask_path":"capsule/ground_truth/poke/005_mask.png","mask_sha256":"d450cb01ec38050568d135af4a027d70342fefdacafc22076c3282d0873f2c24","official_split":"test","source_id":"capsule/test/poke/005","width":1000}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":9.94943407999907,"sigma_minor_px_native":null,"sigma_px_at_512":5.094110248959524,"sigma_px_native":9.94943407999907},"blur_kind":null,"component_tiers":{"isotropic_gaussian":5},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7058229991144703176,"profile":"B1","realization_id":0,"realization_seed":7624278104731579362,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__poke__016.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/poke/016","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/poke/016","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"poke","exact_duplicate_ids":[],"height":1000,"identity_group":"612810f76fdcf9b6b26e86e4978de50949fd18bb787f41084120a337e6db69c5","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/poke/016.png","image_path":"capsule/test/poke/016.png","image_sha256":"612810f76fdcf9b6b26e86e4978de50949fd18bb787f41084120a337e6db69c5","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/ground_truth/poke/016_mask.png","mask_path":"capsule/ground_truth/poke/016_mask.png","mask_sha256":"07fc56ff0a9ac3c83b2440efe666e7926cf545f2aed3528300b60152c2ba3bb6","official_split":"test","source_id":"capsule/test/poke/016","width":1000}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":1},"dominant_effect":"overexposure","exposure_ev":0.5310296735152382,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8378525878598242117,"profile":"C3","realization_id":0,"realization_seed":7997525398775471879,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__scratch__000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/scratch/000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/scratch/000","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch","exact_duplicate_ids":[],"height":1000,"identity_group":"f2affe78c2d06202819520c1d74a13cd4ff2467d5c6eaa52f073c2b0644f449f","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/scratch/000.png","image_path":"capsule/test/scratch/000.png","image_sha256":"f2affe78c2d06202819520c1d74a13cd4ff2467d5c6eaa52f073c2b0644f449f","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/ground_truth/scratch/000_mask.png","mask_path":"capsule/ground_truth/scratch/000_mask.png","mask_sha256":"59d5cfde64cf7de7bc7a6123daadc9827153bad3f0af7c6408d2fd71b70ebf42","official_split":"test","source_id":"capsule/test/scratch/000","width":1000}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.817874481391553,"sigma_minor_px_native":null,"sigma_px_at_512":3.490751734472475,"sigma_px_native":6.817874481391553},"blur_kind":null,"component_tiers":{"isotropic_gaussian":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4872574880075067343,"profile":"B1","realization_id":0,"realization_seed":7898462742194702859,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__scratch__007.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/scratch/007","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/scratch/007","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch","exact_duplicate_ids":[],"height":1000,"identity_group":"468c60496275b35ba5e6531bce1ff4ffdf45b50eea5166333d96cedd27aff9c2","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/scratch/007.png","image_path":"capsule/test/scratch/007.png","image_sha256":"468c60496275b35ba5e6531bce1ff4ffdf45b50eea5166333d96cedd27aff9c2","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/ground_truth/scratch/007_mask.png","mask_path":"capsule/ground_truth/scratch/007_mask.png","mask_sha256":"6bc14fa1e14d7f0916062ae8fe4a3543a22617d1b3241b249fd38000edbae022","official_split":"test","source_id":"capsule/test/scratch/007","width":1000}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":1.6464206928300618,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":20.591422522261585,"length_px_native":40.21762211379216,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"linear_motion":4},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08492558474704283,"sigma_x255":21.65602411049592},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7667006302135448459,"profile":"D1","realization_id":0,"realization_seed":5913553667655417785,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__scratch__013.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/scratch/013","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/scratch/013","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch","exact_duplicate_ids":[],"height":1000,"identity_group":"08a532f218f9155fb934a4a704b5b054b71e366628f4a1294950a30c1a2f71c3","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/scratch/013.png","image_path":"capsule/test/scratch/013.png","image_sha256":"08a532f218f9155fb934a4a704b5b054b71e366628f4a1294950a30c1a2f71c3","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/ground_truth/scratch/013_mask.png","mask_path":"capsule/ground_truth/scratch/013_mask.png","mask_sha256":"a961c78fcc78217b3f3e67249b7711da6601cc1ddec8748048c0e0fe2dfd1c02","official_split":"test","source_id":"capsule/test/scratch/013","width":1000}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":2.83546810502842,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":7.504251145768887,"length_px_native":14.656740519079857,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"linear_motion":1},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.060364439341406714,"sigma_x255":15.392932032058711},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7791151202137354398,"profile":"D1","realization_id":0,"realization_seed":4466782687501097199,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__scratch__018.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/scratch/018","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/scratch/018","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch","exact_duplicate_ids":[],"height":1000,"identity_group":"ee36046089cd9cc7482058a120d0824a871437232b7c2536bb8fdbde2afd6526","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/scratch/018.png","image_path":"capsule/test/scratch/018.png","image_sha256":"ee36046089cd9cc7482058a120d0824a871437232b7c2536bb8fdbde2afd6526","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/ground_truth/scratch/018_mask.png","mask_path":"capsule/ground_truth/scratch/018_mask.png","mask_sha256":"f5f519ef39ebf0b603a05cdee36efa86712219c9b8456692bfaf4e5cc7b35dae","official_split":"test","source_id":"capsule/test/scratch/018","width":1000}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04485412689653529,"sigma_x255":11.4378023586165},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7436434406315425642,"profile":"C1","realization_id":0,"realization_seed":7886593998362657364,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__scratch__020.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/scratch/020","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/scratch/020","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch","exact_duplicate_ids":[],"height":1000,"identity_group":"093bc97fa7a7c2a21337981c725a503e7da858f787968e032522aedd246bacd4","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/scratch/020.png","image_path":"capsule/test/scratch/020.png","image_sha256":"093bc97fa7a7c2a21337981c725a503e7da858f787968e032522aedd246bacd4","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/ground_truth/scratch/020_mask.png","mask_path":"capsule/ground_truth/scratch/020_mask.png","mask_sha256":"0056c390f4fa42e3eb97bfb14061119ed4eb1b36246e908ba411f1d36b8eaa2f","official_split":"test","source_id":"capsule/test/scratch/020","width":1000}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.592288448758888,"sigma_minor_px_native":null,"sigma_px_at_512":2.3512516857645505,"sigma_px_native":4.592288448758888},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":2,"gaussian_noise":2,"isotropic_gaussian":2,"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":46},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05857206599332684,"sigma_x255":14.935876828298344},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1433207437184119887,"profile":"D6","realization_id":0,"realization_seed":4894002028058921708,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.5767344077037297},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__squeeze__001.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/squeeze/001","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/squeeze/001","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"squeeze","exact_duplicate_ids":[],"height":1000,"identity_group":"3e60541e78494f3a3d410859f742ea3aa3b9d050a86e1eba967c616d46b6643e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/squeeze/001.png","image_path":"capsule/test/squeeze/001.png","image_sha256":"3e60541e78494f3a3d410859f742ea3aa3b9d050a86e1eba967c616d46b6643e","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/ground_truth/squeeze/001_mask.png","mask_path":"capsule/ground_truth/squeeze/001_mask.png","mask_sha256":"416fd66c6802d5a5550254637b9c3f23241628f2c61a00d308d4c7195d878be8","official_split":"test","source_id":"capsule/test/squeeze/001","width":1000}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":0.8754905177927882,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":9.344750647079955,"length_px_native":18.251466107578036,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"linear_motion":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06763923982278186,"sigma_x255":17.248006154809374},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3580318554199893349,"profile":"D1","realization_id":0,"realization_seed":2277522191902340182,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__squeeze__002.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/squeeze/002","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/squeeze/002","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"squeeze","exact_duplicate_ids":[],"height":1000,"identity_group":"057d11aeff99cac7065c36bfe9c59af373affbe783ab27abc244aeec7353878a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/squeeze/002.png","image_path":"capsule/test/squeeze/002.png","image_sha256":"057d11aeff99cac7065c36bfe9c59af373affbe783ab27abc244aeec7353878a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/ground_truth/squeeze/002_mask.png","mask_path":"capsule/ground_truth/squeeze/002_mask.png","mask_sha256":"aa430edca962f36bf878a6c19ca6ea14de651b442b0ba51cb22af28f9e6057c1","official_split":"test","source_id":"capsule/test/squeeze/002","width":1000}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":3},"dominant_effect":"overexposure","exposure_ev":0.9588290642916095,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2194428464057047659,"profile":"C3","realization_id":0,"realization_seed":8168431433027405762,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__squeeze__004.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/squeeze/004","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/squeeze/004","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"squeeze","exact_duplicate_ids":[],"height":1000,"identity_group":"6d5f8898ae3d8affadd8c8853a8026c48586aa71c7cbe8fb7e1f8186163eae46","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/squeeze/004.png","image_path":"capsule/test/squeeze/004.png","image_sha256":"6d5f8898ae3d8affadd8c8853a8026c48586aa71c7cbe8fb7e1f8186163eae46","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/ground_truth/squeeze/004_mask.png","mask_path":"capsule/ground_truth/squeeze/004_mask.png","mask_sha256":"c0d1de45c19218a0db365c0e3849ccd12f0e73de3e475ab7abdc0b60928c4750","official_split":"test","source_id":"capsule/test/squeeze/004","width":1000}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.215311927875534,"sigma_minor_px_native":null,"sigma_px_at_512":2.1582397070722736,"sigma_px_native":4.215311927875534},"blur_kind":null,"component_tiers":{"downsample_restore":1,"isotropic_gaussian":1,"jpeg":2},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":67},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":9067350713304714662,"profile":"D3","realization_id":0,"realization_seed":2398950965966080970,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.2973479610022205},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__squeeze__006.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/squeeze/006","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/squeeze/006","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"squeeze","exact_duplicate_ids":[],"height":1000,"identity_group":"ce1d557eadfc4405172155258c0258b27b2dddb00504b2cd9dcdb43f9b6dfe62","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/squeeze/006.png","image_path":"capsule/test/squeeze/006.png","image_sha256":"ce1d557eadfc4405172155258c0258b27b2dddb00504b2cd9dcdb43f9b6dfe62","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/ground_truth/squeeze/006_mask.png","mask_path":"capsule/ground_truth/squeeze/006_mask.png","mask_sha256":"9bda68205b52fec09c44a12c865c370b7be7dc3da64965076fa2c36f1b0ec6a7","official_split":"test","source_id":"capsule/test/squeeze/006","width":1000}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":2.192925806604045,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":19.958296009950377,"length_px_native":38.98104689443433,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":5,"linear_motion":4},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.10738678498401612,"sigma_x255":27.38363017092411},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3522706845924475988,"profile":"D1","realization_id":0,"realization_seed":7705267373785966135,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__squeeze__009.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/squeeze/009","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/squeeze/009","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"squeeze","exact_duplicate_ids":[],"height":1000,"identity_group":"e131c1a2c4244b0be1a48ba4de390f3e88bc2bbe925548f83b3f28b149d9ac17","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/squeeze/009.png","image_path":"capsule/test/squeeze/009.png","image_sha256":"e131c1a2c4244b0be1a48ba4de390f3e88bc2bbe925548f83b3f28b149d9ac17","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/ground_truth/squeeze/009_mask.png","mask_path":"capsule/ground_truth/squeeze/009_mask.png","mask_sha256":"ab4c84cb125748df73a7cc562dae0dc94f14d0c7ab80c426464950da18e8fe86","official_split":"test","source_id":"capsule/test/squeeze/009","width":1000}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.772750199965748,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":19.865711174429666,"length_px_native":38.800217137557944,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"jpeg":3,"linear_motion":4,"underexposure":3},"dominant_effect":"linear_motion","exposure_ev":-1.255064752463499,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":55},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06596457066412878,"sigma_x255":16.82096551935284},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3562256364231538469,"profile":"D5","realization_id":0,"realization_seed":3616135994153370818,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__squeeze__012.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/squeeze/012","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/squeeze/012","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"squeeze","exact_duplicate_ids":[],"height":1000,"identity_group":"9ab2faa52919adf2d631b8ab40985612796c8caae0ab2559f641876d89f0708a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/squeeze/012.png","image_path":"capsule/test/squeeze/012.png","image_sha256":"9ab2faa52919adf2d631b8ab40985612796c8caae0ab2559f641876d89f0708a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/ground_truth/squeeze/012_mask.png","mask_path":"capsule/ground_truth/squeeze/012_mask.png","mask_sha256":"eb04c8dc80c12d6e666b70e2d02a57d1571f8a8269d1644fff738a0ea9aab20e","official_split":"test","source_id":"capsule/test/squeeze/012","width":1000}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":1.3990455265656776,"aniso_ratio":1.5356142297098296,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.596620593625174,"sigma_major_px_native":8.977774596924167,"sigma_minor_px_at_512":2.993343318063517,"sigma_minor_px_native":5.846373668092807,"sigma_px_at_512":4.596620593625174,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8595637893759874069,"profile":"B2","realization_id":0,"realization_seed":6772321949740622785,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"mvtec_ad/capsule/mvtec_ad__capsule__test__squeeze__017.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::capsule/test/squeeze/017","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsule","compat_id":"capsule/test/squeeze/017","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"squeeze","exact_duplicate_ids":[],"height":1000,"identity_group":"f96d65a4ac8b65746dd62174a8f1970898299b9ca07f6e91491167f464ce0700","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/test/squeeze/017.png","image_path":"capsule/test/squeeze/017.png","image_sha256":"f96d65a4ac8b65746dd62174a8f1970898299b9ca07f6e91491167f464ce0700","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/capsule/ground_truth/squeeze/017_mask.png","mask_path":"capsule/ground_truth/squeeze/017_mask.png","mask_sha256":"b245025650caffdbf361aa15ac36f510c787ce32cd01ae32edef50808e15944e","official_split":"test","source_id":"capsule/test/squeeze/017","width":1000}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.3369425174936016,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8057719076413366597,"profile":"C2","realization_id":0,"realization_seed":2848773827705564816,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/carpet/mvtec_ad__carpet__test__color__002.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::carpet/test/color/002","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"carpet","compat_id":"carpet/test/color/002","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"color","exact_duplicate_ids":[],"height":1024,"identity_group":"862872685fb8e8ac71b86270444cd3fdda2007596434ebfbe156d81ec782a2ae","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/test/color/002.png","image_path":"carpet/test/color/002.png","image_sha256":"862872685fb8e8ac71b86270444cd3fdda2007596434ebfbe156d81ec782a2ae","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/ground_truth/color/002_mask.png","mask_path":"carpet/ground_truth/color/002_mask.png","mask_sha256":"6bb374743280f608e2f8a35388fe9a2df9575e1a9741cd3df1627a1a5130ab9b","official_split":"test","source_id":"carpet/test/color/002","width":1024}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.0301179859530196,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":8.413849569056998,"length_px_native":16.827699138113996,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"jpeg":1,"linear_motion":1,"underexposure":1},"dominant_effect":"gaussian_noise","exposure_ev":-0.7672240340908002,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":77},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05616009661416226,"sigma_x255":14.320824636611377},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2190135814656030682,"profile":"D5","realization_id":0,"realization_seed":3743280913692699267,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/carpet/mvtec_ad__carpet__test__color__007.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::carpet/test/color/007","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"carpet","compat_id":"carpet/test/color/007","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"color","exact_duplicate_ids":[],"height":1024,"identity_group":"96eaaa608a2266541ddb549380eae7bc1f018395432e2c746faf7534990d7768","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/test/color/007.png","image_path":"carpet/test/color/007.png","image_sha256":"96eaaa608a2266541ddb549380eae7bc1f018395432e2c746faf7534990d7768","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/ground_truth/color/007_mask.png","mask_path":"carpet/ground_truth/color/007_mask.png","mask_sha256":"a0d3f998483b7f7b80308cf983ed6d45a16ba8a2728333c4e228011b2fc29359","official_split":"test","source_id":"carpet/test/color/007","width":1024}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.8547626120318026,"aniso_ratio":1.9820618721011019,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.4769897470083766,"sigma_major_px_native":6.953979494016753,"sigma_minor_px_at_512":1.7542286625606514,"sigma_minor_px_native":3.5084573251213027,"sigma_px_at_512":3.4769897470083766,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2,"jpeg":2,"overexposure":3},"dominant_effect":"overexposure","exposure_ev":1.1482557047854003,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":58},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7496671952859835574,"profile":"D4","realization_id":0,"realization_seed":6024691879276699284,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/carpet/mvtec_ad__carpet__test__color__009.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::carpet/test/color/009","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"carpet","compat_id":"carpet/test/color/009","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"color","exact_duplicate_ids":[],"height":1024,"identity_group":"956d84f7ebcfc246a9130745c6c8fabac472025cb4802584ff24ee8c63f5b112","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/test/color/009.png","image_path":"carpet/test/color/009.png","image_sha256":"956d84f7ebcfc246a9130745c6c8fabac472025cb4802584ff24ee8c63f5b112","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/ground_truth/color/009_mask.png","mask_path":"carpet/ground_truth/color/009_mask.png","mask_sha256":"cba145b76498127d4ca1924e1292a3fbb6aca01d296e4c71764014eb7069adb4","official_split":"test","source_id":"carpet/test/color/009","width":1024}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":5.512013915866882,"radius_px_native":11.024027831733765,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":4},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":387380869256361933,"profile":"B3","realization_id":0,"realization_seed":6157332970350584729,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/carpet/mvtec_ad__carpet__test__cut__001.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::carpet/test/cut/001","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"carpet","compat_id":"carpet/test/cut/001","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"cut","exact_duplicate_ids":[],"height":1024,"identity_group":"ff79bdb335d9380ae6ca0e298cad2f2935d157e0ad32a665c16c0cf51703f116","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/test/cut/001.png","image_path":"carpet/test/cut/001.png","image_sha256":"ff79bdb335d9380ae6ca0e298cad2f2935d157e0ad32a665c16c0cf51703f116","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/ground_truth/cut/001_mask.png","mask_path":"carpet/ground_truth/cut/001_mask.png","mask_sha256":"56c8bdd0415a9bb3411f441ee6aa055f8129ec0e61e471205f3f5dc2fb37b7f9","official_split":"test","source_id":"carpet/test/cut/001","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.259449130755189,"sigma_minor_px_native":null,"sigma_px_at_512":2.1297245653775945,"sigma_px_native":4.259449130755189},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":1,"gaussian_noise":1,"isotropic_gaussian":1,"jpeg":1},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":71},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.037729526311678814,"sigma_x255":9.621029209478097},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8360848597041485909,"profile":"D6","realization_id":0,"realization_seed":8080848900895133783,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.3431494512889923},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/carpet/mvtec_ad__carpet__test__cut__005.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::carpet/test/cut/005","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"carpet","compat_id":"carpet/test/cut/005","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"cut","exact_duplicate_ids":[],"height":1024,"identity_group":"1ef0ba5bc5117dc62877636d9d694f04be77a9b9ecf8779f0c0368b492c94d4a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/test/cut/005.png","image_path":"carpet/test/cut/005.png","image_sha256":"1ef0ba5bc5117dc62877636d9d694f04be77a9b9ecf8779f0c0368b492c94d4a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/ground_truth/cut/005_mask.png","mask_path":"carpet/ground_truth/cut/005_mask.png","mask_sha256":"806c76bbaee87ed9f6d3f8948fa549bebf46350c47f23b8eb61946efa5e8f068","official_split":"test","source_id":"carpet/test/cut/005","width":1024}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":4.976049825382615,"radius_px_native":9.95209965076523,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5439142754857758361,"profile":"B3","realization_id":0,"realization_seed":4928111970014707932,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/carpet/mvtec_ad__carpet__test__cut__008.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::carpet/test/cut/008","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"carpet","compat_id":"carpet/test/cut/008","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"cut","exact_duplicate_ids":[],"height":1024,"identity_group":"f8097a80c1a15dd32d3b5b3cd8f6e9de0ddef6d05423ce07263c1b9e7f8d5f56","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/test/cut/008.png","image_path":"carpet/test/cut/008.png","image_sha256":"f8097a80c1a15dd32d3b5b3cd8f6e9de0ddef6d05423ce07263c1b9e7f8d5f56","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/ground_truth/cut/008_mask.png","mask_path":"carpet/ground_truth/cut/008_mask.png","mask_sha256":"9637a955716d3542cc1cc2d270fc28eef70cbecc9c21e8e8f35a04a5331b5a5e","official_split":"test","source_id":"carpet/test/cut/008","width":1024}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.644717181038201,"aniso_ratio":2.953354498699999,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.791258447178198,"sigma_major_px_native":5.582516894356396,"sigma_minor_px_at_512":0.9451145971155335,"sigma_minor_px_native":1.890229194231067,"sigma_px_at_512":2.791258447178198,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":1,"downsample_restore":1,"gaussian_noise":1,"jpeg":2},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":60},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03342896779865332,"sigma_x255":8.524386788656598},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5434716821680656026,"profile":"D6","realization_id":0,"realization_seed":5013046550670797407,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.2609473306414056},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/carpet/mvtec_ad__carpet__test__cut__011.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::carpet/test/cut/011","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"carpet","compat_id":"carpet/test/cut/011","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"cut","exact_duplicate_ids":[],"height":1024,"identity_group":"a829e220893cabc4553c5ffe5303501a15d1876dc9d1e149c8d2b732c4307108","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/test/cut/011.png","image_path":"carpet/test/cut/011.png","image_sha256":"a829e220893cabc4553c5ffe5303501a15d1876dc9d1e149c8d2b732c4307108","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/ground_truth/cut/011_mask.png","mask_path":"carpet/ground_truth/cut/011_mask.png","mask_sha256":"2184cb4e118997c0efcdf3481917491dd2e5d1121a3e004dc0509467b3befa2f","official_split":"test","source_id":"carpet/test/cut/011","width":1024}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.539787664637543,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":881480028973280703,"profile":"C2","realization_id":0,"realization_seed":230154555364752824,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/carpet/mvtec_ad__carpet__test__good__000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::carpet/test/good/000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"carpet","compat_id":"carpet/test/good/000","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"22c6a63be1eec01601689abb9e794b69ee0aefc1addd9233c63b7e02c70dc0b5","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/test/good/000.png","image_path":"carpet/test/good/000.png","image_sha256":"22c6a63be1eec01601689abb9e794b69ee0aefc1addd9233c63b7e02c70dc0b5","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"carpet/test/good/000","width":1024}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":1.083154517463013,"aniso_ratio":1.6571886455588116,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.242712900250718,"sigma_major_px_native":8.485425800501435,"sigma_minor_px_at_512":2.56018704425775,"sigma_minor_px_native":5.1203740885155,"sigma_px_at_512":4.242712900250718,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1095044296420844588,"profile":"B2","realization_id":0,"realization_seed":5840079272120468296,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/carpet/mvtec_ad__carpet__test__good__005.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::carpet/test/good/005","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"carpet","compat_id":"carpet/test/good/005","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"1affd101ed59c87279548b4cfa97d5c926093e230b7e0c0168fb25eb1c0f4ba5","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/test/good/005.png","image_path":"carpet/test/good/005.png","image_sha256":"1affd101ed59c87279548b4cfa97d5c926093e230b7e0c0168fb25eb1c0f4ba5","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"carpet/test/good/005","width":1024}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.190610669528034,"sigma_minor_px_native":null,"sigma_px_at_512":3.095305334764017,"sigma_px_native":6.190610669528034},"blur_kind":null,"component_tiers":{"isotropic_gaussian":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2196332787264534305,"profile":"B1","realization_id":0,"realization_seed":7647473236275989987,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/carpet/mvtec_ad__carpet__test__good__011.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::carpet/test/good/011","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"carpet","compat_id":"carpet/test/good/011","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"2dea27682886b3b68875fcfb086098534f7f51b72bb90aa566dee0103614c218","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/test/good/011.png","image_path":"carpet/test/good/011.png","image_sha256":"2dea27682886b3b68875fcfb086098534f7f51b72bb90aa566dee0103614c218","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"carpet/test/good/011","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.850281890078606,"sigma_minor_px_native":null,"sigma_px_at_512":2.925140945039303,"sigma_px_native":5.850281890078606},"blur_kind":null,"component_tiers":{"downsample_restore":4,"isotropic_gaussian":3,"jpeg":3},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":57},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3826410972732153053,"profile":"D3","realization_id":0,"realization_seed":4892573799105254172,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":true,"factor":2.351957701802295},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/carpet/mvtec_ad__carpet__test__good__016.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::carpet/test/good/016","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"carpet","compat_id":"carpet/test/good/016","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"2ea65ab222f2c2fbbe381a4b354907a0d43d356368730cbf3766b21f885774e8","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/test/good/016.png","image_path":"carpet/test/good/016.png","image_sha256":"2ea65ab222f2c2fbbe381a4b354907a0d43d356368730cbf3766b21f885774e8","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"carpet/test/good/016","width":1024}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":2.294795766167219,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":13.550819848429198,"length_px_native":27.101639696858395,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05602476006817821,"sigma_x255":14.286313817385444},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1936586147516219348,"profile":"D1","realization_id":0,"realization_seed":1649744906469372297,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/carpet/mvtec_ad__carpet__test__good__018.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::carpet/test/good/018","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"carpet","compat_id":"carpet/test/good/018","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"a599c36ab888bc98eae60e6a9b870ae1f686f335f15413eaf29e1a968fc4d83a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/test/good/018.png","image_path":"carpet/test/good/018.png","image_sha256":"a599c36ab888bc98eae60e6a9b870ae1f686f335f15413eaf29e1a968fc4d83a","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"carpet/test/good/018","width":1024}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":1.3056581634838733,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":17.436172249519434,"length_px_native":34.87234449903887,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"linear_motion":4},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07553054187977548,"sigma_x255":19.260288179342748},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":432054816025221114,"profile":"D1","realization_id":0,"realization_seed":2101164398857704249,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/carpet/mvtec_ad__carpet__test__good__021.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::carpet/test/good/021","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"carpet","compat_id":"carpet/test/good/021","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"5db1d42adf0266a33c5060dba434925731c5231122dd8ad029d448d566544a93","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/test/good/021.png","image_path":"carpet/test/good/021.png","image_sha256":"5db1d42adf0266a33c5060dba434925731c5231122dd8ad029d448d566544a93","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"carpet/test/good/021","width":1024}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":0.12727056369062845,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":8.219177877768951,"length_px_native":16.438355755537902,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":1},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6544407076958601092,"profile":"B4","realization_id":0,"realization_seed":3525964090478145781,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/carpet/mvtec_ad__carpet__test__hole__000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::carpet/test/hole/000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"carpet","compat_id":"carpet/test/hole/000","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"hole","exact_duplicate_ids":[],"height":1024,"identity_group":"d2740db7d12ef923a5db4ef4c5a49a4bdb7b7d4af9f4024680988bf1cc88a6da","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/test/hole/000.png","image_path":"carpet/test/hole/000.png","image_sha256":"d2740db7d12ef923a5db4ef4c5a49a4bdb7b7d4af9f4024680988bf1cc88a6da","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/ground_truth/hole/000_mask.png","mask_path":"carpet/ground_truth/hole/000_mask.png","mask_sha256":"5cc6e80c2305e2291380e2e91857f4c356fcd0dc438d8d600812cf22b0a605b5","official_split":"test","source_id":"carpet/test/hole/000","width":1024}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":0.43590988588418267,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":11.84558014245929,"length_px_native":23.69116028491858,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1,"linear_motion":2},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03782396531617847,"sigma_x255":9.64511115562551},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6336233694629282922,"profile":"D1","realization_id":0,"realization_seed":2475375488215842032,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/carpet/mvtec_ad__carpet__test__hole__007.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::carpet/test/hole/007","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"carpet","compat_id":"carpet/test/hole/007","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"hole","exact_duplicate_ids":[],"height":1024,"identity_group":"2890a75e9457516d88f820c8931c13ccd36b10890352f8eaf8858b0898e2976a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/test/hole/007.png","image_path":"carpet/test/hole/007.png","image_sha256":"2890a75e9457516d88f820c8931c13ccd36b10890352f8eaf8858b0898e2976a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/ground_truth/hole/007_mask.png","mask_path":"carpet/ground_truth/hole/007_mask.png","mask_sha256":"290975c8c865f7c3d6b8344732d56aab0779e5f2b16b58dff0cfc825f6cc31f6","official_split":"test","source_id":"carpet/test/hole/007","width":1024}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":7.47044817038458,"sigma_minor_px_native":null,"sigma_px_at_512":3.73522408519229,"sigma_px_native":7.47044817038458},"blur_kind":null,"component_tiers":{"isotropic_gaussian":4},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":898100561020251861,"profile":"B1","realization_id":0,"realization_seed":6745244988858682013,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/carpet/mvtec_ad__carpet__test__hole__009.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::carpet/test/hole/009","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"carpet","compat_id":"carpet/test/hole/009","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"hole","exact_duplicate_ids":[],"height":1024,"identity_group":"685fbfceed87515909665a0f07c94e8920decc1a10c93b9116e1a0862b0d7b20","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/test/hole/009.png","image_path":"carpet/test/hole/009.png","image_sha256":"685fbfceed87515909665a0f07c94e8920decc1a10c93b9116e1a0862b0d7b20","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/ground_truth/hole/009_mask.png","mask_path":"carpet/ground_truth/hole/009_mask.png","mask_sha256":"00b7f55e6af2f933c3cb849da02152c0d4cbf896e473357d9082a8d46c1c3324","official_split":"test","source_id":"carpet/test/hole/009","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.43865349776323,"sigma_minor_px_native":null,"sigma_px_at_512":2.219326748881615,"sigma_px_native":4.43865349776323},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":2,"gaussian_noise":3,"isotropic_gaussian":2,"jpeg":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":59},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07106116841781275,"sigma_x255":18.12059794654225},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6396228316521897110,"profile":"D6","realization_id":0,"realization_seed":3728667016812475366,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.5040009983698035},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/carpet/mvtec_ad__carpet__test__hole__012.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::carpet/test/hole/012","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"carpet","compat_id":"carpet/test/hole/012","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"hole","exact_duplicate_ids":[],"height":1024,"identity_group":"939d44a6f3f8cefde9ae4ff7c271939d752a62cadab3e92aacc29d1fcf75bbb5","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/test/hole/012.png","image_path":"carpet/test/hole/012.png","image_sha256":"939d44a6f3f8cefde9ae4ff7c271939d752a62cadab3e92aacc29d1fcf75bbb5","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/ground_truth/hole/012_mask.png","mask_path":"carpet/ground_truth/hole/012_mask.png","mask_sha256":"77f69041f137307cfe40bf289857f80d1b8f724aec667478230a3b81e171a85c","official_split":"test","source_id":"carpet/test/hole/012","width":1024}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":2.3646739787598414,"aniso_ratio":2.2947609633218082,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.0997203986672064,"sigma_major_px_native":4.199440797334413,"sigma_minor_px_at_512":0.9150061519382531,"sigma_minor_px_native":1.8300123038765062,"sigma_px_at_512":2.0997203986672064,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":1},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1398225873991983480,"profile":"B2","realization_id":0,"realization_seed":999256660590114359,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/carpet/mvtec_ad__carpet__test__metal_contamination__002.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::carpet/test/metal_contamination/002","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"carpet","compat_id":"carpet/test/metal_contamination/002","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"metal_contamination","exact_duplicate_ids":[],"height":1024,"identity_group":"fe0ade5cbb6b61cf36e75b3fed0cb14b303ddfec606779650ff750200066e9f8","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/test/metal_contamination/002.png","image_path":"carpet/test/metal_contamination/002.png","image_sha256":"fe0ade5cbb6b61cf36e75b3fed0cb14b303ddfec606779650ff750200066e9f8","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/ground_truth/metal_contamination/002_mask.png","mask_path":"carpet/ground_truth/metal_contamination/002_mask.png","mask_sha256":"4ef7176945519b8cb7c6f68e885135ae0acca7f4b0bbf82d0a48116c15205077","official_split":"test","source_id":"carpet/test/metal_contamination/002","width":1024}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.077637489534035,"aniso_ratio":2.4253782721478956,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.209148167645307,"sigma_major_px_native":6.418296335290614,"sigma_minor_px_at_512":1.323153672356152,"sigma_minor_px_native":2.646307344712304,"sigma_px_at_512":3.209148167645307,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2,"jpeg":1,"overexposure":1},"dominant_effect":"anisotropic_gaussian","exposure_ev":0.47494414279526437,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":80},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1526130424272509187,"profile":"D4","realization_id":0,"realization_seed":4732207353427295949,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/carpet/mvtec_ad__carpet__test__metal_contamination__014.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::carpet/test/metal_contamination/014","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"carpet","compat_id":"carpet/test/metal_contamination/014","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"metal_contamination","exact_duplicate_ids":[],"height":1024,"identity_group":"fc82b04090e1228db88bd91415c3e00086e1cfcaeb6ebe43848780135500f781","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/test/metal_contamination/014.png","image_path":"carpet/test/metal_contamination/014.png","image_sha256":"fc82b04090e1228db88bd91415c3e00086e1cfcaeb6ebe43848780135500f781","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/ground_truth/metal_contamination/014_mask.png","mask_path":"carpet/ground_truth/metal_contamination/014_mask.png","mask_sha256":"435c495d07315c31a87a2b7ff05f3867f3548e50d49eedf94335247894805df2","official_split":"test","source_id":"carpet/test/metal_contamination/014","width":1024}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":3.1419735084163,"radius_px_native":6.2839470168326,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2,"gaussian_noise":3,"underexposure":2},"dominant_effect":"gaussian_noise","exposure_ev":-1.0713558228207787,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06600154482299132,"sigma_x255":16.830393929862787},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":244945524361438324,"profile":"D2","realization_id":0,"realization_seed":1462502501812851048,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/carpet/mvtec_ad__carpet__test__metal_contamination__015.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::carpet/test/metal_contamination/015","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"carpet","compat_id":"carpet/test/metal_contamination/015","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"metal_contamination","exact_duplicate_ids":[],"height":1024,"identity_group":"32f0b312bcfa09a9b5c3e095631bc447359863f91e2b6446de85c23d7f89361c","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/test/metal_contamination/015.png","image_path":"carpet/test/metal_contamination/015.png","image_sha256":"32f0b312bcfa09a9b5c3e095631bc447359863f91e2b6446de85c23d7f89361c","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/ground_truth/metal_contamination/015_mask.png","mask_path":"carpet/ground_truth/metal_contamination/015_mask.png","mask_sha256":"56e5cdbb5115920506e3dd17c2c67f533a6b08a3a283e04084db5f55afd205b1","official_split":"test","source_id":"carpet/test/metal_contamination/015","width":1024}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":2},"dominant_effect":"underexposure","exposure_ev":-1.0467517515613376,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6525810415140769569,"profile":"C2","realization_id":0,"realization_seed":4573118243226325032,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/carpet/mvtec_ad__carpet__test__thread__008.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::carpet/test/thread/008","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"carpet","compat_id":"carpet/test/thread/008","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"thread","exact_duplicate_ids":[],"height":1024,"identity_group":"8d69258fb2396ec2b81d29131c19667812f749223d8db5afd1bdac1a2573fc4e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/test/thread/008.png","image_path":"carpet/test/thread/008.png","image_sha256":"8d69258fb2396ec2b81d29131c19667812f749223d8db5afd1bdac1a2573fc4e","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/ground_truth/thread/008_mask.png","mask_path":"carpet/ground_truth/thread/008_mask.png","mask_sha256":"cb5787c995a5db645b13a3a559f2c534d329585dc9ee0d083db817f9e1f716d5","official_split":"test","source_id":"carpet/test/thread/008","width":1024}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":1.0409006999905035,"aniso_ratio":2.859101345154623,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":5.072601659780235,"sigma_major_px_native":10.14520331956047,"sigma_minor_px_at_512":1.7741944224456665,"sigma_minor_px_native":3.548388844891333,"sigma_px_at_512":5.072601659780235,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":4},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":995561850784064766,"profile":"B2","realization_id":0,"realization_seed":1812860428103549248,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/carpet/mvtec_ad__carpet__test__thread__014.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::carpet/test/thread/014","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"carpet","compat_id":"carpet/test/thread/014","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"thread","exact_duplicate_ids":[],"height":1024,"identity_group":"284e964459db0f6591c630ed29bf8c780a79d450219adac8887aec33a7670bf6","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/test/thread/014.png","image_path":"carpet/test/thread/014.png","image_sha256":"284e964459db0f6591c630ed29bf8c780a79d450219adac8887aec33a7670bf6","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/ground_truth/thread/014_mask.png","mask_path":"carpet/ground_truth/thread/014_mask.png","mask_sha256":"32e661e333e8dd9053b11550f668be75b9232eebe08cde32b273aa951de07726","official_split":"test","source_id":"carpet/test/thread/014","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":3.56975738353534,"sigma_minor_px_native":null,"sigma_px_at_512":1.78487869176767,"sigma_px_native":3.56975738353534},"blur_kind":null,"component_tiers":{"downsample_restore":2,"isotropic_gaussian":1,"jpeg":1},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":72},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3868912550600683389,"profile":"D3","realization_id":0,"realization_seed":77309022353245264,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.6298110529069676},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/carpet/mvtec_ad__carpet__test__thread__015.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::carpet/test/thread/015","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"carpet","compat_id":"carpet/test/thread/015","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"thread","exact_duplicate_ids":[],"height":1024,"identity_group":"470f7260a5fcce2fa1b23c9c8c5d5d56f248587ebdfeb915c2316c704d7e3666","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/test/thread/015.png","image_path":"carpet/test/thread/015.png","image_sha256":"470f7260a5fcce2fa1b23c9c8c5d5d56f248587ebdfeb915c2316c704d7e3666","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/ground_truth/thread/015_mask.png","mask_path":"carpet/ground_truth/thread/015_mask.png","mask_sha256":"26113dd2f77262b69fcd2ff0fd26b3cfd7e0069bf884a64748c5307540d654e8","official_split":"test","source_id":"carpet/test/thread/015","width":1024}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.7928885433237003,"aniso_ratio":2.010915855451735,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.3430624985277553,"sigma_major_px_native":6.6861249970555106,"sigma_minor_px_at_512":1.6624576754240992,"sigma_minor_px_native":3.3249153508481983,"sigma_px_at_512":3.3430624985277553,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":2,"downsample_restore":2,"gaussian_noise":2,"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":50},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04716650429106339,"sigma_x255":12.027458594221164},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1930489136538382152,"profile":"D6","realization_id":0,"realization_seed":3543532534360601865,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.606294987294249},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/carpet/mvtec_ad__carpet__test__thread__017.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::carpet/test/thread/017","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"carpet","compat_id":"carpet/test/thread/017","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"thread","exact_duplicate_ids":[],"height":1024,"identity_group":"c858babe863ce5051ab51fb740b8f7d164027eb9ccd66d7d564f9993d08167b6","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/test/thread/017.png","image_path":"carpet/test/thread/017.png","image_sha256":"c858babe863ce5051ab51fb740b8f7d164027eb9ccd66d7d564f9993d08167b6","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/carpet/ground_truth/thread/017_mask.png","mask_path":"carpet/ground_truth/thread/017_mask.png","mask_sha256":"38ecffff7bbb93903432a315724945b3a1dc859d793f59164ab7efa04d9d7b97","official_split":"test","source_id":"carpet/test/thread/017","width":1024}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":2.580674633924911,"radius_px_native":5.161349267849822,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":1,"gaussian_noise":2,"underexposure":1},"dominant_effect":"gaussian_noise","exposure_ev":-0.6353670415766126,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05133949240855832,"sigma_x255":13.091570564182371},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7448854261137178155,"profile":"D2","realization_id":0,"realization_seed":2622538706445033858,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/grid/mvtec_ad__grid__test__bent__004.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::grid/test/bent/004","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"grid","compat_id":"grid/test/bent/004","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"bent","exact_duplicate_ids":[],"height":1024,"identity_group":"c7e3f97abbd3074e72710d9af879406531060547616f73b11502516d54ff5340","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/grid/test/bent/004.png","image_path":"grid/test/bent/004.png","image_sha256":"c7e3f97abbd3074e72710d9af879406531060547616f73b11502516d54ff5340","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/grid/ground_truth/bent/004_mask.png","mask_path":"grid/ground_truth/bent/004_mask.png","mask_sha256":"2a34548874b9231466b0bf667a3ce12e0ff9f2e71b220e1d33b3b880ffad5e91","official_split":"test","source_id":"grid/test/bent/004","width":1024}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.803945575400111,"sigma_minor_px_native":null,"sigma_px_at_512":2.4019727877000556,"sigma_px_native":4.803945575400111},"blur_kind":null,"component_tiers":{"isotropic_gaussian":2},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5324045950646963177,"profile":"B1","realization_id":0,"realization_seed":4942242094498786347,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/grid/mvtec_ad__grid__test__bent__005.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::grid/test/bent/005","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"grid","compat_id":"grid/test/bent/005","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"bent","exact_duplicate_ids":[],"height":1024,"identity_group":"ca61b5090b58bdd6ba2371a04e680349aa02cc4d62cb6224f5e1241e914b1bf9","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/grid/test/bent/005.png","image_path":"grid/test/bent/005.png","image_sha256":"ca61b5090b58bdd6ba2371a04e680349aa02cc4d62cb6224f5e1241e914b1bf9","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/grid/ground_truth/bent/005_mask.png","mask_path":"grid/ground_truth/bent/005_mask.png","mask_sha256":"35c3ebab4f26c237e77dc725598ff9a1da6952d0de1b35b78a300b3479ce5a5a","official_split":"test","source_id":"grid/test/bent/005","width":1024}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.1918232726357276,"aniso_ratio":2.31842316501337,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.544726993193909,"sigma_major_px_native":9.089453986387818,"sigma_minor_px_at_512":1.9602663835390464,"sigma_minor_px_native":3.9205327670780927,"sigma_px_at_512":4.544726993193909,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3,"jpeg":4,"overexposure":3},"dominant_effect":"jpeg","exposure_ev":1.1795752775377033,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":37},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":279172102219551275,"profile":"D4","realization_id":0,"realization_seed":6791311799099270891,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/grid/mvtec_ad__grid__test__bent__011.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::grid/test/bent/011","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"grid","compat_id":"grid/test/bent/011","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"bent","exact_duplicate_ids":[],"height":1024,"identity_group":"5849fb4e6d5c5aa2c7e3e83242ecb52d1ddf498a0caa7d139f7d63e6abd6b743","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/grid/test/bent/011.png","image_path":"grid/test/bent/011.png","image_sha256":"5849fb4e6d5c5aa2c7e3e83242ecb52d1ddf498a0caa7d139f7d63e6abd6b743","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/grid/ground_truth/bent/011_mask.png","mask_path":"grid/ground_truth/bent/011_mask.png","mask_sha256":"dd096f6675d5fee9829e7d3eaa72d874cbe7d97467e4fff7aa051c46adcf318e","official_split":"test","source_id":"grid/test/bent/011","width":1024}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.55392565599641,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":11.94074063814108,"length_px_native":23.88148127628216,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"jpeg":2,"linear_motion":2,"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.4712285618250882,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":63},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05070072607936854,"sigma_x255":12.928685150238978},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6112633866121485162,"profile":"D5","realization_id":0,"realization_seed":9073684746323385950,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/grid/mvtec_ad__grid__test__broken__000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::grid/test/broken/000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"grid","compat_id":"grid/test/broken/000","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"broken","exact_duplicate_ids":[],"height":1024,"identity_group":"9f0f649d7120425428025badaa7373f46bd33e3d79f3138dfc23183bc54da4cd","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/grid/test/broken/000.png","image_path":"grid/test/broken/000.png","image_sha256":"9f0f649d7120425428025badaa7373f46bd33e3d79f3138dfc23183bc54da4cd","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/grid/ground_truth/broken/000_mask.png","mask_path":"grid/ground_truth/broken/000_mask.png","mask_sha256":"1510dadfdcab0cfad7da9555676d94030deb051f4ad80bd418882562d0abcf94","official_split":"test","source_id":"grid/test/broken/000","width":1024}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.117665212936929,"aniso_ratio":2.023096614203239,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.304616400425813,"sigma_major_px_native":8.609232800851625,"sigma_minor_px_at_512":2.1277364462997284,"sigma_minor_px_native":4.255472892599457,"sigma_px_at_512":4.304616400425813,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3,"jpeg":2,"overexposure":2},"dominant_effect":"anisotropic_gaussian","exposure_ev":0.7329772212437952,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":66},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5819543104700518652,"profile":"D4","realization_id":0,"realization_seed":7631557622292425446,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/grid/mvtec_ad__grid__test__broken__006.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::grid/test/broken/006","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"grid","compat_id":"grid/test/broken/006","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"broken","exact_duplicate_ids":[],"height":1024,"identity_group":"2756ca2a7694b032afa9ed1d2c195087226802a0f19961fb32b9c2ab0a062065","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/grid/test/broken/006.png","image_path":"grid/test/broken/006.png","image_sha256":"2756ca2a7694b032afa9ed1d2c195087226802a0f19961fb32b9c2ab0a062065","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/grid/ground_truth/broken/006_mask.png","mask_path":"grid/ground_truth/broken/006_mask.png","mask_sha256":"6db2dde03da752de9720419a24cff44a7ae8c9d054d6dbb3e50128ec9a4880d6","official_split":"test","source_id":"grid/test/broken/006","width":1024}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":3.420440395331192,"radius_px_native":6.840880790662384,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2,"gaussian_noise":3,"underexposure":2},"dominant_effect":"gaussian_noise","exposure_ev":-0.9275409434342922,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08516810362440973,"sigma_x255":21.717866424224482},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5789349821274904790,"profile":"D2","realization_id":0,"realization_seed":6871258385739389050,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/grid/mvtec_ad__grid__test__glue__004.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::grid/test/glue/004","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"grid","compat_id":"grid/test/glue/004","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"glue","exact_duplicate_ids":[],"height":1024,"identity_group":"7c3c48f0d333811a854fa951e3d9f7eafa90bf2bac6e203f84a2c134ef3a8a7c","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/grid/test/glue/004.png","image_path":"grid/test/glue/004.png","image_sha256":"7c3c48f0d333811a854fa951e3d9f7eafa90bf2bac6e203f84a2c134ef3a8a7c","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/grid/ground_truth/glue/004_mask.png","mask_path":"grid/ground_truth/glue/004_mask.png","mask_sha256":"c44737515686bf3d68198455707af7712af1fd1765c2c93a7ff7c75a6d88990c","official_split":"test","source_id":"grid/test/glue/004","width":1024}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":0.3663437178514879,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":18.432951944144857,"length_px_native":36.865903888289715,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":4},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7466049628093186523,"profile":"B4","realization_id":0,"realization_seed":8501816909063173630,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/grid/mvtec_ad__grid__test__glue__010.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::grid/test/glue/010","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"grid","compat_id":"grid/test/glue/010","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"glue","exact_duplicate_ids":[],"height":1024,"identity_group":"a025a9fe0346440ef509e7d3eedd6e2c8e8a1556e088b1be038762b02b0539ef","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/grid/test/glue/010.png","image_path":"grid/test/glue/010.png","image_sha256":"a025a9fe0346440ef509e7d3eedd6e2c8e8a1556e088b1be038762b02b0539ef","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/grid/ground_truth/glue/010_mask.png","mask_path":"grid/ground_truth/glue/010_mask.png","mask_sha256":"8c6ecc771ad3ef42c42eb2cee425687ce2b249deff39a356fa8ee2e9bfb8dec0","official_split":"test","source_id":"grid/test/glue/010","width":1024}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":2},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":64},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":431459208505897948,"profile":"C4","realization_id":0,"realization_seed":4717685726465920800,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/grid/mvtec_ad__grid__test__good__002.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::grid/test/good/002","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"grid","compat_id":"grid/test/good/002","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"c82787d6c5eae2eb7178ab40d4256de834d9eebd16125aac927c4d49d466fc60","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/grid/test/good/002.png","image_path":"grid/test/good/002.png","image_sha256":"c82787d6c5eae2eb7178ab40d4256de834d9eebd16125aac927c4d49d466fc60","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"grid/test/good/002","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":8.00800773221477,"sigma_minor_px_native":null,"sigma_px_at_512":4.004003866107385,"sigma_px_native":8.00800773221477},"blur_kind":null,"component_tiers":{"downsample_restore":3,"isotropic_gaussian":4,"jpeg":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":52},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6243421623865461032,"profile":"D3","realization_id":0,"realization_seed":7676513469753891883,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":true,"factor":2.0447516750826398},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/grid/mvtec_ad__grid__test__good__008.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::grid/test/good/008","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"grid","compat_id":"grid/test/good/008","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"ad894956b58c8e314c6a499034656fe8cf47595124106402f0b28ff6615d6e51","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/grid/test/good/008.png","image_path":"grid/test/good/008.png","image_sha256":"ad894956b58c8e314c6a499034656fe8cf47595124106402f0b28ff6615d6e51","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"grid/test/good/008","width":1024}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":2.7196633255438623,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":15.61240517380125,"length_px_native":31.2248103476025,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":4,"linear_motion":3},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.09248768553044591,"sigma_x255":23.584359810263706},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7443436227816401798,"profile":"D1","realization_id":0,"realization_seed":2469857684194786805,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/grid/mvtec_ad__grid__test__good__010.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::grid/test/good/010","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"grid","compat_id":"grid/test/good/010","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"ba38f479bf47c5194d72d146077147749b2ce84323bfa259d05a045d888cc451","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/grid/test/good/010.png","image_path":"grid/test/good/010.png","image_sha256":"ba38f479bf47c5194d72d146077147749b2ce84323bfa259d05a045d888cc451","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"grid/test/good/010","width":1024}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.5902980501581528,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":16.87373111056747,"length_px_native":33.74746222113494,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"jpeg":3,"linear_motion":3,"underexposure":4},"dominant_effect":"underexposure","exposure_ev":-1.9354108374262227,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":51},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07490901342324184,"sigma_x255":19.10179842292667},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":9066274463470347333,"profile":"D5","realization_id":0,"realization_seed":2554393126149601693,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/grid/mvtec_ad__grid__test__good__018.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::grid/test/good/018","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"grid","compat_id":"grid/test/good/018","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"4435fb5b88868adb2236571bdb06c3a1c61be28894bf912994f5e1a31d113c06","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/grid/test/good/018.png","image_path":"grid/test/good/018.png","image_sha256":"4435fb5b88868adb2236571bdb06c3a1c61be28894bf912994f5e1a31d113c06","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"grid/test/good/018","width":1024}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.751077692453549,"sigma_minor_px_native":null,"sigma_px_at_512":2.8755388462267746,"sigma_px_native":5.751077692453549},"blur_kind":null,"component_tiers":{"isotropic_gaussian":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":9019772512211678705,"profile":"B1","realization_id":0,"realization_seed":3286953623706558407,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/grid/mvtec_ad__grid__test__thread__005.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::grid/test/thread/005","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"grid","compat_id":"grid/test/thread/005","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"thread","exact_duplicate_ids":[],"height":1024,"identity_group":"028e86fee40df34fac0d6fb523b580e47f85f8e46ade06a0e8aaa28209d15d4d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/grid/test/thread/005.png","image_path":"grid/test/thread/005.png","image_sha256":"028e86fee40df34fac0d6fb523b580e47f85f8e46ade06a0e8aaa28209d15d4d","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/grid/ground_truth/thread/005_mask.png","mask_path":"grid/ground_truth/thread/005_mask.png","mask_sha256":"f8ef727d4a9ae90ef7f74fd3d7cf17a82278f0fd51f76198263ff6042917c0b1","official_split":"test","source_id":"grid/test/thread/005","width":1024}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.4264342863220687,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":10.800487456463145,"length_px_native":21.60097491292629,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"jpeg":2,"linear_motion":2,"underexposure":2},"dominant_effect":"gaussian_noise","exposure_ev":-1.132602022446164,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":62},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08421636752967909,"sigma_x255":21.47517372006817},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2239497374312436806,"profile":"D5","realization_id":0,"realization_seed":5858668532077826487,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/grid/mvtec_ad__grid__test__thread__007.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::grid/test/thread/007","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"grid","compat_id":"grid/test/thread/007","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"thread","exact_duplicate_ids":[],"height":1024,"identity_group":"7f6f9f6158a99c1b2484dac1d97aeaa5c68adbddc97fe99ce738bf69ecdf804a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/grid/test/thread/007.png","image_path":"grid/test/thread/007.png","image_sha256":"7f6f9f6158a99c1b2484dac1d97aeaa5c68adbddc97fe99ce738bf69ecdf804a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/grid/ground_truth/thread/007_mask.png","mask_path":"grid/ground_truth/thread/007_mask.png","mask_sha256":"bbceae62e9e403d1accbae92caf866aacbf79ccac8f83040ec83283e96f500a8","official_split":"test","source_id":"grid/test/thread/007","width":1024}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":1.3503968079721773,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":16.9276759695722,"length_px_native":33.8553519391444,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06236653233747513,"sigma_x255":15.903465746056158},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3015017574467011778,"profile":"D1","realization_id":0,"realization_seed":5726282003631709528,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/grid/mvtec_ad__grid__test__thread__008.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::grid/test/thread/008","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"grid","compat_id":"grid/test/thread/008","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"thread","exact_duplicate_ids":[],"height":1024,"identity_group":"367cfc2b7f207af353ebfb2ae51e325f8b3a2f9a4ca757d338dcb0f52033a833","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/grid/test/thread/008.png","image_path":"grid/test/thread/008.png","image_sha256":"367cfc2b7f207af353ebfb2ae51e325f8b3a2f9a4ca757d338dcb0f52033a833","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/grid/ground_truth/thread/008_mask.png","mask_path":"grid/ground_truth/thread/008_mask.png","mask_sha256":"7ba0cf0ba48a88b1d3fe61da5a3b388e33f9a3de02fd4b8262d0d2d0912c243a","official_split":"test","source_id":"grid/test/thread/008","width":1024}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":6.382628423772903,"radius_px_native":12.765256847545807,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":4},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":758860020670927807,"profile":"B3","realization_id":0,"realization_seed":2054463995672575224,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/grid/mvtec_ad__grid__test__thread__009.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::grid/test/thread/009","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"grid","compat_id":"grid/test/thread/009","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"thread","exact_duplicate_ids":[],"height":1024,"identity_group":"506fc26245585cb20f37e37921d2445f1f88df89b1b74d4b0259d5e7ce0ecb04","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/grid/test/thread/009.png","image_path":"grid/test/thread/009.png","image_sha256":"506fc26245585cb20f37e37921d2445f1f88df89b1b74d4b0259d5e7ce0ecb04","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/grid/ground_truth/thread/009_mask.png","mask_path":"grid/ground_truth/thread/009_mask.png","mask_sha256":"20dd95af16cb4c35b1eb5563d36626290bffade42f53c9321aa6703690d7c320","official_split":"test","source_id":"grid/test/thread/009","width":1024}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06021989381901908,"sigma_x255":15.356072923849865},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6745159420539281373,"profile":"C1","realization_id":0,"realization_seed":784392808774386375,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/hazelnut/mvtec_ad__hazelnut__test__crack__003.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::hazelnut/test/crack/003","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"hazelnut","compat_id":"hazelnut/test/crack/003","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"crack","exact_duplicate_ids":[],"height":1024,"identity_group":"f7b977c75b14eb2346a8959a40e544cb06540a046a17753ed94cec36cd38b4b0","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/test/crack/003.png","image_path":"hazelnut/test/crack/003.png","image_sha256":"f7b977c75b14eb2346a8959a40e544cb06540a046a17753ed94cec36cd38b4b0","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/ground_truth/crack/003_mask.png","mask_path":"hazelnut/ground_truth/crack/003_mask.png","mask_sha256":"bc4db713ee7d4118d741435e39145d84ef58f30ad628be639014e212d4f2eade","official_split":"test","source_id":"hazelnut/test/crack/003","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.054207315390674,"sigma_minor_px_native":null,"sigma_px_at_512":2.027103657695337,"sigma_px_native":4.054207315390674},"blur_kind":null,"component_tiers":{"downsample_restore":1,"isotropic_gaussian":1,"jpeg":1},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":79},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4632315101596144379,"profile":"D3","realization_id":0,"realization_seed":3164521990931550018,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.365020859471043},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/hazelnut/mvtec_ad__hazelnut__test__crack__005.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::hazelnut/test/crack/005","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"hazelnut","compat_id":"hazelnut/test/crack/005","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"crack","exact_duplicate_ids":[],"height":1024,"identity_group":"3c262e7cbb0b1b81b6459d952353764f76b86e05119f3861c0076fac8f6a158b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/test/crack/005.png","image_path":"hazelnut/test/crack/005.png","image_sha256":"3c262e7cbb0b1b81b6459d952353764f76b86e05119f3861c0076fac8f6a158b","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/ground_truth/crack/005_mask.png","mask_path":"hazelnut/ground_truth/crack/005_mask.png","mask_sha256":"3b6e823b437465968df406b3c859eea542cc79303dd4b83aa8d1e6bf0b4d7a1a","official_split":"test","source_id":"hazelnut/test/crack/005","width":1024}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":2.3730912383249834,"radius_px_native":4.746182476649967,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":1,"gaussian_noise":1,"underexposure":1},"dominant_effect":"gaussian_noise","exposure_ev":-0.6680665357020956,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.046139197061971206,"sigma_x255":11.765495250802658},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7655706802209164988,"profile":"D2","realization_id":0,"realization_seed":5252440626770733061,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/hazelnut/mvtec_ad__hazelnut__test__crack__010.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::hazelnut/test/crack/010","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"hazelnut","compat_id":"hazelnut/test/crack/010","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"crack","exact_duplicate_ids":[],"height":1024,"identity_group":"39cadf02608a7a36041a2326c2a2c09dca5b0ccb44a7570bc71b70dee5bfdada","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/test/crack/010.png","image_path":"hazelnut/test/crack/010.png","image_sha256":"39cadf02608a7a36041a2326c2a2c09dca5b0ccb44a7570bc71b70dee5bfdada","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/ground_truth/crack/010_mask.png","mask_path":"hazelnut/ground_truth/crack/010_mask.png","mask_sha256":"b3f5034afe3b2cd311582a2381a180e178e4c45f6f3637805ec284e0df8cb7b4","official_split":"test","source_id":"hazelnut/test/crack/010","width":1024}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.5440777098253478,"aniso_ratio":2.103122794801798,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.459051882145167,"sigma_major_px_native":4.918103764290334,"sigma_minor_px_at_512":1.1692383764861967,"sigma_minor_px_native":2.3384767529723933,"sigma_px_at_512":2.459051882145167,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":1,"jpeg":1,"overexposure":2},"dominant_effect":"overexposure","exposure_ev":0.785983833001308,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":74},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2111107577771285707,"profile":"D4","realization_id":0,"realization_seed":1186132735905703713,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/hazelnut/mvtec_ad__hazelnut__test__crack__013.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::hazelnut/test/crack/013","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"hazelnut","compat_id":"hazelnut/test/crack/013","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"crack","exact_duplicate_ids":[],"height":1024,"identity_group":"b65ef8c7eb689a6ee1b5dd1453b596369f46e78707d2de5dacc2f5a606ee8da4","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/test/crack/013.png","image_path":"hazelnut/test/crack/013.png","image_sha256":"b65ef8c7eb689a6ee1b5dd1453b596369f46e78707d2de5dacc2f5a606ee8da4","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/ground_truth/crack/013_mask.png","mask_path":"hazelnut/ground_truth/crack/013_mask.png","mask_sha256":"216a0fe1192c702c5f1839d4572b2b32d1f3c01599d0d34cfcab1ded0462be76","official_split":"test","source_id":"hazelnut/test/crack/013","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.318786928334342,"sigma_minor_px_native":null,"sigma_px_at_512":2.659393464167171,"sigma_px_native":5.318786928334342},"blur_kind":null,"component_tiers":{"downsample_restore":3,"isotropic_gaussian":2,"jpeg":2},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":63},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1211217667829166680,"profile":"D3","realization_id":0,"realization_seed":8322524544577805344,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.7742691188255137},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/hazelnut/mvtec_ad__hazelnut__test__crack__016.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::hazelnut/test/crack/016","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"hazelnut","compat_id":"hazelnut/test/crack/016","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"crack","exact_duplicate_ids":[],"height":1024,"identity_group":"b6b1b6800ed113d8f90ce11156b7c68e1cfef28ad056c7987507bf1575510ef6","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/test/crack/016.png","image_path":"hazelnut/test/crack/016.png","image_sha256":"b6b1b6800ed113d8f90ce11156b7c68e1cfef28ad056c7987507bf1575510ef6","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/ground_truth/crack/016_mask.png","mask_path":"hazelnut/ground_truth/crack/016_mask.png","mask_sha256":"06773f5a5c65c3b2595616ea429c5b97e1e15222aaafd5913907acc48b601464","official_split":"test","source_id":"hazelnut/test/crack/016","width":1024}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":6.078302815326208,"radius_px_native":12.156605630652416,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":4},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3491072299136309305,"profile":"B3","realization_id":0,"realization_seed":4367584455643651989,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/hazelnut/mvtec_ad__hazelnut__test__cut__008.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::hazelnut/test/cut/008","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"hazelnut","compat_id":"hazelnut/test/cut/008","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"cut","exact_duplicate_ids":[],"height":1024,"identity_group":"0b4b2d8aabff2f4c1f86b23eba0e05b9b1170028ffdb02658348529c9a37bff0","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/test/cut/008.png","image_path":"hazelnut/test/cut/008.png","image_sha256":"0b4b2d8aabff2f4c1f86b23eba0e05b9b1170028ffdb02658348529c9a37bff0","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/ground_truth/cut/008_mask.png","mask_path":"hazelnut/ground_truth/cut/008_mask.png","mask_sha256":"b5de89b9779662889e15e956ffa8f0752979d40a702b8b829a6910af421e1a77","official_split":"test","source_id":"hazelnut/test/cut/008","width":1024}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":0.7927471623853491,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":11.997697977354695,"length_px_native":23.99539595470939,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"linear_motion":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06377190661347742,"sigma_x255":16.261836186436742},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1415132770891023248,"profile":"D1","realization_id":0,"realization_seed":3628082112867231581,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/hazelnut/mvtec_ad__hazelnut__test__cut__010.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::hazelnut/test/cut/010","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"hazelnut","compat_id":"hazelnut/test/cut/010","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"cut","exact_duplicate_ids":[],"height":1024,"identity_group":"545d0da1696010ed9356f530f329788d198ba9c5abc9f0bd0421e5eceef51d63","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/test/cut/010.png","image_path":"hazelnut/test/cut/010.png","image_sha256":"545d0da1696010ed9356f530f329788d198ba9c5abc9f0bd0421e5eceef51d63","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/ground_truth/cut/010_mask.png","mask_path":"hazelnut/ground_truth/cut/010_mask.png","mask_sha256":"ccc3721c61c995af0cb9b577c4753137a814bcc20fd163efedf06783edfb5676","official_split":"test","source_id":"hazelnut/test/cut/010","width":1024}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":55},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1963494736204619370,"profile":"C4","realization_id":0,"realization_seed":2686301059711548183,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/hazelnut/mvtec_ad__hazelnut__test__cut__014.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::hazelnut/test/cut/014","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"hazelnut","compat_id":"hazelnut/test/cut/014","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"cut","exact_duplicate_ids":[],"height":1024,"identity_group":"746d815ce8bf70929be5817db9676f1d5f0f060d19aedef85982a04ffb593be5","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/test/cut/014.png","image_path":"hazelnut/test/cut/014.png","image_sha256":"746d815ce8bf70929be5817db9676f1d5f0f060d19aedef85982a04ffb593be5","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/ground_truth/cut/014_mask.png","mask_path":"hazelnut/ground_truth/cut/014_mask.png","mask_sha256":"8da00e97e2509279744e15dd794972e49687f43a2966a5e546114f7773b0c5cb","official_split":"test","source_id":"hazelnut/test/cut/014","width":1024}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":0.6290875132384071,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":14.872678586010316,"length_px_native":29.745357172020633,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4264745429835763131,"profile":"B4","realization_id":0,"realization_seed":1612075843500711950,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/hazelnut/mvtec_ad__hazelnut__test__cut__015.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::hazelnut/test/cut/015","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"hazelnut","compat_id":"hazelnut/test/cut/015","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"cut","exact_duplicate_ids":[],"height":1024,"identity_group":"c5de29e7ab272d7b653df85cbb139574243837e7a8665cb00fc97503cb1dff23","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/test/cut/015.png","image_path":"hazelnut/test/cut/015.png","image_sha256":"c5de29e7ab272d7b653df85cbb139574243837e7a8665cb00fc97503cb1dff23","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/ground_truth/cut/015_mask.png","mask_path":"hazelnut/ground_truth/cut/015_mask.png","mask_sha256":"f7eed21322c53c98efff1f68cac15b4d34521e0500595608beb3f3ac3e8469ce","official_split":"test","source_id":"hazelnut/test/cut/015","width":1024}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.2737756092945536,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8223087235998711590,"profile":"C2","realization_id":0,"realization_seed":2697066929807792111,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/hazelnut/mvtec_ad__hazelnut__test__good__004.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::hazelnut/test/good/004","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"hazelnut","compat_id":"hazelnut/test/good/004","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"16df20526a2715f8690001f9ef5eb1f615721260a08feadfc1d3bfde42d60e0b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/test/good/004.png","image_path":"hazelnut/test/good/004.png","image_sha256":"16df20526a2715f8690001f9ef5eb1f615721260a08feadfc1d3bfde42d60e0b","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"hazelnut/test/good/004","width":1024}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":0.6551516386576709,"aniso_ratio":2.3839454301508205,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":5.265379414570563,"sigma_major_px_native":10.530758829141126,"sigma_minor_px_at_512":2.208682861602855,"sigma_minor_px_native":4.41736572320571,"sigma_px_at_512":5.265379414570563,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":4},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2465854652998052126,"profile":"B2","realization_id":0,"realization_seed":4804944131226619516,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/hazelnut/mvtec_ad__hazelnut__test__good__016.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::hazelnut/test/good/016","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"hazelnut","compat_id":"hazelnut/test/good/016","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"75d4e637105b57120d4da9e6c990f36c69795a6ca2b55f45b14492b804f871c5","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/test/good/016.png","image_path":"hazelnut/test/good/016.png","image_sha256":"75d4e637105b57120d4da9e6c990f36c69795a6ca2b55f45b14492b804f871c5","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"hazelnut/test/good/016","width":1024}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":0.6746426406838841,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":12.985293761373358,"length_px_native":25.970587522746715,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1,"linear_motion":2},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.0363416059186747,"sigma_x255":9.267109509262047},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1988683847057850885,"profile":"D1","realization_id":0,"realization_seed":6560437328196618142,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/hazelnut/mvtec_ad__hazelnut__test__good__021.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::hazelnut/test/good/021","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"hazelnut","compat_id":"hazelnut/test/good/021","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"360292b312083afae646bfd5b90d529467716a79b2c498867bd61736a84bacd7","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/test/good/021.png","image_path":"hazelnut/test/good/021.png","image_sha256":"360292b312083afae646bfd5b90d529467716a79b2c498867bd61736a84bacd7","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"hazelnut/test/good/021","width":1024}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05012089268006606,"sigma_x255":12.780827633416845},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":503965202323591593,"profile":"C1","realization_id":0,"realization_seed":8727681020304855818,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/hazelnut/mvtec_ad__hazelnut__test__good__030.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::hazelnut/test/good/030","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"hazelnut","compat_id":"hazelnut/test/good/030","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"40f7699e11204a0574ff9ab8a89865e25688012efd0132316a8e1266e293eeca","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/test/good/030.png","image_path":"hazelnut/test/good/030.png","image_sha256":"40f7699e11204a0574ff9ab8a89865e25688012efd0132316a8e1266e293eeca","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"hazelnut/test/good/030","width":1024}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":4.302802582664344,"radius_px_native":8.605605165328688,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3,"gaussian_noise":4,"underexposure":3},"dominant_effect":"gaussian_noise","exposure_ev":-1.1645623158355376,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08694692590493153,"sigma_x255":22.17146610575754},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":277519677271509453,"profile":"D2","realization_id":0,"realization_seed":4207592136562714603,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/hazelnut/mvtec_ad__hazelnut__test__good__034.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::hazelnut/test/good/034","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"hazelnut","compat_id":"hazelnut/test/good/034","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"48a9d7013fe4e9173086637a26fad71ca464aee5560643208b80fe7912f5d3ff","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/test/good/034.png","image_path":"hazelnut/test/good/034.png","image_sha256":"48a9d7013fe4e9173086637a26fad71ca464aee5560643208b80fe7912f5d3ff","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"hazelnut/test/good/034","width":1024}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":51},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3599213725912546475,"profile":"C4","realization_id":0,"realization_seed":3879404376446239551,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/hazelnut/mvtec_ad__hazelnut__test__good__035.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::hazelnut/test/good/035","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"hazelnut","compat_id":"hazelnut/test/good/035","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"9c533d00e2a41e2caf1f927a0fc396bf20c0d1a108a54311a5e0e557c4bda996","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/test/good/035.png","image_path":"hazelnut/test/good/035.png","image_sha256":"9c533d00e2a41e2caf1f927a0fc396bf20c0d1a108a54311a5e0e557c4bda996","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"hazelnut/test/good/035","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.551191476976985,"sigma_minor_px_native":null,"sigma_px_at_512":2.2755957384884926,"sigma_px_native":4.551191476976985},"blur_kind":null,"component_tiers":{"downsample_restore":1,"isotropic_gaussian":2,"jpeg":1},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":76},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":131242228026740190,"profile":"D3","realization_id":0,"realization_seed":6855435372412642215,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.403231872211609},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/hazelnut/mvtec_ad__hazelnut__test__good__037.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::hazelnut/test/good/037","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"hazelnut","compat_id":"hazelnut/test/good/037","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"8e8d0325def289aa068df8d4d7eb5d273eaf09c0b692102e5ca6f7a3c5ec1564","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/test/good/037.png","image_path":"hazelnut/test/good/037.png","image_sha256":"8e8d0325def289aa068df8d4d7eb5d273eaf09c0b692102e5ca6f7a3c5ec1564","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"hazelnut/test/good/037","width":1024}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":1.9033049746386652,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":15.28133336539557,"length_px_native":30.56266673079114,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04739180105221772,"sigma_x255":12.084909268315519},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4824289546077252450,"profile":"D1","realization_id":0,"realization_seed":4739591284630050679,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/hazelnut/mvtec_ad__hazelnut__test__good__038.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::hazelnut/test/good/038","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"hazelnut","compat_id":"hazelnut/test/good/038","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"5765729be23b87defdf2a5ada95846b4305d16f247745af60e69ddde06f1696b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/test/good/038.png","image_path":"hazelnut/test/good/038.png","image_sha256":"5765729be23b87defdf2a5ada95846b4305d16f247745af60e69ddde06f1696b","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"hazelnut/test/good/038","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.53666684215947,"sigma_minor_px_native":null,"sigma_px_at_512":3.268333421079735,"sigma_px_native":6.53666684215947},"blur_kind":null,"component_tiers":{"downsample_restore":2,"isotropic_gaussian":3,"jpeg":2},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":60},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5696246922524056909,"profile":"D3","realization_id":0,"realization_seed":8532354483811366592,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.6980833082724667},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/hazelnut/mvtec_ad__hazelnut__test__hole__003.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::hazelnut/test/hole/003","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"hazelnut","compat_id":"hazelnut/test/hole/003","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"hole","exact_duplicate_ids":[],"height":1024,"identity_group":"4d241bd420abbc3b39c2df3b4815416390363a52994dd871410246a92ef546b5","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/test/hole/003.png","image_path":"hazelnut/test/hole/003.png","image_sha256":"4d241bd420abbc3b39c2df3b4815416390363a52994dd871410246a92ef546b5","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/ground_truth/hole/003_mask.png","mask_path":"hazelnut/ground_truth/hole/003_mask.png","mask_sha256":"e8458e08c9c203e717e0b16a34ee81447aa2b3f93cfc87816669b65b3c4abb24","official_split":"test","source_id":"hazelnut/test/hole/003","width":1024}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":6.645638897622325,"radius_px_native":13.29127779524465,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":4,"gaussian_noise":4,"underexposure":5},"dominant_effect":"underexposure","exposure_ev":-1.978976642762449,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.09607461307885795,"sigma_x255":24.499026335108777},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4448826622938822016,"profile":"D2","realization_id":0,"realization_seed":2909830082911248113,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/hazelnut/mvtec_ad__hazelnut__test__hole__011.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::hazelnut/test/hole/011","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"hazelnut","compat_id":"hazelnut/test/hole/011","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"hole","exact_duplicate_ids":[],"height":1024,"identity_group":"cb0185418d152ea6626d41039ad5c78714dcb9e68a2da3726cbac239ebd8029a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/test/hole/011.png","image_path":"hazelnut/test/hole/011.png","image_sha256":"cb0185418d152ea6626d41039ad5c78714dcb9e68a2da3726cbac239ebd8029a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/ground_truth/hole/011_mask.png","mask_path":"hazelnut/ground_truth/hole/011_mask.png","mask_sha256":"66f4d9934e9a2718c9399b94a8b0e39d37f2b59dcf1e44d462bb75df7072a8c3","official_split":"test","source_id":"hazelnut/test/hole/011","width":1024}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":2.124725447206322,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":14.240417268778911,"length_px_native":28.480834537557822,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4546472871984211424,"profile":"B4","realization_id":0,"realization_seed":9120946930115702527,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/hazelnut/mvtec_ad__hazelnut__test__hole__013.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::hazelnut/test/hole/013","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"hazelnut","compat_id":"hazelnut/test/hole/013","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"hole","exact_duplicate_ids":[],"height":1024,"identity_group":"1c65854d6ee8dc848e7efbc9c0dae9ff4a98b46875d38e6c589c3e1ac7897e59","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/test/hole/013.png","image_path":"hazelnut/test/hole/013.png","image_sha256":"1c65854d6ee8dc848e7efbc9c0dae9ff4a98b46875d38e6c589c3e1ac7897e59","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/ground_truth/hole/013_mask.png","mask_path":"hazelnut/ground_truth/hole/013_mask.png","mask_sha256":"6f21453ad80b4f93af8b528e128108131dc57855007504a96cccbf95c8f9caa0","official_split":"test","source_id":"hazelnut/test/hole/013","width":1024}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.1141705522016556,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":6.528702865909773,"length_px_native":13.057405731819546,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1,"jpeg":1,"linear_motion":1,"underexposure":1},"dominant_effect":"gaussian_noise","exposure_ev":-0.6533038302312207,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":75},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03436673711606613,"sigma_x255":8.763517964596863},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2836303820923226700,"profile":"D5","realization_id":0,"realization_seed":4692068427251484328,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/hazelnut/mvtec_ad__hazelnut__test__print__007.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::hazelnut/test/print/007","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"hazelnut","compat_id":"hazelnut/test/print/007","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"print","exact_duplicate_ids":[],"height":1024,"identity_group":"06b9863b7c08161e8a90a7f33c4b42557ae37976b9498ff179a296247559e61c","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/test/print/007.png","image_path":"hazelnut/test/print/007.png","image_sha256":"06b9863b7c08161e8a90a7f33c4b42557ae37976b9498ff179a296247559e61c","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/ground_truth/print/007_mask.png","mask_path":"hazelnut/ground_truth/print/007_mask.png","mask_sha256":"7ed6c12239d9c08b4849c8f8bd138b6e5a46668267e5fbcdeaadcb12d72c11c3","official_split":"test","source_id":"hazelnut/test/print/007","width":1024}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":4},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.09512143770349576,"sigma_x255":24.25596661439142},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":368498790573588548,"profile":"C1","realization_id":0,"realization_seed":929763557747017277,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/hazelnut/mvtec_ad__hazelnut__test__print__013.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::hazelnut/test/print/013","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"hazelnut","compat_id":"hazelnut/test/print/013","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"print","exact_duplicate_ids":[],"height":1024,"identity_group":"6a5092f0c3731906207f714b981981eec63603c46c982e426ea725d697344fe4","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/test/print/013.png","image_path":"hazelnut/test/print/013.png","image_sha256":"6a5092f0c3731906207f714b981981eec63603c46c982e426ea725d697344fe4","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/hazelnut/ground_truth/print/013_mask.png","mask_path":"hazelnut/ground_truth/print/013_mask.png","mask_sha256":"b9a0099688e5c29b2f0da9cedd233604b31a90df175e03123d6ece53483b34ea","official_split":"test","source_id":"hazelnut/test/print/013","width":1024}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.12294315451012121,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":10.359295688333827,"length_px_native":20.718591376667653,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"jpeg":2,"linear_motion":2,"underexposure":2},"dominant_effect":"gaussian_noise","exposure_ev":-0.913655076598723,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":69},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08099848463643632,"sigma_x255":20.65461358229126},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":693516246499495058,"profile":"D5","realization_id":0,"realization_seed":1660554282708111891,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/leather/mvtec_ad__leather__test__color__008.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::leather/test/color/008","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"leather","compat_id":"leather/test/color/008","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"color","exact_duplicate_ids":[],"height":1024,"identity_group":"bf228dcb4472af9307825e366d868a86dd435cc9cc971cec77e0dd63c9388536","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/test/color/008.png","image_path":"leather/test/color/008.png","image_sha256":"bf228dcb4472af9307825e366d868a86dd435cc9cc971cec77e0dd63c9388536","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/ground_truth/color/008_mask.png","mask_path":"leather/ground_truth/color/008_mask.png","mask_sha256":"90ec0ea6b277cfc42a16ba329f28927e5b266cf3da5345e4e69b3d30f75bfd1d","official_split":"test","source_id":"leather/test/color/008","width":1024}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.5311128657728907,"aniso_ratio":2.218632481318349,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.092152883470289,"sigma_major_px_native":8.184305766940579,"sigma_minor_px_at_512":1.8444482887218268,"sigma_minor_px_native":3.6888965774436535,"sigma_px_at_512":4.092152883470289,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3,"jpeg":3,"overexposure":4},"dominant_effect":"overexposure","exposure_ev":1.3991845897779422,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":49},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3010787910467601601,"profile":"D4","realization_id":0,"realization_seed":8694060076183792986,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/leather/mvtec_ad__leather__test__cut__001.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::leather/test/cut/001","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"leather","compat_id":"leather/test/cut/001","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"cut","exact_duplicate_ids":[],"height":1024,"identity_group":"6e1f471049729cdb236636bfb4cac61f55a79394d526aecfbeea202672fc7f16","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/test/cut/001.png","image_path":"leather/test/cut/001.png","image_sha256":"6e1f471049729cdb236636bfb4cac61f55a79394d526aecfbeea202672fc7f16","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/ground_truth/cut/001_mask.png","mask_path":"leather/ground_truth/cut/001_mask.png","mask_sha256":"6f5ba4bf3d4cc354a6f0e2669a2a89175752b0fbb21861d8a3a6b4e5336d3f7b","official_split":"test","source_id":"leather/test/cut/001","width":1024}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":1.768257025662821,"aniso_ratio":2.4049938181953943,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":6.3570890618426015,"sigma_major_px_native":12.714178123685203,"sigma_minor_px_at_512":2.6432870694913855,"sigma_minor_px_native":5.286574138982771,"sigma_px_at_512":6.3570890618426015,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":5},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1358237418362641729,"profile":"B2","realization_id":0,"realization_seed":8863738044590051943,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/leather/mvtec_ad__leather__test__cut__002.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::leather/test/cut/002","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"leather","compat_id":"leather/test/cut/002","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"cut","exact_duplicate_ids":[],"height":1024,"identity_group":"8fe3fd8682d0fbfc2ee936569ac1d5ce9bce4d1b875fdece40b530358d55ff5a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/test/cut/002.png","image_path":"leather/test/cut/002.png","image_sha256":"8fe3fd8682d0fbfc2ee936569ac1d5ce9bce4d1b875fdece40b530358d55ff5a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/ground_truth/cut/002_mask.png","mask_path":"leather/ground_truth/cut/002_mask.png","mask_sha256":"2b0396c429621aff3cfafe871b20d199f53d6c2ca73eda3c702e630556aec1ae","official_split":"test","source_id":"leather/test/cut/002","width":1024}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":5},"dominant_effect":"overexposure","exposure_ev":1.9615372286965695,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6146290439404703502,"profile":"C3","realization_id":0,"realization_seed":1287180743758530338,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/leather/mvtec_ad__leather__test__cut__006.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::leather/test/cut/006","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"leather","compat_id":"leather/test/cut/006","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"cut","exact_duplicate_ids":[],"height":1024,"identity_group":"fdb2866f270c442c461f90d05eba7c9a3e070870429663313a1ac7d34d9567d0","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/test/cut/006.png","image_path":"leather/test/cut/006.png","image_sha256":"fdb2866f270c442c461f90d05eba7c9a3e070870429663313a1ac7d34d9567d0","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/ground_truth/cut/006_mask.png","mask_path":"leather/ground_truth/cut/006_mask.png","mask_sha256":"8934dbe47822ea46d4f6d9fa4edfb2e9ed0917ec4b7a99477b731c661e941618","official_split":"test","source_id":"leather/test/cut/006","width":1024}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":2.718278110235677,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":17.346648254703847,"length_px_native":34.693296509407695,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":4},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4536590994010241201,"profile":"B4","realization_id":0,"realization_seed":4477297723881604358,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/leather/mvtec_ad__leather__test__cut__008.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::leather/test/cut/008","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"leather","compat_id":"leather/test/cut/008","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"cut","exact_duplicate_ids":[],"height":1024,"identity_group":"1d969bbbfa6563bdf081c4ce43413bb94c94696bf25f9028421fe31fa414a5cb","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/test/cut/008.png","image_path":"leather/test/cut/008.png","image_sha256":"1d969bbbfa6563bdf081c4ce43413bb94c94696bf25f9028421fe31fa414a5cb","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/ground_truth/cut/008_mask.png","mask_path":"leather/ground_truth/cut/008_mask.png","mask_sha256":"496c39998a23e7f43bf1218f63fb0afe0771acd250e21bbf1ae279bb01da23ce","official_split":"test","source_id":"leather/test/cut/008","width":1024}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.04628353092429664,"aniso_ratio":1.9039870864013715,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.278604937018728,"sigma_major_px_native":4.557209874037456,"sigma_minor_px_at_512":1.1967544072609244,"sigma_minor_px_native":2.393508814521849,"sigma_px_at_512":2.278604937018728,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":1,"jpeg":1,"overexposure":1},"dominant_effect":"anisotropic_gaussian","exposure_ev":0.6226866923110844,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":71},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2650252226544445158,"profile":"D4","realization_id":0,"realization_seed":5431021391097793180,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/leather/mvtec_ad__leather__test__cut__011.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::leather/test/cut/011","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"leather","compat_id":"leather/test/cut/011","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"cut","exact_duplicate_ids":[],"height":1024,"identity_group":"18134a142464a2ce44ed79bec95dc046b08529dd8fa7d597e769ca7b9a3c087b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/test/cut/011.png","image_path":"leather/test/cut/011.png","image_sha256":"18134a142464a2ce44ed79bec95dc046b08529dd8fa7d597e769ca7b9a3c087b","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/ground_truth/cut/011_mask.png","mask_path":"leather/ground_truth/cut/011_mask.png","mask_sha256":"8b71dfd945cd4bda02dadabe61955900ba57e6896dd1678602c0326a92a73908","official_split":"test","source_id":"leather/test/cut/011","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":3.259491184452666,"sigma_minor_px_native":null,"sigma_px_at_512":1.629745592226333,"sigma_px_native":3.259491184452666},"blur_kind":null,"component_tiers":{"downsample_restore":1,"isotropic_gaussian":1,"jpeg":2},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":65},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6945363488258828911,"profile":"D3","realization_id":0,"realization_seed":4668253096661222896,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.3734210433786451},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/leather/mvtec_ad__leather__test__cut__012.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::leather/test/cut/012","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"leather","compat_id":"leather/test/cut/012","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"cut","exact_duplicate_ids":[],"height":1024,"identity_group":"5f57397cd4aef31ffd9adf88df7062732a9d95b996a6c9749ec24376650534a8","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/test/cut/012.png","image_path":"leather/test/cut/012.png","image_sha256":"5f57397cd4aef31ffd9adf88df7062732a9d95b996a6c9749ec24376650534a8","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/ground_truth/cut/012_mask.png","mask_path":"leather/ground_truth/cut/012_mask.png","mask_sha256":"d613b315742ebbccdc5b8829b29facb860b4fbf979c3a7336f6ef12547d30a50","official_split":"test","source_id":"leather/test/cut/012","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.92171637877383,"sigma_minor_px_native":null,"sigma_px_at_512":2.460858189386915,"sigma_px_native":4.92171637877383},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":1,"gaussian_noise":1,"isotropic_gaussian":2,"jpeg":1},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":76},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03981583461437764,"sigma_x255":10.153037826666298},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5590542696611728712,"profile":"D6","realization_id":0,"realization_seed":4051784104230601097,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.366323547020237},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/leather/mvtec_ad__leather__test__cut__013.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::leather/test/cut/013","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"leather","compat_id":"leather/test/cut/013","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"cut","exact_duplicate_ids":[],"height":1024,"identity_group":"6b3cfca20175236e60123cb75fcdb0eebe95ea9a2557ec4e8a39c98a33bda263","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/test/cut/013.png","image_path":"leather/test/cut/013.png","image_sha256":"6b3cfca20175236e60123cb75fcdb0eebe95ea9a2557ec4e8a39c98a33bda263","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/ground_truth/cut/013_mask.png","mask_path":"leather/ground_truth/cut/013_mask.png","mask_sha256":"08585fb7613421fc2ef47158556a86188fd6d8517b16c25486c03dc51323e102","official_split":"test","source_id":"leather/test/cut/013","width":1024}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":0.870831581825828,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":10.048950964793729,"length_px_native":20.097901929587458,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"linear_motion":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07983838498930766,"sigma_x255":20.358788172273453},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5678997068685564107,"profile":"D1","realization_id":0,"realization_seed":5090576529145406464,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/leather/mvtec_ad__leather__test__cut__015.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::leather/test/cut/015","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"leather","compat_id":"leather/test/cut/015","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"cut","exact_duplicate_ids":[],"height":1024,"identity_group":"0973fc013df79c000aa3f029a4af9baa88539bb0bc220342b9e6aa9dfcd28d17","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/test/cut/015.png","image_path":"leather/test/cut/015.png","image_sha256":"0973fc013df79c000aa3f029a4af9baa88539bb0bc220342b9e6aa9dfcd28d17","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/ground_truth/cut/015_mask.png","mask_path":"leather/ground_truth/cut/015_mask.png","mask_sha256":"e27da909c7ded169d851ffe41310fb5185cd9c1d31f1e6fbf42538addd4d21c4","official_split":"test","source_id":"leather/test/cut/015","width":1024}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.3928638637279955,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2289233285100766673,"profile":"C2","realization_id":0,"realization_seed":3579093368421084234,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/leather/mvtec_ad__leather__test__cut__016.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::leather/test/cut/016","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"leather","compat_id":"leather/test/cut/016","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"cut","exact_duplicate_ids":[],"height":1024,"identity_group":"498a8d748ec0b355f5d8ae02d23e37eebb80431601119923616987669e29bba9","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/test/cut/016.png","image_path":"leather/test/cut/016.png","image_sha256":"498a8d748ec0b355f5d8ae02d23e37eebb80431601119923616987669e29bba9","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/ground_truth/cut/016_mask.png","mask_path":"leather/ground_truth/cut/016_mask.png","mask_sha256":"6ac56773cddfd2ec50541a37b87ad4c9b943ef3d1fa7e8814b42335d2697aa31","official_split":"test","source_id":"leather/test/cut/016","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.495842685366503,"sigma_minor_px_native":null,"sigma_px_at_512":2.7479213426832514,"sigma_px_native":5.495842685366503},"blur_kind":null,"component_tiers":{"downsample_restore":3,"isotropic_gaussian":2,"jpeg":2},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":61},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4674894322337693276,"profile":"D3","realization_id":0,"realization_seed":760432432615000136,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.7514990775728414},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/leather/mvtec_ad__leather__test__cut__018.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::leather/test/cut/018","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"leather","compat_id":"leather/test/cut/018","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"cut","exact_duplicate_ids":[],"height":1024,"identity_group":"00e5c8308608cecb143ac8b6e1691293a0021ca942e0844002ed359c15506045","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/test/cut/018.png","image_path":"leather/test/cut/018.png","image_sha256":"00e5c8308608cecb143ac8b6e1691293a0021ca942e0844002ed359c15506045","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/ground_truth/cut/018_mask.png","mask_path":"leather/ground_truth/cut/018_mask.png","mask_sha256":"b28cf81e148d4d61a62beb328ce99be8e2a8bfce8db843e3bcf9e464443aefd6","official_split":"test","source_id":"leather/test/cut/018","width":1024}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":2.9393566731399554,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":13.507875761798063,"length_px_native":27.015751523596126,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4710088075853221956,"profile":"B4","realization_id":0,"realization_seed":3340668360048030284,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/leather/mvtec_ad__leather__test__fold__000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::leather/test/fold/000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"leather","compat_id":"leather/test/fold/000","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"fold","exact_duplicate_ids":[],"height":1024,"identity_group":"7324fcdb26d017bcd1100e2d96dcb2c57d05f09aa36bcf5544c3d47b654900ca","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/test/fold/000.png","image_path":"leather/test/fold/000.png","image_sha256":"7324fcdb26d017bcd1100e2d96dcb2c57d05f09aa36bcf5544c3d47b654900ca","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/ground_truth/fold/000_mask.png","mask_path":"leather/ground_truth/fold/000_mask.png","mask_sha256":"811a5cf8da954fb6585c184af5d724c7b372f1f2a8fa5ddc76046981f4db656c","official_split":"test","source_id":"leather/test/fold/000","width":1024}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":2.95771259472041,"radius_px_native":5.91542518944082,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":1,"gaussian_noise":2,"underexposure":1},"dominant_effect":"gaussian_noise","exposure_ev":-0.5043883771950448,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.058457604735301774,"sigma_x255":14.906689207501952},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3988339413570225679,"profile":"D2","realization_id":0,"realization_seed":4228941883814290294,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/leather/mvtec_ad__leather__test__fold__009.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::leather/test/fold/009","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"leather","compat_id":"leather/test/fold/009","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"fold","exact_duplicate_ids":[],"height":1024,"identity_group":"821dcc89b0cee5c7e13505173ce1f3f111b6e82f8e050635e7fb4f50564ee4e0","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/test/fold/009.png","image_path":"leather/test/fold/009.png","image_sha256":"821dcc89b0cee5c7e13505173ce1f3f111b6e82f8e050635e7fb4f50564ee4e0","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/ground_truth/fold/009_mask.png","mask_path":"leather/ground_truth/fold/009_mask.png","mask_sha256":"5275db3889a883679de4735e61d4294811458546030f1a60186552a80d8bcc22","official_split":"test","source_id":"leather/test/fold/009","width":1024}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":5.092684252362586,"radius_px_native":10.185368504725172,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1658087707058375657,"profile":"B3","realization_id":0,"realization_seed":8829953150789229837,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/leather/mvtec_ad__leather__test__fold__012.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::leather/test/fold/012","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"leather","compat_id":"leather/test/fold/012","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"fold","exact_duplicate_ids":[],"height":1024,"identity_group":"4edfe5fc85c9cbbe0eaeb27c900932bc6e2d1b972dd246f9d4cd03da490c8f74","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/test/fold/012.png","image_path":"leather/test/fold/012.png","image_sha256":"4edfe5fc85c9cbbe0eaeb27c900932bc6e2d1b972dd246f9d4cd03da490c8f74","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/ground_truth/fold/012_mask.png","mask_path":"leather/ground_truth/fold/012_mask.png","mask_sha256":"2d7f35c3618e2e8fa3835bafcfd3a3a3fef4551b883d049e8c218a47aed3ec57","official_split":"test","source_id":"leather/test/fold/012","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":7.27227419383008,"sigma_minor_px_native":null,"sigma_px_at_512":3.63613709691504,"sigma_px_native":7.27227419383008},"blur_kind":null,"component_tiers":{"downsample_restore":5,"isotropic_gaussian":4,"jpeg":4},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":40},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5235595030929017474,"profile":"D3","realization_id":0,"realization_seed":6210562295531301367,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":true,"factor":2.5128837022434904},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/leather/mvtec_ad__leather__test__glue__008.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::leather/test/glue/008","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"leather","compat_id":"leather/test/glue/008","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"glue","exact_duplicate_ids":[],"height":1024,"identity_group":"523c3857c61c3d07e09b0a228c8b15d4247b9c1a03d8e103b98ab65f831df1b3","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/test/glue/008.png","image_path":"leather/test/glue/008.png","image_sha256":"523c3857c61c3d07e09b0a228c8b15d4247b9c1a03d8e103b98ab65f831df1b3","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/ground_truth/glue/008_mask.png","mask_path":"leather/ground_truth/glue/008_mask.png","mask_sha256":"33da98cd8af185fb95f1aa9686325814ffca0d2d795d4b90852b87d4866e10b4","official_split":"test","source_id":"leather/test/glue/008","width":1024}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.3873103987819424,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7963748364573226314,"profile":"C2","realization_id":0,"realization_seed":4267416627879590151,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/leather/mvtec_ad__leather__test__good__005.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::leather/test/good/005","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"leather","compat_id":"leather/test/good/005","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"37e9167fb5c7aba77619a66e23c0df0af3869013d0664977b6a5a111f92114cb","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/test/good/005.png","image_path":"leather/test/good/005.png","image_sha256":"37e9167fb5c7aba77619a66e23c0df0af3869013d0664977b6a5a111f92114cb","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"leather/test/good/005","width":1024}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":3.137189391939808,"aniso_ratio":1.569393934889668,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.654112857221651,"sigma_major_px_native":7.308225714443302,"sigma_minor_px_at_512":2.3283592321761737,"sigma_minor_px_native":4.656718464352347,"sigma_px_at_512":3.654112857221651,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":3,"downsample_restore":2,"gaussian_noise":2,"jpeg":2},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":59},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05740500774867703,"sigma_x255":14.638276975912643},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6628338699034378890,"profile":"D6","realization_id":0,"realization_seed":3001430387684643604,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.494200784002315},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/leather/mvtec_ad__leather__test__good__006.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::leather/test/good/006","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"leather","compat_id":"leather/test/good/006","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"74a75c885d34c504082512819dfa422e8a6158960dd48487092357599498f3a6","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/test/good/006.png","image_path":"leather/test/good/006.png","image_sha256":"74a75c885d34c504082512819dfa422e8a6158960dd48487092357599498f3a6","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"leather/test/good/006","width":1024}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04753907139237664,"sigma_x255":12.122463205056043},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":638187002357998224,"profile":"C1","realization_id":0,"realization_seed":8251365617182311278,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/leather/mvtec_ad__leather__test__good__009.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::leather/test/good/009","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"leather","compat_id":"leather/test/good/009","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"b06fe75831672b4e8f20cb9307a2d8e77ccc5f274e7f7a900bb1b4d013a07ab1","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/test/good/009.png","image_path":"leather/test/good/009.png","image_sha256":"b06fe75831672b4e8f20cb9307a2d8e77ccc5f274e7f7a900bb1b4d013a07ab1","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"leather/test/good/009","width":1024}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08425491083689059,"sigma_x255":21.4850022634071},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1137487933626566965,"profile":"C1","realization_id":0,"realization_seed":5543867181365340036,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/leather/mvtec_ad__leather__test__good__013.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::leather/test/good/013","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"leather","compat_id":"leather/test/good/013","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"19ed2a03e901ec30f1fe8f1768fd122c7bc423ee4717b291baaa069f97d4db73","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/test/good/013.png","image_path":"leather/test/good/013.png","image_sha256":"19ed2a03e901ec30f1fe8f1768fd122c7bc423ee4717b291baaa069f97d4db73","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"leather/test/good/013","width":1024}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.0763522854977423,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":17.022047145657364,"length_px_native":34.04409429131473,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"jpeg":3,"linear_motion":4,"underexposure":3},"dominant_effect":"linear_motion","exposure_ev":-1.2145449482361927,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":52},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.0856071334071814,"sigma_x255":21.82981901883126},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":728565267138813964,"profile":"D5","realization_id":0,"realization_seed":8361439392138824476,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/leather/mvtec_ad__leather__test__good__018.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::leather/test/good/018","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"leather","compat_id":"leather/test/good/018","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"62532ae3f29ca1d55fabb58e52eeecf3a9162590139983ec0818e6878887e7f2","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/test/good/018.png","image_path":"leather/test/good/018.png","image_sha256":"62532ae3f29ca1d55fabb58e52eeecf3a9162590139983ec0818e6878887e7f2","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"leather/test/good/018","width":1024}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":5.154443359672356,"radius_px_native":10.308886719344711,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3,"gaussian_noise":4,"underexposure":3},"dominant_effect":"gaussian_noise","exposure_ev":-1.2899528836412535,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.09902686151851524,"sigma_x255":25.251849687221387},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1792825732917011745,"profile":"D2","realization_id":0,"realization_seed":800691599888842472,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/leather/mvtec_ad__leather__test__good__022.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::leather/test/good/022","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"leather","compat_id":"leather/test/good/022","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"af127ea37860eb41e072baef16354cf60b080969e023f3c301a65d5ba56cfc3a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/test/good/022.png","image_path":"leather/test/good/022.png","image_sha256":"af127ea37860eb41e072baef16354cf60b080969e023f3c301a65d5ba56cfc3a","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"leather/test/good/022","width":1024}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":2.009240262480445,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":12.433289254220874,"length_px_native":24.866578508441748,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"linear_motion":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06978705859184944,"sigma_x255":17.795699940921608},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4099505061699359236,"profile":"D1","realization_id":0,"realization_seed":3834653201931946130,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/leather/mvtec_ad__leather__test__poke__007.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::leather/test/poke/007","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"leather","compat_id":"leather/test/poke/007","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"poke","exact_duplicate_ids":[],"height":1024,"identity_group":"f0ceddbebb6b244bab9479ea178349f8e6b88232cf61cd974ae036184ca5a1e8","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/test/poke/007.png","image_path":"leather/test/poke/007.png","image_sha256":"f0ceddbebb6b244bab9479ea178349f8e6b88232cf61cd974ae036184ca5a1e8","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/ground_truth/poke/007_mask.png","mask_path":"leather/ground_truth/poke/007_mask.png","mask_sha256":"661eeba2afe02bf8a98941d7feef76937c6888537fc42f00162c0008ae995575","official_split":"test","source_id":"leather/test/poke/007","width":1024}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":1},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":79},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5324660907893811678,"profile":"C4","realization_id":0,"realization_seed":7235730970122757669,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/leather/mvtec_ad__leather__test__poke__009.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::leather/test/poke/009","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"leather","compat_id":"leather/test/poke/009","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"poke","exact_duplicate_ids":[],"height":1024,"identity_group":"46117a544e0c64916570133f3007ef4c62079a4ca15f1dae0d0a061776ff082d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/test/poke/009.png","image_path":"leather/test/poke/009.png","image_sha256":"46117a544e0c64916570133f3007ef4c62079a4ca15f1dae0d0a061776ff082d","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/ground_truth/poke/009_mask.png","mask_path":"leather/ground_truth/poke/009_mask.png","mask_sha256":"6105ef31afdef1f2f2f3929b848f94bcc2b6a45439abdc511afd6da4625c6fc6","official_split":"test","source_id":"leather/test/poke/009","width":1024}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":0.4617455210666259,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":11.32966523714132,"length_px_native":22.65933047428264,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1,"linear_motion":2},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.042439790547868804,"sigma_x255":10.822146589706545},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5993772359772072880,"profile":"D1","realization_id":0,"realization_seed":3856112502607022145,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/leather/mvtec_ad__leather__test__poke__013.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::leather/test/poke/013","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"leather","compat_id":"leather/test/poke/013","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"poke","exact_duplicate_ids":[],"height":1024,"identity_group":"11379ccc65759f49ceddc4680e2814c35097c442ed4b7f740fae0904a5c213c5","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/test/poke/013.png","image_path":"leather/test/poke/013.png","image_sha256":"11379ccc65759f49ceddc4680e2814c35097c442ed4b7f740fae0904a5c213c5","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/leather/ground_truth/poke/013_mask.png","mask_path":"leather/ground_truth/poke/013_mask.png","mask_sha256":"01724e598a7faa5db9fa32e5dac852776659869933dab7a4ee2d2a624e37b4fc","official_split":"test","source_id":"leather/test/poke/013","width":1024}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":0.04336400873403963,"aniso_ratio":1.7090441601126387,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.148793268407974,"sigma_major_px_native":5.672178296651526,"sigma_minor_px_at_512":2.427551824134572,"sigma_minor_px_native":3.318918509558985,"sigma_px_at_512":4.148793268407974,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1383078532373039547,"profile":"B2","realization_id":0,"realization_seed":8769312489422760702,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.3671875,"track":"core"},"output":{"path":"mvtec_ad/metal_nut/mvtec_ad__metal_nut__test__bent__000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::metal_nut/test/bent/000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"metal_nut","compat_id":"metal_nut/test/bent/000","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"bent","exact_duplicate_ids":[],"height":700,"identity_group":"602cceb099d5aa10a416f31cd6370ef9d8c810118f4ada9dbc9c28e91a889e0b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/test/bent/000.png","image_path":"metal_nut/test/bent/000.png","image_sha256":"602cceb099d5aa10a416f31cd6370ef9d8c810118f4ada9dbc9c28e91a889e0b","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/ground_truth/bent/000_mask.png","mask_path":"metal_nut/ground_truth/bent/000_mask.png","mask_sha256":"2ba625f7fa1357d3d31b84c39f38b5a2ddc546d751f3186388d0b7a4be150938","official_split":"test","source_id":"metal_nut/test/bent/000","width":700}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":5.8437802461974835,"radius_px_native":7.989543305348122,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":4,"gaussian_noise":5,"underexposure":4},"dominant_effect":"gaussian_noise","exposure_ev":-1.5797691071851971,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.10778718055547226,"sigma_x255":27.485731041645426},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1642205071417915434,"profile":"D2","realization_id":0,"realization_seed":7383797137469727164,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.3671875,"track":"core"},"output":{"path":"mvtec_ad/metal_nut/mvtec_ad__metal_nut__test__bent__003.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::metal_nut/test/bent/003","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"metal_nut","compat_id":"metal_nut/test/bent/003","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"bent","exact_duplicate_ids":[],"height":700,"identity_group":"61a12376dbda815080604c73261d9e1d53abd207d41c6998b02f5db0a6de297b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/test/bent/003.png","image_path":"metal_nut/test/bent/003.png","image_sha256":"61a12376dbda815080604c73261d9e1d53abd207d41c6998b02f5db0a6de297b","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/ground_truth/bent/003_mask.png","mask_path":"metal_nut/ground_truth/bent/003_mask.png","mask_sha256":"bb135336d3b4f1e518257443fb36d61052d13549427bc64ee3977325c77771a3","official_split":"test","source_id":"metal_nut/test/bent/003","width":700}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":1},"dominant_effect":"overexposure","exposure_ev":0.40222477601835865,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7548034372280004332,"profile":"C3","realization_id":0,"realization_seed":5104434218502374063,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.3671875,"track":"core"},"output":{"path":"mvtec_ad/metal_nut/mvtec_ad__metal_nut__test__bent__006.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::metal_nut/test/bent/006","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"metal_nut","compat_id":"metal_nut/test/bent/006","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"bent","exact_duplicate_ids":[],"height":700,"identity_group":"31befe0b760427389a0b438e9c8437fa7dfe32652a0e3485fb42fd3ba104dfa1","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/test/bent/006.png","image_path":"metal_nut/test/bent/006.png","image_sha256":"31befe0b760427389a0b438e9c8437fa7dfe32652a0e3485fb42fd3ba104dfa1","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/ground_truth/bent/006_mask.png","mask_path":"metal_nut/ground_truth/bent/006_mask.png","mask_sha256":"d97b79b686a913b1da62a1d71c2a973ff7290f456569daee55c889fffcb8aef4","official_split":"test","source_id":"metal_nut/test/bent/006","width":700}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.9991340550438326,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":6.607550282612329,"length_px_native":9.033760152009043,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1,"jpeg":1,"linear_motion":1,"underexposure":1},"dominant_effect":"underexposure","exposure_ev":-0.6038614037676788,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":73},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03960158210142748,"sigma_x255":10.098403435864007},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5733658588078008954,"profile":"D5","realization_id":0,"realization_seed":4147983432445046107,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.3671875,"track":"core"},"output":{"path":"mvtec_ad/metal_nut/mvtec_ad__metal_nut__test__bent__010.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::metal_nut/test/bent/010","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"metal_nut","compat_id":"metal_nut/test/bent/010","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"bent","exact_duplicate_ids":[],"height":700,"identity_group":"aeeb8141c7dcbdac4a4dda19b8ddd23a8cf3be7c1b60b0f26ab2a465adb976c3","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/test/bent/010.png","image_path":"metal_nut/test/bent/010.png","image_sha256":"aeeb8141c7dcbdac4a4dda19b8ddd23a8cf3be7c1b60b0f26ab2a465adb976c3","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/ground_truth/bent/010_mask.png","mask_path":"metal_nut/ground_truth/bent/010_mask.png","mask_sha256":"f61ee6ae92ff457ce8342751413a3c071b61691e9bcb18de2ecb395d0ef5c97f","official_split":"test","source_id":"metal_nut/test/bent/010","width":700}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.6438434476847237,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":11.595511710412747,"length_px_native":15.853238666579928,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1,"jpeg":1,"linear_motion":2,"underexposure":1},"dominant_effect":"linear_motion","exposure_ev":-0.5981193854108403,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":79},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04456568668176004,"sigma_x255":11.364250103848809},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6929994656356681978,"profile":"D5","realization_id":0,"realization_seed":4239016715408510749,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.3671875,"track":"core"},"output":{"path":"mvtec_ad/metal_nut/mvtec_ad__metal_nut__test__bent__012.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::metal_nut/test/bent/012","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"metal_nut","compat_id":"metal_nut/test/bent/012","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"bent","exact_duplicate_ids":[],"height":700,"identity_group":"169349f89c55ea017c8660f5461fcbaf6a110e88cf58f06a45f9b7a93ce75ccc","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/test/bent/012.png","image_path":"metal_nut/test/bent/012.png","image_sha256":"169349f89c55ea017c8660f5461fcbaf6a110e88cf58f06a45f9b7a93ce75ccc","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/ground_truth/bent/012_mask.png","mask_path":"metal_nut/ground_truth/bent/012_mask.png","mask_sha256":"91234e7581c0c27134753581bff2f5cf965b2d844032a92f1ec7fbf4e5ccc0f0","official_split":"test","source_id":"metal_nut/test/bent/012","width":700}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":1.0541454551702956,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":6.266064031139331,"length_px_native":8.566884417573304,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":1},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3154047428634769183,"profile":"B4","realization_id":0,"realization_seed":9073672440850824392,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.3671875,"track":"core"},"output":{"path":"mvtec_ad/metal_nut/mvtec_ad__metal_nut__test__bent__017.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::metal_nut/test/bent/017","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"metal_nut","compat_id":"metal_nut/test/bent/017","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"bent","exact_duplicate_ids":[],"height":700,"identity_group":"b49cc898143c46a8c3a8697411d04a078b36f60f4798ccc68aea33ea8fcac026","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/test/bent/017.png","image_path":"metal_nut/test/bent/017.png","image_sha256":"b49cc898143c46a8c3a8697411d04a078b36f60f4798ccc68aea33ea8fcac026","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/ground_truth/bent/017_mask.png","mask_path":"metal_nut/ground_truth/bent/017_mask.png","mask_sha256":"ad9532adb24375597cc637ce565c49fa2e2ce51eaad7ef017ea0f91dd1d1cd51","official_split":"test","source_id":"metal_nut/test/bent/017","width":700}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.4694435924548588,"aniso_ratio":2.380901170793223,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.290155054754596,"sigma_major_px_native":5.865446363922299,"sigma_minor_px_at_512":1.8019038788263877,"sigma_minor_px_native":2.4635404593329517,"sigma_px_at_512":4.290155054754596,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":3,"downsample_restore":3,"gaussian_noise":4,"jpeg":3},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":53},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.09473217335287652,"sigma_x255":24.156704204983512},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1197965016828280624,"profile":"D6","realization_id":0,"realization_seed":3001806254542077816,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.914089963542048},"spatial_scale_q":1.3671875,"track":"core"},"output":{"path":"mvtec_ad/metal_nut/mvtec_ad__metal_nut__test__bent__019.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::metal_nut/test/bent/019","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"metal_nut","compat_id":"metal_nut/test/bent/019","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"bent","exact_duplicate_ids":[],"height":700,"identity_group":"fabf0e9c4d13a422fbdcc01d15776b7bf683f023f8c33d9f7570824f5b5333d9","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/test/bent/019.png","image_path":"metal_nut/test/bent/019.png","image_sha256":"fabf0e9c4d13a422fbdcc01d15776b7bf683f023f8c33d9f7570824f5b5333d9","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/ground_truth/bent/019_mask.png","mask_path":"metal_nut/ground_truth/bent/019_mask.png","mask_sha256":"f9ba14d7fae636772881b9e8228a70e1947629b19b090c22740231ce38bb206b","official_split":"test","source_id":"metal_nut/test/bent/019","width":700}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":2.143223914383532,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":22.03914038790525,"length_px_native":30.13163724908921,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":5},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8560813224669260750,"profile":"B4","realization_id":0,"realization_seed":1736381040128858758,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.3671875,"track":"core"},"output":{"path":"mvtec_ad/metal_nut/mvtec_ad__metal_nut__test__bent__023.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::metal_nut/test/bent/023","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"metal_nut","compat_id":"metal_nut/test/bent/023","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"bent","exact_duplicate_ids":[],"height":700,"identity_group":"a33fe914dd95a566041d7bd88851ec0671531d849274dd7bf31da665fd2ff820","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/test/bent/023.png","image_path":"metal_nut/test/bent/023.png","image_sha256":"a33fe914dd95a566041d7bd88851ec0671531d849274dd7bf31da665fd2ff820","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/ground_truth/bent/023_mask.png","mask_path":"metal_nut/ground_truth/bent/023_mask.png","mask_sha256":"a1cf0a2aa61d54221e7c1677241d9e794c4c61cc8b0883281c9982d0486b5fce","official_split":"test","source_id":"metal_nut/test/bent/023","width":700}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.9704176759372976,"sigma_minor_px_native":null,"sigma_px_at_512":3.635505500114138,"sigma_px_native":4.9704176759372976},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":5,"gaussian_noise":4,"isotropic_gaussian":4,"jpeg":4},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":39},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.10165580591033213,"sigma_x255":25.922230507134692},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2221382438925250797,"profile":"D6","realization_id":0,"realization_seed":2823905372351122551,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":true,"factor":2.511078711205171},"spatial_scale_q":1.3671875,"track":"core"},"output":{"path":"mvtec_ad/metal_nut/mvtec_ad__metal_nut__test__color__008.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::metal_nut/test/color/008","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"metal_nut","compat_id":"metal_nut/test/color/008","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"color","exact_duplicate_ids":[],"height":700,"identity_group":"9b6ad18663609b2fc428a948f56cd80718fdf6a267f1144e445e336dd0231a87","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/test/color/008.png","image_path":"metal_nut/test/color/008.png","image_sha256":"9b6ad18663609b2fc428a948f56cd80718fdf6a267f1144e445e336dd0231a87","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/ground_truth/color/008_mask.png","mask_path":"metal_nut/ground_truth/color/008_mask.png","mask_sha256":"1e20c39f72c5001e84c8aadf6b4a4bd8e0e48ecf78fca16e2e5abb73290f74ce","official_split":"test","source_id":"metal_nut/test/color/008","width":700}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":2.719967336494082,"radius_px_native":3.718705342863003,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":1,"gaussian_noise":1,"underexposure":1},"dominant_effect":"disk_defocus","exposure_ev":-0.5346984305975953,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.042292146349671815,"sigma_x255":10.784497319166313},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2846759901903593628,"profile":"D2","realization_id":0,"realization_seed":6202074146672949615,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.3671875,"track":"core"},"output":{"path":"mvtec_ad/metal_nut/mvtec_ad__metal_nut__test__color__012.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::metal_nut/test/color/012","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"metal_nut","compat_id":"metal_nut/test/color/012","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"color","exact_duplicate_ids":[],"height":700,"identity_group":"83e30f1323576452beb2d6eacf2109ed5a834d0777da48469cadfaa756cc57a7","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/test/color/012.png","image_path":"metal_nut/test/color/012.png","image_sha256":"83e30f1323576452beb2d6eacf2109ed5a834d0777da48469cadfaa756cc57a7","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/ground_truth/color/012_mask.png","mask_path":"metal_nut/ground_truth/color/012_mask.png","mask_sha256":"7cda3973c0feeb3696dd5a8fe8f331b41776fcd8a27d44b8bc9730b189396480","official_split":"test","source_id":"metal_nut/test/color/012","width":700}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":3.8500142949420995,"radius_px_native":5.263691418866151,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2,"gaussian_noise":1,"underexposure":1},"dominant_effect":"disk_defocus","exposure_ev":-0.741681447570233,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03913099602956069,"sigma_x255":9.978403987537975},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3577025970257719836,"profile":"D2","realization_id":0,"realization_seed":3400494609256771368,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.3671875,"track":"core"},"output":{"path":"mvtec_ad/metal_nut/mvtec_ad__metal_nut__test__color__013.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::metal_nut/test/color/013","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"metal_nut","compat_id":"metal_nut/test/color/013","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"color","exact_duplicate_ids":[],"height":700,"identity_group":"3f71cc272e5a9042498934ee832d56024767d68f165381d90da25fbc82ba93bf","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/test/color/013.png","image_path":"metal_nut/test/color/013.png","image_sha256":"3f71cc272e5a9042498934ee832d56024767d68f165381d90da25fbc82ba93bf","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/ground_truth/color/013_mask.png","mask_path":"metal_nut/ground_truth/color/013_mask.png","mask_sha256":"0aa72f01f13836cb1d051b02a469c7f7bcbfb418128f091c67a8b17e771ba1c9","official_split":"test","source_id":"metal_nut/test/color/013","width":700}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.0699766319049064,"aniso_ratio":1.7214396807438312,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.2856816558848996,"sigma_major_px_native":4.4921428889051365,"sigma_minor_px_at_512":1.9086824200922115,"sigma_minor_px_native":2.6095267462198204,"sigma_px_at_512":3.2856816558848996,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":2,"downsample_restore":2,"gaussian_noise":2,"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":52},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05578828708362141,"sigma_x255":14.22601320632346},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6157285988143390042,"profile":"D6","realization_id":0,"realization_seed":5064021218464662411,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.5615878144974702},"spatial_scale_q":1.3671875,"track":"core"},"output":{"path":"mvtec_ad/metal_nut/mvtec_ad__metal_nut__test__color__018.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::metal_nut/test/color/018","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"metal_nut","compat_id":"metal_nut/test/color/018","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"color","exact_duplicate_ids":[],"height":700,"identity_group":"ab4ebad535f54e5ae341df9963cdfcd60055b1ad7654ec3d8a1391c6e4d2a824","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/test/color/018.png","image_path":"metal_nut/test/color/018.png","image_sha256":"ab4ebad535f54e5ae341df9963cdfcd60055b1ad7654ec3d8a1391c6e4d2a824","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/ground_truth/color/018_mask.png","mask_path":"metal_nut/ground_truth/color/018_mask.png","mask_sha256":"92b7fc3ddba7483c862f2842ae610a210b70a16198b903ac69131415699adf25","official_split":"test","source_id":"metal_nut/test/color/018","width":700}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.2299520395194412,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6863377959344067055,"profile":"C2","realization_id":0,"realization_seed":5475682491536386293,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.3671875,"track":"core"},"output":{"path":"mvtec_ad/metal_nut/mvtec_ad__metal_nut__test__color__021.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::metal_nut/test/color/021","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"metal_nut","compat_id":"metal_nut/test/color/021","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"color","exact_duplicate_ids":[],"height":700,"identity_group":"1ec6c85707b72aac19a6b860bf1f5ea3b58c259126a1e65945db15d9809128d2","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/test/color/021.png","image_path":"metal_nut/test/color/021.png","image_sha256":"1ec6c85707b72aac19a6b860bf1f5ea3b58c259126a1e65945db15d9809128d2","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/ground_truth/color/021_mask.png","mask_path":"metal_nut/ground_truth/color/021_mask.png","mask_sha256":"85eeee455ebcc71006278e3735e05ac3301ee6cf898d6ba8b2b0320e31dd7366","official_split":"test","source_id":"metal_nut/test/color/021","width":700}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.779907440924245,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":15.21692275815753,"length_px_native":20.8043865834185,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":4,"jpeg":3,"linear_motion":3,"underexposure":3},"dominant_effect":"gaussian_noise","exposure_ev":-1.547027944599845,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":53},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.09182073426862165,"sigma_x255":23.41428723849852},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6269542536610087407,"profile":"D5","realization_id":0,"realization_seed":2299707711020017887,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.3671875,"track":"core"},"output":{"path":"mvtec_ad/metal_nut/mvtec_ad__metal_nut__test__flip__002.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::metal_nut/test/flip/002","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"metal_nut","compat_id":"metal_nut/test/flip/002","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"flip","exact_duplicate_ids":[],"height":700,"identity_group":"663dc37246c611dfd39e89d04fbe44eeb43bab8f247905b7dfa426667a4d4fab","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/test/flip/002.png","image_path":"metal_nut/test/flip/002.png","image_sha256":"663dc37246c611dfd39e89d04fbe44eeb43bab8f247905b7dfa426667a4d4fab","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/ground_truth/flip/002_mask.png","mask_path":"metal_nut/ground_truth/flip/002_mask.png","mask_sha256":"2d76eb6bb1a9c1b9d6dae03813a10718349068fb1a389b3793d5e815464fbec4","official_split":"test","source_id":"metal_nut/test/flip/002","width":700}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":4},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.09827151390312644,"sigma_x255":25.059236045297244},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":30397282534303710,"profile":"C1","realization_id":0,"realization_seed":6933055964598965281,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.3671875,"track":"core"},"output":{"path":"mvtec_ad/metal_nut/mvtec_ad__metal_nut__test__flip__016.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::metal_nut/test/flip/016","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"metal_nut","compat_id":"metal_nut/test/flip/016","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"flip","exact_duplicate_ids":[],"height":700,"identity_group":"ff2a15b9ed652db5c03c97c9775ea06be526c25e97d14857dab3fc65992d9782","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/test/flip/016.png","image_path":"metal_nut/test/flip/016.png","image_sha256":"ff2a15b9ed652db5c03c97c9775ea06be526c25e97d14857dab3fc65992d9782","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/ground_truth/flip/016_mask.png","mask_path":"metal_nut/ground_truth/flip/016_mask.png","mask_sha256":"075c2e4133162095117c29429619d68757db063d838f12ea59747ed93ca0ec12","official_split":"test","source_id":"metal_nut/test/flip/016","width":700}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":5.697089151251544,"radius_px_native":7.78898907397672,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":4,"gaussian_noise":4,"underexposure":5},"dominant_effect":"underexposure","exposure_ev":-2.322699521910197,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08950665279577916,"sigma_x255":22.824196462923684},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8707902470233908748,"profile":"D2","realization_id":0,"realization_seed":2222719493938393459,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.3671875,"track":"core"},"output":{"path":"mvtec_ad/metal_nut/mvtec_ad__metal_nut__test__good__001.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::metal_nut/test/good/001","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"metal_nut","compat_id":"metal_nut/test/good/001","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":700,"identity_group":"d521ac790c921c26e635de69bab126d290def0c6674b961b4cb359a0bd8b8b01","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/test/good/001.png","image_path":"metal_nut/test/good/001.png","image_sha256":"d521ac790c921c26e635de69bab126d290def0c6674b961b4cb359a0bd8b8b01","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"metal_nut/test/good/001","width":700}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.256405809613778,"sigma_minor_px_native":null,"sigma_px_at_512":4.576113963603221,"sigma_px_native":6.256405809613778},"blur_kind":null,"component_tiers":{"downsample_restore":4,"isotropic_gaussian":5,"jpeg":4},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":37},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1301977127404292799,"profile":"D3","realization_id":0,"realization_seed":7861236915384516450,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":true,"factor":2.3087656253958837},"spatial_scale_q":1.3671875,"track":"core"},"output":{"path":"mvtec_ad/metal_nut/mvtec_ad__metal_nut__test__good__002.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::metal_nut/test/good/002","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"metal_nut","compat_id":"metal_nut/test/good/002","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":700,"identity_group":"c915621335f2a306db55f3206c2a25c1ff31f4b1c6415b9717a5d5da9ec9ca78","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/test/good/002.png","image_path":"metal_nut/test/good/002.png","image_sha256":"c915621335f2a306db55f3206c2a25c1ff31f4b1c6415b9717a5d5da9ec9ca78","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"metal_nut/test/good/002","width":700}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":57},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4824648855120528793,"profile":"C4","realization_id":0,"realization_seed":7985673322023194295,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.3671875,"track":"core"},"output":{"path":"mvtec_ad/metal_nut/mvtec_ad__metal_nut__test__good__003.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::metal_nut/test/good/003","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"metal_nut","compat_id":"metal_nut/test/good/003","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":700,"identity_group":"fb910df812448b4afe02ed8319ca1f6a41551b2715117b67a8b20aca97de20e2","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/test/good/003.png","image_path":"metal_nut/test/good/003.png","image_sha256":"fb910df812448b4afe02ed8319ca1f6a41551b2715117b67a8b20aca97de20e2","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"metal_nut/test/good/003","width":700}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.08228643874519972,"aniso_ratio":2.5635201150479308,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.2103238710074242,"sigma_major_px_native":4.389114667392962,"sigma_minor_px_at_512":1.2523107785122256,"sigma_minor_px_native":1.7121436424971832,"sigma_px_at_512":3.2103238710074242,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":2,"downsample_restore":3,"gaussian_noise":2,"jpeg":2},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":67},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05031371522212952,"sigma_x255":12.829997381643027},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":485851466245659029,"profile":"D6","realization_id":0,"realization_seed":8890462594798273880,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":2.022058843919603},"spatial_scale_q":1.3671875,"track":"core"},"output":{"path":"mvtec_ad/metal_nut/mvtec_ad__metal_nut__test__good__019.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::metal_nut/test/good/019","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"metal_nut","compat_id":"metal_nut/test/good/019","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":700,"identity_group":"5ea04089ffa51059ddb13fea18ba94919f0e6211f3a57e68ee5d5021ca3567d0","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/test/good/019.png","image_path":"metal_nut/test/good/019.png","image_sha256":"5ea04089ffa51059ddb13fea18ba94919f0e6211f3a57e68ee5d5021ca3567d0","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"metal_nut/test/good/019","width":700}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":2.9156411411726433,"sigma_minor_px_native":null,"sigma_px_at_512":2.132583234686276,"sigma_px_native":2.9156411411726433},"blur_kind":null,"component_tiers":{"isotropic_gaussian":1},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":821357647582765968,"profile":"B1","realization_id":0,"realization_seed":2171878569311274922,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.3671875,"track":"core"},"output":{"path":"mvtec_ad/metal_nut/mvtec_ad__metal_nut__test__scratch__000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::metal_nut/test/scratch/000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"metal_nut","compat_id":"metal_nut/test/scratch/000","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch","exact_duplicate_ids":[],"height":700,"identity_group":"1e5637c3409d05709eae62c7254f38900afa296902b1626e5902a5a2a4095f3d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/test/scratch/000.png","image_path":"metal_nut/test/scratch/000.png","image_sha256":"1e5637c3409d05709eae62c7254f38900afa296902b1626e5902a5a2a4095f3d","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/ground_truth/scratch/000_mask.png","mask_path":"metal_nut/ground_truth/scratch/000_mask.png","mask_sha256":"627a9f61b8f7d4ed7edfb5379be7a8fc31329f0e53b59960fcb1e0179e7b2376","official_split":"test","source_id":"metal_nut/test/scratch/000","width":700}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.5156939455965778,"aniso_ratio":2.7553032577645853,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.7449566281221993,"sigma_major_px_native":3.7528703900108193,"sigma_minor_px_at_512":0.9962448309044645,"sigma_minor_px_native":1.3620534797521975,"sigma_px_at_512":2.7449566281221993,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":1,"jpeg":1,"overexposure":1},"dominant_effect":"jpeg","exposure_ev":0.5280888118436627,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":76},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":119810160519338190,"profile":"D4","realization_id":0,"realization_seed":4229962501473912402,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.3671875,"track":"core"},"output":{"path":"mvtec_ad/metal_nut/mvtec_ad__metal_nut__test__scratch__003.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::metal_nut/test/scratch/003","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"metal_nut","compat_id":"metal_nut/test/scratch/003","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch","exact_duplicate_ids":[],"height":700,"identity_group":"6ec49b4d1404f52c50ecc53162af16abcba436efa61b08c222aeb23f7d04d57d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/test/scratch/003.png","image_path":"metal_nut/test/scratch/003.png","image_sha256":"6ec49b4d1404f52c50ecc53162af16abcba436efa61b08c222aeb23f7d04d57d","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/ground_truth/scratch/003_mask.png","mask_path":"metal_nut/ground_truth/scratch/003_mask.png","mask_sha256":"eef9c384f5c3ceecaedd882551bb3741b764359df8f0843f1049607383b0d6e4","official_split":"test","source_id":"metal_nut/test/scratch/003","width":700}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.4217753778405745,"aniso_ratio":2.8750955361568207,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":5.3252586894175025,"sigma_major_px_native":7.2806271144379915,"sigma_minor_px_at_512":1.852202343347466,"sigma_minor_px_native":2.5323078912953636,"sigma_px_at_512":5.3252586894175025,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":4,"jpeg":5,"overexposure":4},"dominant_effect":"jpeg","exposure_ev":1.453696455977702,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":31},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8541017693749584024,"profile":"D4","realization_id":0,"realization_seed":8175485110490318723,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.3671875,"track":"core"},"output":{"path":"mvtec_ad/metal_nut/mvtec_ad__metal_nut__test__scratch__015.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::metal_nut/test/scratch/015","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"metal_nut","compat_id":"metal_nut/test/scratch/015","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch","exact_duplicate_ids":[],"height":700,"identity_group":"d7eabc0ed2715d9c5fed004d79da721fc4ff71eadc2e069f989613e4ab34ed4e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/test/scratch/015.png","image_path":"metal_nut/test/scratch/015.png","image_sha256":"d7eabc0ed2715d9c5fed004d79da721fc4ff71eadc2e069f989613e4ab34ed4e","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/ground_truth/scratch/015_mask.png","mask_path":"metal_nut/ground_truth/scratch/015_mask.png","mask_sha256":"ceb530139e6f3e3610e3c00e7d09999e8f88d4b8eb3b79dbff29834840111ff4","official_split":"test","source_id":"metal_nut/test/scratch/015","width":700}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":1.880086912664488,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":10.922048217420297,"length_px_native":14.932487797254312,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"linear_motion":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07258480121795309,"sigma_x255":18.509124310578038},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1961880632219101148,"profile":"D1","realization_id":0,"realization_seed":6200604052353443085,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.3671875,"track":"core"},"output":{"path":"mvtec_ad/metal_nut/mvtec_ad__metal_nut__test__scratch__017.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::metal_nut/test/scratch/017","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"metal_nut","compat_id":"metal_nut/test/scratch/017","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch","exact_duplicate_ids":[],"height":700,"identity_group":"a3eb34708d66b7fb2695a06ea32982ecf2a0ab59009a4e8455a9c49ff3253cf4","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/test/scratch/017.png","image_path":"metal_nut/test/scratch/017.png","image_sha256":"a3eb34708d66b7fb2695a06ea32982ecf2a0ab59009a4e8455a9c49ff3253cf4","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/metal_nut/ground_truth/scratch/017_mask.png","mask_path":"metal_nut/ground_truth/scratch/017_mask.png","mask_sha256":"04ef60867f399d0a4b7964302a44d541f3e1ac34c0da3850ff55f9042e1113af","official_split":"test","source_id":"metal_nut/test/scratch/017","width":700}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":3.331413956018242,"sigma_minor_px_native":null,"sigma_px_at_512":2.132104931851675,"sigma_px_native":3.331413956018242},"blur_kind":null,"component_tiers":{"downsample_restore":1,"isotropic_gaussian":1,"jpeg":1},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":75},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7809697127151707231,"profile":"D3","realization_id":0,"realization_seed":2012186826454969283,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.3931723525119972},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__color__001.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/color/001","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/color/001","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"color","exact_duplicate_ids":[],"height":800,"identity_group":"4a1dbaee70c8e0e2bc32943def4697002919c4bcfe37e0013f85bf93dfcb9bc9","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/color/001.png","image_path":"pill/test/color/001.png","image_sha256":"4a1dbaee70c8e0e2bc32943def4697002919c4bcfe37e0013f85bf93dfcb9bc9","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/color/001_mask.png","mask_path":"pill/ground_truth/color/001_mask.png","mask_sha256":"719c7b229fe8a16a1e82a192711b16294b79ef3907b205f9d8102d8cbf6e6d6c","official_split":"test","source_id":"pill/test/color/001","width":800}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":0.8165690593139482,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":8.138201826832098,"length_px_native":12.715940354425154,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"linear_motion":1},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.051509174624613116,"sigma_x255":13.134839529276345},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6433248798073793555,"profile":"D1","realization_id":0,"realization_seed":8684901382596508434,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__color__007.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/color/007","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/color/007","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"color","exact_duplicate_ids":[],"height":800,"identity_group":"e401deaf92e941bf42010b989771a746cf8869914c45eb0460c315d3741c06dc","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/color/007.png","image_path":"pill/test/color/007.png","image_sha256":"e401deaf92e941bf42010b989771a746cf8869914c45eb0460c315d3741c06dc","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/color/007_mask.png","mask_path":"pill/ground_truth/color/007_mask.png","mask_sha256":"e8bce6903308905030845adb3e556c815d1e979c67689011943b86f7afd5f4a6","official_split":"test","source_id":"pill/test/color/007","width":800}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05940194824168565,"sigma_x255":15.14749680162984},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1858697154573836106,"profile":"C1","realization_id":0,"realization_seed":6009996204944486308,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__color__008.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/color/008","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/color/008","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"color","exact_duplicate_ids":[],"height":800,"identity_group":"01d0f0551ae938a2881da507b9640d436c8754197e9d5289b80cf66ab5af6e37","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/color/008.png","image_path":"pill/test/color/008.png","image_sha256":"01d0f0551ae938a2881da507b9640d436c8754197e9d5289b80cf66ab5af6e37","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/color/008_mask.png","mask_path":"pill/ground_truth/color/008_mask.png","mask_sha256":"826b3d311affd4aa855390d262b8bf40075ca556588112efec778904eebf76f7","official_split":"test","source_id":"pill/test/color/008","width":800}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.3737919406360931,"aniso_ratio":2.151042083683995,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.8686971835103527,"sigma_major_px_native":4.482339349234926,"sigma_minor_px_at_512":1.3336313618733397,"sigma_minor_px_native":2.083799002927093,"sigma_px_at_512":2.8686971835103527,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":2,"downsample_restore":2,"gaussian_noise":3,"jpeg":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":64},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.0635329612631921,"sigma_x255":16.200905122113987},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":877398990958008938,"profile":"D6","realization_id":0,"realization_seed":1515331266974283076,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.6708505310954525},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__color__020.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/color/020","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/color/020","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"color","exact_duplicate_ids":[],"height":800,"identity_group":"1721f228bdc31aaef52b82e88a4281fc871542a5e8c717cd873b0298e4060d7b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/color/020.png","image_path":"pill/test/color/020.png","image_sha256":"1721f228bdc31aaef52b82e88a4281fc871542a5e8c717cd873b0298e4060d7b","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/color/020_mask.png","mask_path":"pill/ground_truth/color/020_mask.png","mask_sha256":"345bf1f2b2a644b4665b5b1ebe4abe11cff82d4804bb4c08f15d84b26e84c22c","official_split":"test","source_id":"pill/test/color/020","width":800}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.984182031638094,"aniso_ratio":1.7819510703070005,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.258069704072412,"sigma_major_px_native":6.6532339126131435,"sigma_minor_px_at_512":2.3895547835321973,"sigma_minor_px_native":3.733679349269058,"sigma_px_at_512":4.258069704072412,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3,"jpeg":4,"overexposure":3},"dominant_effect":"jpeg","exposure_ev":1.0056747970649282,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":40},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5614596427181332787,"profile":"D4","realization_id":0,"realization_seed":6067950428910650592,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__color__021.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/color/021","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/color/021","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"color","exact_duplicate_ids":[],"height":800,"identity_group":"60872f91063786a7aa9894cf1653df75f6bee7522a836a9c38c72acd3dcd919d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/color/021.png","image_path":"pill/test/color/021.png","image_sha256":"60872f91063786a7aa9894cf1653df75f6bee7522a836a9c38c72acd3dcd919d","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/color/021_mask.png","mask_path":"pill/ground_truth/color/021_mask.png","mask_sha256":"c4c3568860b84b4a62385d41969cf6548d8997e1e2ffdb162682a36dfbf5a558","official_split":"test","source_id":"pill/test/color/021","width":800}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":2.9713798171768406,"sigma_minor_px_native":null,"sigma_px_at_512":1.901683082993178,"sigma_px_native":2.9713798171768406},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":1,"gaussian_noise":1,"isotropic_gaussian":1,"jpeg":2},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":65},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.0463004639399665,"sigma_x255":11.806618304691458},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1539380403919640699,"profile":"D6","realization_id":0,"realization_seed":1586428953138253820,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.330051395366497},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__color__023.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/color/023","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/color/023","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"color","exact_duplicate_ids":[],"height":800,"identity_group":"8ff0b4ce70b7cb6c104dd2528fdb12fb50809dcc9e8dfc3314de1cc3f0fc3836","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/color/023.png","image_path":"pill/test/color/023.png","image_sha256":"8ff0b4ce70b7cb6c104dd2528fdb12fb50809dcc9e8dfc3314de1cc3f0fc3836","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/color/023_mask.png","mask_path":"pill/ground_truth/color/023_mask.png","mask_sha256":"9d40c4ad71e8d938cd61904b6c9b61fbf24e1c8b2f19bb6274aefb43e3ff057f","official_split":"test","source_id":"pill/test/color/023","width":800}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.101768780459035,"aniso_ratio":2.896273321111888,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.333948694798855,"sigma_major_px_native":5.2092948356232105,"sigma_minor_px_at_512":1.1511167369794166,"sigma_minor_px_native":1.7986199015303386,"sigma_px_at_512":3.333948694798855,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2,"jpeg":2,"overexposure":3},"dominant_effect":"overexposure","exposure_ev":1.0858263561428447,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":61},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3927007113867622702,"profile":"D4","realization_id":0,"realization_seed":2712156098273549608,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__color__024.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/color/024","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/color/024","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"color","exact_duplicate_ids":[],"height":800,"identity_group":"e77edd3ba5bb7a224c852110b2fada441141dacd3f2b01bbe04b195ae465cca0","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/color/024.png","image_path":"pill/test/color/024.png","image_sha256":"e77edd3ba5bb7a224c852110b2fada441141dacd3f2b01bbe04b195ae465cca0","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/color/024_mask.png","mask_path":"pill/ground_truth/color/024_mask.png","mask_sha256":"aea1e2fc2425585f2f65933f539b9701418c51efc62666e73e230d1a55ba0e86","official_split":"test","source_id":"pill/test/color/024","width":800}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.9818861485809762,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":11.369193868847786,"length_px_native":17.764365420074665,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"jpeg":3,"linear_motion":2,"underexposure":2},"dominant_effect":"jpeg","exposure_ev":-1.0408182083057476,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":48},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05385327780598738,"sigma_x255":13.73258584052678},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7374484873464946123,"profile":"D5","realization_id":0,"realization_seed":5769776114755748574,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__combined__002.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/combined/002","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/combined/002","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"combined","exact_duplicate_ids":[],"height":800,"identity_group":"13833c306eafa6d79d07b7703e338743d5405c183d8ddb6afb389bb1282e69bb","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/combined/002.png","image_path":"pill/test/combined/002.png","image_sha256":"13833c306eafa6d79d07b7703e338743d5405c183d8ddb6afb389bb1282e69bb","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/combined/002_mask.png","mask_path":"pill/ground_truth/combined/002_mask.png","mask_sha256":"1d96440e2ba750250eee9087f8212687e5bd3b2a0f9339f730dbd1f4116be25b","official_split":"test","source_id":"pill/test/combined/002","width":800}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.2631796299727929,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5868744769928044804,"profile":"C2","realization_id":0,"realization_seed":6685310355002009950,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__combined__012.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/combined/012","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/combined/012","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"combined","exact_duplicate_ids":[],"height":800,"identity_group":"32e6310d677814b5d13d2f39b17c224280accb735d6bc4b93e0e3f32c88f877c","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/combined/012.png","image_path":"pill/test/combined/012.png","image_sha256":"32e6310d677814b5d13d2f39b17c224280accb735d6bc4b93e0e3f32c88f877c","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/combined/012_mask.png","mask_path":"pill/ground_truth/combined/012_mask.png","mask_sha256":"761f84ffd77a5f9674a48950d74b5e41dde91bf2ad945d811b4d880c9fa5d408","official_split":"test","source_id":"pill/test/combined/012","width":800}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":3.1845460392662313,"radius_px_native":4.975853186353486,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":905332805847478739,"profile":"B3","realization_id":0,"realization_seed":1194049399062211729,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__combined__014.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/combined/014","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/combined/014","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"combined","exact_duplicate_ids":[],"height":800,"identity_group":"614d3e3902ffabc943f94765105689aa3ae5186dfa24834bfb7719d435803dae","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/combined/014.png","image_path":"pill/test/combined/014.png","image_sha256":"614d3e3902ffabc943f94765105689aa3ae5186dfa24834bfb7719d435803dae","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/combined/014_mask.png","mask_path":"pill/ground_truth/combined/014_mask.png","mask_sha256":"adb35ecf5efc07cc25acf5801ba623e2b028423d348f8bc91e5adb3225b455f0","official_split":"test","source_id":"pill/test/combined/014","width":800}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":2.687842690471748,"radius_px_native":4.199754203862106,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":1,"gaussian_noise":2,"underexposure":1},"dominant_effect":"gaussian_noise","exposure_ev":-0.7727694558192595,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.049616526898946835,"sigma_x255":12.652214359231444},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6352260344107813454,"profile":"D2","realization_id":0,"realization_seed":3670833542913537110,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__contamination__009.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/contamination/009","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/contamination/009","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"contamination","exact_duplicate_ids":[],"height":800,"identity_group":"da4bd600f10286071f2c727c046b4d67f6088566efe7ee8d8fbf32bcf2188b77","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/contamination/009.png","image_path":"pill/test/contamination/009.png","image_sha256":"da4bd600f10286071f2c727c046b4d67f6088566efe7ee8d8fbf32bcf2188b77","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/contamination/009_mask.png","mask_path":"pill/ground_truth/contamination/009_mask.png","mask_sha256":"5d150868940e13fb2a81e9489eb1fc02238d8f1d4024fca4d683154c2d74c181","official_split":"test","source_id":"pill/test/contamination/009","width":800}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":0.3131865248016565,"aniso_ratio":2.627662245519409,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.842430929317515,"sigma_major_px_native":7.566298327058616,"sigma_minor_px_at_512":1.8428665775347064,"sigma_minor_px_native":2.8794790273979785,"sigma_px_at_512":4.842430929317515,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":4},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8797205389603360055,"profile":"B2","realization_id":0,"realization_seed":8403499201708067114,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__contamination__020.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/contamination/020","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/contamination/020","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"contamination","exact_duplicate_ids":[],"height":800,"identity_group":"4040af36d71e426bcce1cf21d7c71bde4948d9a2e901b01bcd034a995e86da1f","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/contamination/020.png","image_path":"pill/test/contamination/020.png","image_sha256":"4040af36d71e426bcce1cf21d7c71bde4948d9a2e901b01bcd034a995e86da1f","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/contamination/020_mask.png","mask_path":"pill/ground_truth/contamination/020_mask.png","mask_sha256":"2e5fbca3760dc73970d0104b0ad755187298e675235929dfc4cc5fabf0be32e7","official_split":"test","source_id":"pill/test/contamination/020","width":800}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":2},"dominant_effect":"underexposure","exposure_ev":-0.9477119826733964,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4369643709827052038,"profile":"C2","realization_id":0,"realization_seed":9110571356571429311,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__crack__009.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/crack/009","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/crack/009","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"crack","exact_duplicate_ids":[],"height":800,"identity_group":"b9881aa5694ff78e10b04a75a08f5c051435c64bce6575a9bf25e15d4910bd43","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/crack/009.png","image_path":"pill/test/crack/009.png","image_sha256":"b9881aa5694ff78e10b04a75a08f5c051435c64bce6575a9bf25e15d4910bd43","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/crack/009_mask.png","mask_path":"pill/ground_truth/crack/009_mask.png","mask_sha256":"d53d97a4c531acc926b8fe7d2c3be40cb15a782cde21f913e3bf9d136b38e2f7","official_split":"test","source_id":"pill/test/crack/009","width":800}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":3},"dominant_effect":"overexposure","exposure_ev":1.0921760708756028,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7639667733444576375,"profile":"C3","realization_id":0,"realization_seed":4973965840900757517,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__crack__012.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/crack/012","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/crack/012","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"crack","exact_duplicate_ids":[],"height":800,"identity_group":"a901b2c63a32e04e4c47083ddd1c4ba093ff3ce32fb1bc01933cb23de613645f","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/crack/012.png","image_path":"pill/test/crack/012.png","image_sha256":"a901b2c63a32e04e4c47083ddd1c4ba093ff3ce32fb1bc01933cb23de613645f","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/crack/012_mask.png","mask_path":"pill/ground_truth/crack/012_mask.png","mask_sha256":"c472d0632f77ea43f542a159ececc4d1201f37cecc0d0c6b5ecf64b05ad90fa2","official_split":"test","source_id":"pill/test/crack/012","width":800}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":2.1697621753701366,"radius_px_native":3.3902533990158386,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":1},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":259400598028953343,"profile":"B3","realization_id":0,"realization_seed":3244700585049771384,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__crack__021.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/crack/021","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/crack/021","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"crack","exact_duplicate_ids":[],"height":800,"identity_group":"0c1b2b40533609367d7a3a6d4e11afe98ec78862b1339070e87eaad5fae456e3","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/crack/021.png","image_path":"pill/test/crack/021.png","image_sha256":"0c1b2b40533609367d7a3a6d4e11afe98ec78862b1339070e87eaad5fae456e3","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/crack/021_mask.png","mask_path":"pill/ground_truth/crack/021_mask.png","mask_sha256":"84b3537df7eca4681723ce2fbb8f26d457d75b437fb600810eb7193784d38d3c","official_split":"test","source_id":"pill/test/crack/021","width":800}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":1.0611078554326472,"aniso_ratio":2.995290867201235,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.5301629686410365,"sigma_major_px_native":3.9533796385016196,"sigma_minor_px_at_512":0.8447136124062606,"sigma_minor_px_native":1.3198650193847823,"sigma_px_at_512":2.5301629686410365,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":1},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":281430441960437579,"profile":"B2","realization_id":0,"realization_seed":8786279811086350659,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__faulty_imprint__001.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/faulty_imprint/001","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/faulty_imprint/001","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"faulty_imprint","exact_duplicate_ids":[],"height":800,"identity_group":"153b88eca7561629168f2cdd0052108625a7a20ced0f9d4c4624dfcb27bc9ab7","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/faulty_imprint/001.png","image_path":"pill/test/faulty_imprint/001.png","image_sha256":"153b88eca7561629168f2cdd0052108625a7a20ced0f9d4c4624dfcb27bc9ab7","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/faulty_imprint/001_mask.png","mask_path":"pill/ground_truth/faulty_imprint/001_mask.png","mask_sha256":"2b19d6411140ecab5f2425f333ab6401a156f97ba193ce7334a864b626d96020","official_split":"test","source_id":"pill/test/faulty_imprint/001","width":800}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.6430396083598646,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":20.265323752659818,"length_px_native":31.664568363530964,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"jpeg":3,"linear_motion":4,"underexposure":3},"dominant_effect":"linear_motion","exposure_ev":-1.3086659878357416,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":58},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07902411201967292,"sigma_x255":20.151148565016594},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1683849225766254110,"profile":"D5","realization_id":0,"realization_seed":8565310410255649540,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__faulty_imprint__002.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/faulty_imprint/002","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/faulty_imprint/002","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"faulty_imprint","exact_duplicate_ids":[],"height":800,"identity_group":"38c1b5c70131e4f82f8b6da103086979e9a7a2ef7ee28d60e52be3b0e26b05dc","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/faulty_imprint/002.png","image_path":"pill/test/faulty_imprint/002.png","image_sha256":"38c1b5c70131e4f82f8b6da103086979e9a7a2ef7ee28d60e52be3b0e26b05dc","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/faulty_imprint/002_mask.png","mask_path":"pill/ground_truth/faulty_imprint/002_mask.png","mask_sha256":"ffda5f5a8ac1044f3c0dff6df0261243c5ffc4cd0cbc479ffa14f34c55d67b02","official_split":"test","source_id":"pill/test/faulty_imprint/002","width":800}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.7256587456749177,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":9.805498028082424,"length_px_native":15.321090668878787,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"jpeg":2,"linear_motion":2,"underexposure":2},"dominant_effect":"gaussian_noise","exposure_ev":-0.8606927142860377,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":68},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06783335974039488,"sigma_x255":17.297506733800695},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6740880101142196760,"profile":"D5","realization_id":0,"realization_seed":124028840464092821,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__faulty_imprint__016.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/faulty_imprint/016","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/faulty_imprint/016","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"faulty_imprint","exact_duplicate_ids":[],"height":800,"identity_group":"c88c4d0a3e176860ae263ead6f7e753e5eb3b23112224fac89a4b28f629c2881","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/faulty_imprint/016.png","image_path":"pill/test/faulty_imprint/016.png","image_sha256":"c88c4d0a3e176860ae263ead6f7e753e5eb3b23112224fac89a4b28f629c2881","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/faulty_imprint/016_mask.png","mask_path":"pill/ground_truth/faulty_imprint/016_mask.png","mask_sha256":"04d4b191d415938b5b02960ec0907206d22076b14a7cd7ac9562d2c30e265285","official_split":"test","source_id":"pill/test/faulty_imprint/016","width":800}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":4},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":40},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1725736277128195662,"profile":"C4","realization_id":0,"realization_seed":8220633736348694688,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__faulty_imprint__017.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/faulty_imprint/017","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/faulty_imprint/017","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"faulty_imprint","exact_duplicate_ids":[],"height":800,"identity_group":"2247705fa4e55543f75e795ec78b3e6777e3384ca4ba3109f482a68cb323ac8a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/faulty_imprint/017.png","image_path":"pill/test/faulty_imprint/017.png","image_sha256":"2247705fa4e55543f75e795ec78b3e6777e3384ca4ba3109f482a68cb323ac8a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/faulty_imprint/017_mask.png","mask_path":"pill/ground_truth/faulty_imprint/017_mask.png","mask_sha256":"3b5e57c99223b9ae2cf214bfa242d6607ab8c1acf382197f08c9cc64e0c531c8","official_split":"test","source_id":"pill/test/faulty_imprint/017","width":800}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":0.44954884806202305,"aniso_ratio":2.262236731013261,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.9589051843093856,"sigma_major_px_native":4.623289350483415,"sigma_minor_px_at_512":1.3079555926863964,"sigma_minor_px_native":2.0436806135724943,"sigma_px_at_512":2.9589051843093856,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2064237811829410605,"profile":"B2","realization_id":0,"realization_seed":2818990838528011289,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__good__008.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/good/008","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/good/008","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":800,"identity_group":"030a5ec86ef4559132bad8c61443aabe3786e16c247957d889e23e5541155cfb","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/good/008.png","image_path":"pill/test/good/008.png","image_sha256":"030a5ec86ef4559132bad8c61443aabe3786e16c247957d889e23e5541155cfb","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pill/test/good/008","width":800}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":0.35428327948642563,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":13.195020311937117,"length_px_native":20.617219237401745,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":578955879938625835,"profile":"B4","realization_id":0,"realization_seed":5400020385711716927,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__good__009.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/good/009","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/good/009","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":800,"identity_group":"9220b4441e36e9007350819d01000716468424482e70532c9a30c3dd3569ac99","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/good/009.png","image_path":"pill/test/good/009.png","image_sha256":"9220b4441e36e9007350819d01000716468424482e70532c9a30c3dd3569ac99","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pill/test/good/009","width":800}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.476928583783215,"aniso_ratio":2.8387853271648655,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":6.371639814279954,"sigma_major_px_native":9.955687209812428,"sigma_minor_px_at_512":2.2444951202574375,"sigma_minor_px_native":3.507023625402246,"sigma_px_at_512":6.371639814279954,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":5,"jpeg":4,"overexposure":4},"dominant_effect":"anisotropic_gaussian","exposure_ev":1.6187812161793067,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":42},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7708603222196415108,"profile":"D4","realization_id":0,"realization_seed":2925583746956774629,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__good__016.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/good/016","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/good/016","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":800,"identity_group":"bb0c1fd0482c8b9a4780ee3279c7024b0327562c08ecc1c8206ebacd10cef847","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/good/016.png","image_path":"pill/test/good/016.png","image_sha256":"bb0c1fd0482c8b9a4780ee3279c7024b0327562c08ecc1c8206ebacd10cef847","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pill/test/good/016","width":800}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.619859768091779,"aniso_ratio":1.6698008508772624,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.0954905302341293,"sigma_major_px_native":4.836703953490827,"sigma_minor_px_at_512":1.8538082122834307,"sigma_minor_px_native":2.89657533169286,"sigma_px_at_512":3.0954905302341293,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":2,"downsample_restore":3,"gaussian_noise":2,"jpeg":2},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":69},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.060134675308092,"sigma_x255":15.33434220356346},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6897274072688618866,"profile":"D6","realization_id":0,"realization_seed":7981109322919389776,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.9565467830120715},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__good__018.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/good/018","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/good/018","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":800,"identity_group":"d27ce453ecb6c1d7ce0b5e4d5416042fd778c7d534748851eea284efb46ed7d5","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/good/018.png","image_path":"pill/test/good/018.png","image_sha256":"d27ce453ecb6c1d7ce0b5e4d5416042fd778c7d534748851eea284efb46ed7d5","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pill/test/good/018","width":800}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":1.820020345988308,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":10.801286726296183,"length_px_native":16.87701050983779,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":2},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1047197380084754392,"profile":"B4","realization_id":0,"realization_seed":4567159745776974803,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__good__025.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/good/025","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/good/025","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":800,"identity_group":"25db227a28902928e16eb500aee9d0fd6517bd71edb236e144d8a70d9d467f9b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/good/025.png","image_path":"pill/test/good/025.png","image_sha256":"25db227a28902928e16eb500aee9d0fd6517bd71edb236e144d8a70d9d467f9b","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pill/test/good/025","width":800}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.25738332520933843,"aniso_ratio":1.7937476335313032,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.20946922988533,"sigma_major_px_native":6.577295671695828,"sigma_minor_px_at_512":2.346745523838412,"sigma_minor_px_native":3.666789880997519,"sigma_px_at_512":4.20946922988533,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":3,"downsample_restore":4,"gaussian_noise":3,"jpeg":3},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":57},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07594161270287773,"sigma_x255":19.365111239233823},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3756945467386266015,"profile":"D6","realization_id":0,"realization_seed":2201707341744633962,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":true,"factor":2.1346709769624024},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__pill_type__000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/pill_type/000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/pill_type/000","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"pill_type","exact_duplicate_ids":[],"height":800,"identity_group":"9cab751a08769a940fcbbf6c8d1c20085aab6339082732e25754bb2b0649259c","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/pill_type/000.png","image_path":"pill/test/pill_type/000.png","image_sha256":"9cab751a08769a940fcbbf6c8d1c20085aab6339082732e25754bb2b0649259c","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/pill_type/000_mask.png","mask_path":"pill/ground_truth/pill_type/000_mask.png","mask_sha256":"303c3b68a11b3e52b373ced090d47656b36556394be86b7d2edaee3a57afcfc7","official_split":"test","source_id":"pill/test/pill_type/000","width":800}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.8770907786903592,"aniso_ratio":2.613235138022711,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.159162415844827,"sigma_major_px_native":3.373691274757542,"sigma_minor_px_at_512":0.8262411538972892,"sigma_minor_px_native":1.2910018029645145,"sigma_px_at_512":2.159162415844827,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":1,"jpeg":2,"overexposure":1},"dominant_effect":"jpeg","exposure_ev":0.5982047188939228,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":68},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8199370932268207765,"profile":"D4","realization_id":0,"realization_seed":4314236109689194792,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__pill_type__001.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/pill_type/001","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/pill_type/001","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"pill_type","exact_duplicate_ids":[],"height":800,"identity_group":"c6f83ceadb6ec0d4e658fe903e0264fcee2ac35ace4c4da3ae31ebf6c1ed7f6d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/pill_type/001.png","image_path":"pill/test/pill_type/001.png","image_sha256":"c6f83ceadb6ec0d4e658fe903e0264fcee2ac35ace4c4da3ae31ebf6c1ed7f6d","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/pill_type/001_mask.png","mask_path":"pill/ground_truth/pill_type/001_mask.png","mask_sha256":"73d67a231aeafe4703120f2e3480e5c49f2e29fecac952b0c8aa6d36427bd63b","official_split":"test","source_id":"pill/test/pill_type/001","width":800}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.9942411303196215,"aniso_ratio":1.755479368766994,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.086270658328868,"sigma_major_px_native":4.822297903638857,"sigma_minor_px_at_512":1.7580785700128105,"sigma_minor_px_native":2.7469977656450166,"sigma_px_at_512":3.086270658328868,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2,"jpeg":3,"overexposure":2},"dominant_effect":"jpeg","exposure_ev":0.6865255773484847,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":55},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":836265649035718044,"profile":"D4","realization_id":0,"realization_seed":269929625719460263,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__pill_type__006.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/pill_type/006","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/pill_type/006","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"pill_type","exact_duplicate_ids":[],"height":800,"identity_group":"90e1e68109b24b71058a9e8f963f492fbc819323c9f6525b9c6b75ead4400f9a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/pill_type/006.png","image_path":"pill/test/pill_type/006.png","image_sha256":"90e1e68109b24b71058a9e8f963f492fbc819323c9f6525b9c6b75ead4400f9a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/pill_type/006_mask.png","mask_path":"pill/ground_truth/pill_type/006_mask.png","mask_sha256":"7f8a88c0837c67cd251e506e4d12af4838ffb22ae84ece18d09cc4ee749b7fb6","official_split":"test","source_id":"pill/test/pill_type/006","width":800}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":3.625792597513059,"radius_px_native":5.665300933614155,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2,"gaussian_noise":3,"underexposure":2},"dominant_effect":"gaussian_noise","exposure_ev":-0.910501162314306,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07776768549730802,"sigma_x255":19.830759801813546},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7444769851877736032,"profile":"D2","realization_id":0,"realization_seed":3797082984270253476,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__scratch__000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/scratch/000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/scratch/000","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch","exact_duplicate_ids":[],"height":800,"identity_group":"e1e5e72e0b032c96ee1c012f385e9cb78f04a63b636a24dc597f954d840c2c35","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/scratch/000.png","image_path":"pill/test/scratch/000.png","image_sha256":"e1e5e72e0b032c96ee1c012f385e9cb78f04a63b636a24dc597f954d840c2c35","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/scratch/000_mask.png","mask_path":"pill/ground_truth/scratch/000_mask.png","mask_sha256":"f4660620e938e218901b74242228ac9f95503d63e2a2e08957552751ffab1f51","official_split":"test","source_id":"pill/test/scratch/000","width":800}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":2},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":70},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6112429631897544946,"profile":"C4","realization_id":0,"realization_seed":4097430354044788107,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__scratch__005.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/scratch/005","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/scratch/005","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch","exact_duplicate_ids":[],"height":800,"identity_group":"d41a88f0d32951f29fca7823386b978078d2bb99bb59859d816e400a40cce233","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/scratch/005.png","image_path":"pill/test/scratch/005.png","image_sha256":"d41a88f0d32951f29fca7823386b978078d2bb99bb59859d816e400a40cce233","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/scratch/005_mask.png","mask_path":"pill/ground_truth/scratch/005_mask.png","mask_sha256":"f7cf665db7e960888140b4af994e0d2a85a70525643c9184e7c4ce67b54925fc","official_split":"test","source_id":"pill/test/scratch/005","width":800}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.3370752466794905,"aniso_ratio":2.846446196383751,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.3995777259334035,"sigma_major_px_native":5.311840196770943,"sigma_minor_px_at_512":1.1943235499242442,"sigma_minor_px_native":1.8661305467566314,"sigma_px_at_512":3.3995777259334035,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":2,"downsample_restore":2,"gaussian_noise":3,"jpeg":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":63},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.0684239792780161,"sigma_x255":17.448114715894107},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2918790516537403569,"profile":"D6","realization_id":0,"realization_seed":2027427721824956090,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.658130494287094},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__scratch__013.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/scratch/013","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/scratch/013","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch","exact_duplicate_ids":[],"height":800,"identity_group":"339718fd6c4509f4b8c900bb41261248c23540a065c3f068f4da3d1f5c21e9d2","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/scratch/013.png","image_path":"pill/test/scratch/013.png","image_sha256":"339718fd6c4509f4b8c900bb41261248c23540a065c3f068f4da3d1f5c21e9d2","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/scratch/013_mask.png","mask_path":"pill/ground_truth/scratch/013_mask.png","mask_sha256":"e72d8a4b556ab5923c901576c74367737e5671cdc4f27f8ced1d61903b1bce16","official_split":"test","source_id":"pill/test/scratch/013","width":800}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":1.1043191297218338,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":14.135080213625981,"length_px_native":22.086062833790596,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05013767453693636,"sigma_x255":12.785107006918771},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8637649363740532263,"profile":"D1","realization_id":0,"realization_seed":3455993031843761835,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__scratch__019.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/scratch/019","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/scratch/019","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch","exact_duplicate_ids":[],"height":800,"identity_group":"ba0cdcc1d0f81dae4dd3543c02b945ff4b0384da26229a36cf14a3f811aafada","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/scratch/019.png","image_path":"pill/test/scratch/019.png","image_sha256":"ba0cdcc1d0f81dae4dd3543c02b945ff4b0384da26229a36cf14a3f811aafada","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/scratch/019_mask.png","mask_path":"pill/ground_truth/scratch/019_mask.png","mask_sha256":"ea32ec173db46b157d43cca6dfa5c5427b86cee23e173a30a27ffec22e16f408","official_split":"test","source_id":"pill/test/scratch/019","width":800}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":48},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6309181735549834062,"profile":"C4","realization_id":0,"realization_seed":7375014936747594675,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__scratch__021.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/scratch/021","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/scratch/021","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch","exact_duplicate_ids":[],"height":800,"identity_group":"c1506d4d113c3c24a0aa72ef4cd0ca79ec4cbe7fea437d65d113c742e337662a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/scratch/021.png","image_path":"pill/test/scratch/021.png","image_sha256":"c1506d4d113c3c24a0aa72ef4cd0ca79ec4cbe7fea437d65d113c742e337662a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/scratch/021_mask.png","mask_path":"pill/ground_truth/scratch/021_mask.png","mask_sha256":"d98a8b340d6e9a411365ecc129bf14117a96b7411d66c8f5f78d27635206b63c","official_split":"test","source_id":"pill/test/scratch/021","width":800}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":3.1128125337367005,"aniso_ratio":2.9154842628801596,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.954796641074334,"sigma_major_px_native":4.616869751678647,"sigma_minor_px_at_512":1.013483996019014,"sigma_minor_px_native":1.5835687437797095,"sigma_px_at_512":2.954796641074334,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":2,"downsample_restore":2,"gaussian_noise":2,"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":56},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06260587222587133,"sigma_x255":15.964497417597189},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6158312052582567488,"profile":"D6","realization_id":0,"realization_seed":1829620063810712569,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.698815585876696},"spatial_scale_q":1.5625,"track":"core"},"output":{"path":"mvtec_ad/pill/mvtec_ad__pill__test__scratch__023.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::pill/test/scratch/023","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pill","compat_id":"pill/test/scratch/023","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch","exact_duplicate_ids":[],"height":800,"identity_group":"e6d9f029bc38081bb732d9cbb09e5f9a9650f6f15b5544470902050266be9a9c","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/test/scratch/023.png","image_path":"pill/test/scratch/023.png","image_sha256":"e6d9f029bc38081bb732d9cbb09e5f9a9650f6f15b5544470902050266be9a9c","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/pill/ground_truth/scratch/023_mask.png","mask_path":"pill/ground_truth/scratch/023_mask.png","mask_sha256":"7f9b149454208b5b797090e31ad8bb62ac6f547c3fd17d6f0b91352bda5bbc5c","official_split":"test","source_id":"pill/test/scratch/023","width":800}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":2},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":66},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3077608415704924813,"profile":"C4","realization_id":0,"realization_seed":1789706908038827778,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__good__001.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/good/001","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/good/001","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"983a27fcea10ce8eafeebac3db0899e5fb6ad84338a6cabc5746ee96d2865daa","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/good/001.png","image_path":"screw/test/good/001.png","image_sha256":"983a27fcea10ce8eafeebac3db0899e5fb6ad84338a6cabc5746ee96d2865daa","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"screw/test/good/001","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.593869005389246,"sigma_minor_px_native":null,"sigma_px_at_512":3.296934502694623,"sigma_px_native":6.593869005389246},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":2,"gaussian_noise":2,"isotropic_gaussian":3,"jpeg":2},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":63},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.056771571423947925,"sigma_x255":14.476750713106721},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":492095968572303623,"profile":"D6","realization_id":0,"realization_seed":499652807709392280,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.518441548483653},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__good__004.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/good/004","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/good/004","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"c39b031943fc27099a686a2afa7761e02ace514076bbf8589bd18c5c96f9e048","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/good/004.png","image_path":"screw/test/good/004.png","image_sha256":"c39b031943fc27099a686a2afa7761e02ace514076bbf8589bd18c5c96f9e048","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"screw/test/good/004","width":1024}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.921202314946573,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":8.132313621799897,"length_px_native":16.264627243599794,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"jpeg":1,"linear_motion":1,"underexposure":1},"dominant_effect":"gaussian_noise","exposure_ev":-0.7263374923688029,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":71},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.048584638265898414,"sigma_x255":12.389082757804095},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3204453874482895402,"profile":"D5","realization_id":0,"realization_seed":8082980541094006977,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__good__013.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/good/013","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/good/013","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"31771b503ad777de0e12e87f4b31873ff772d038d0fe8974b2c448633d3dfb86","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/good/013.png","image_path":"screw/test/good/013.png","image_sha256":"31771b503ad777de0e12e87f4b31873ff772d038d0fe8974b2c448633d3dfb86","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"screw/test/good/013","width":1024}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.778623128708996,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":12.334119431011928,"length_px_native":24.668238862023856,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"jpeg":2,"linear_motion":2,"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.1809060131786588,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":64},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05510459494513882,"sigma_x255":14.0516717110104},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8853660466325048971,"profile":"D5","realization_id":0,"realization_seed":2837319923086034818,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__good__014.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/good/014","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/good/014","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"15a2fd28029061590cb5b7d694ff96b25ef38c18d25905aa3ba08e1425a2c357","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/good/014.png","image_path":"screw/test/good/014.png","image_sha256":"15a2fd28029061590cb5b7d694ff96b25ef38c18d25905aa3ba08e1425a2c357","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"screw/test/good/014","width":1024}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":4},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":42},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1495470851246839901,"profile":"C4","realization_id":0,"realization_seed":5857879133390151328,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__good__016.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/good/016","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/good/016","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"243cddbd853356b0eb9164587119e7077e8f69b44758c42db62a6b6a25415170","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/good/016.png","image_path":"screw/test/good/016.png","image_sha256":"243cddbd853356b0eb9164587119e7077e8f69b44758c42db62a6b6a25415170","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"screw/test/good/016","width":1024}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":3.969486135968169,"radius_px_native":7.938972271936338,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2,"gaussian_noise":2,"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.2192187392231517,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.059023260049236054,"sigma_x255":15.050931312555194},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5440138635832891481,"profile":"D2","realization_id":0,"realization_seed":2516654310405515907,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__good__017.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/good/017","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/good/017","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"eaf6c4fc17d6b68eb1426e325997fd339bcb81de3bfcdc0c03f21629021474c6","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/good/017.png","image_path":"screw/test/good/017.png","image_sha256":"eaf6c4fc17d6b68eb1426e325997fd339bcb81de3bfcdc0c03f21629021474c6","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"screw/test/good/017","width":1024}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":1.1867397005184113,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":20.968251545318626,"length_px_native":41.93650309063725,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":4},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":995925407886874465,"profile":"B4","realization_id":0,"realization_seed":3912106229157602578,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__good__021.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/good/021","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/good/021","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"612b73c6c49b28a3eadf012d05ca2b194838c4730476e08b531c029e805d50fc","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/good/021.png","image_path":"screw/test/good/021.png","image_sha256":"612b73c6c49b28a3eadf012d05ca2b194838c4730476e08b531c029e805d50fc","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"screw/test/good/021","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":3.480061884653674,"sigma_minor_px_native":null,"sigma_px_at_512":1.740030942326837,"sigma_px_native":3.480061884653674},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":1,"gaussian_noise":2,"isotropic_gaussian":1,"jpeg":1},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":79},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05396734093105379,"sigma_x255":13.761671937418717},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6666387220687553005,"profile":"D6","realization_id":0,"realization_seed":3841171778563922201,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.418637341518866},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__good__032.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/good/032","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/good/032","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"66fc89262ff30a51d676d53397e283746dd73d752df2280b8143ddd097294cd9","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/good/032.png","image_path":"screw/test/good/032.png","image_sha256":"66fc89262ff30a51d676d53397e283746dd73d752df2280b8143ddd097294cd9","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"screw/test/good/032","width":1024}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":4.96988141652827,"radius_px_native":9.93976283305654,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3,"gaussian_noise":2,"underexposure":2},"dominant_effect":"disk_defocus","exposure_ev":-1.011944764297875,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.060679850659802415,"sigma_x255":15.473361918249616},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7392702622818924962,"profile":"D2","realization_id":0,"realization_seed":5291492584607110450,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__manipulated_front__002.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/manipulated_front/002","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/manipulated_front/002","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"manipulated_front","exact_duplicate_ids":[],"height":1024,"identity_group":"401108d47f072ee48d97441f3b53819e128873216c1647c8d3d91c7332b7dbc7","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/manipulated_front/002.png","image_path":"screw/test/manipulated_front/002.png","image_sha256":"401108d47f072ee48d97441f3b53819e128873216c1647c8d3d91c7332b7dbc7","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/ground_truth/manipulated_front/002_mask.png","mask_path":"screw/ground_truth/manipulated_front/002_mask.png","mask_sha256":"f8eec2ad5e3dcaf85d31fff0c55e962f48a784db9859658811922257f6d21007","official_split":"test","source_id":"screw/test/manipulated_front/002","width":1024}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.513119184831537,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":14.739949659725488,"length_px_native":29.479899319450976,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"jpeg":4,"linear_motion":3,"underexposure":3},"dominant_effect":"jpeg","exposure_ev":-1.3777753375446933,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":43},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06912553557210828,"sigma_x255":17.62701157088761},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1144717188388373489,"profile":"D5","realization_id":0,"realization_seed":6670438541770152837,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__manipulated_front__007.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/manipulated_front/007","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/manipulated_front/007","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"manipulated_front","exact_duplicate_ids":[],"height":1024,"identity_group":"c43884f30cf2c9a00d65fc97fd7eb4e9ee95315c763cee9af0cf1a0e77e51229","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/manipulated_front/007.png","image_path":"screw/test/manipulated_front/007.png","image_sha256":"c43884f30cf2c9a00d65fc97fd7eb4e9ee95315c763cee9af0cf1a0e77e51229","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/ground_truth/manipulated_front/007_mask.png","mask_path":"screw/ground_truth/manipulated_front/007_mask.png","mask_sha256":"cda3464ca5ce7ab73a1d745ee96c92e455583f72f0461846eb512f676aefd823","official_split":"test","source_id":"screw/test/manipulated_front/007","width":1024}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.8011838299204532,"aniso_ratio":1.6277642692256948,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.5970314103558922,"sigma_major_px_native":7.1940628207117845,"sigma_minor_px_at_512":2.209798727224152,"sigma_minor_px_native":4.419597454448304,"sigma_px_at_512":3.5970314103558922,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":2,"downsample_restore":3,"gaussian_noise":2,"jpeg":2},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":68},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05471131368412426,"sigma_x255":13.951384989451686},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6729370430092010244,"profile":"D6","realization_id":0,"realization_seed":1896195605860530889,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.8111893938352672},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__manipulated_front__015.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/manipulated_front/015","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/manipulated_front/015","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"manipulated_front","exact_duplicate_ids":[],"height":1024,"identity_group":"20d96e5fc835594b831373775aaf5b04287a8e0b4a16c79534a03dcd155c5b93","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/manipulated_front/015.png","image_path":"screw/test/manipulated_front/015.png","image_sha256":"20d96e5fc835594b831373775aaf5b04287a8e0b4a16c79534a03dcd155c5b93","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/ground_truth/manipulated_front/015_mask.png","mask_path":"screw/ground_truth/manipulated_front/015_mask.png","mask_sha256":"0b9187715af5814fc5747f2d2576665eb280e2305eb8a5b352d0c1a6bf632938","official_split":"test","source_id":"screw/test/manipulated_front/015","width":1024}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":2},"dominant_effect":"underexposure","exposure_ev":-0.8604588833026219,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4861807723071715796,"profile":"C2","realization_id":0,"realization_seed":1425412267646504937,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__manipulated_front__016.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/manipulated_front/016","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/manipulated_front/016","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"manipulated_front","exact_duplicate_ids":[],"height":1024,"identity_group":"009fc237ec9be42a173fa9ee7bd78a01d90579cb66756e59f5e1910318876d4d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/manipulated_front/016.png","image_path":"screw/test/manipulated_front/016.png","image_sha256":"009fc237ec9be42a173fa9ee7bd78a01d90579cb66756e59f5e1910318876d4d","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/ground_truth/manipulated_front/016_mask.png","mask_path":"screw/ground_truth/manipulated_front/016_mask.png","mask_sha256":"3811b148d9f361863d02652e4992911003f67dd0e74f7e21586c797085abfc3c","official_split":"test","source_id":"screw/test/manipulated_front/016","width":1024}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.7609608703866969,"aniso_ratio":2.817844375273202,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.0739557376084004,"sigma_major_px_native":6.147911475216801,"sigma_minor_px_at_512":1.0908891082071797,"sigma_minor_px_native":2.1817782164143593,"sigma_px_at_512":3.0739557376084004,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":2,"downsample_restore":2,"gaussian_noise":2,"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":48},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.059583715239978914,"sigma_x255":15.193847386194623},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4535512856430042207,"profile":"D6","realization_id":0,"realization_seed":3469461971088412523,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.47967061180031},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__manipulated_front__023.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/manipulated_front/023","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/manipulated_front/023","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"manipulated_front","exact_duplicate_ids":[],"height":1024,"identity_group":"a7425bacf1e2291a73023f3d148de66714b56d6650dcf46966c9c4d623037d0c","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/manipulated_front/023.png","image_path":"screw/test/manipulated_front/023.png","image_sha256":"a7425bacf1e2291a73023f3d148de66714b56d6650dcf46966c9c4d623037d0c","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/ground_truth/manipulated_front/023_mask.png","mask_path":"screw/ground_truth/manipulated_front/023_mask.png","mask_sha256":"6fc94696db034e88047acf8998410591901a2ec88e65e64683d0b8b88e3a42cb","official_split":"test","source_id":"screw/test/manipulated_front/023","width":1024}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":5},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.11507098187381043,"sigma_x255":29.34310037782166},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1192964787342881969,"profile":"C1","realization_id":0,"realization_seed":290277775646944794,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__scratch_head__004.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/scratch_head/004","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/scratch_head/004","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch_head","exact_duplicate_ids":[],"height":1024,"identity_group":"a92d1fe9a84ffa0a2183cfce6ac80148af16e68b83ede881d8b41e5f1f1bc740","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/scratch_head/004.png","image_path":"screw/test/scratch_head/004.png","image_sha256":"a92d1fe9a84ffa0a2183cfce6ac80148af16e68b83ede881d8b41e5f1f1bc740","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/ground_truth/scratch_head/004_mask.png","mask_path":"screw/ground_truth/scratch_head/004_mask.png","mask_sha256":"19688fc756cbe9a3b4c391af88cfcb1d9c3bbae5b98f568f37916b4e0634e5a6","official_split":"test","source_id":"screw/test/scratch_head/004","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.195935544586657,"sigma_minor_px_native":null,"sigma_px_at_512":2.5979677722933285,"sigma_px_native":5.195935544586657},"blur_kind":null,"component_tiers":{"downsample_restore":3,"isotropic_gaussian":2,"jpeg":2},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":69},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":964080557218561259,"profile":"D3","realization_id":0,"realization_seed":5785676974112693060,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.8094835997886454},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__scratch_head__006.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/scratch_head/006","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/scratch_head/006","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch_head","exact_duplicate_ids":[],"height":1024,"identity_group":"7d83201bbdf9c091edcf311ac6e78a3c9d539c4e2bf9dd030b4140bb6e305418","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/scratch_head/006.png","image_path":"screw/test/scratch_head/006.png","image_sha256":"7d83201bbdf9c091edcf311ac6e78a3c9d539c4e2bf9dd030b4140bb6e305418","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/ground_truth/scratch_head/006_mask.png","mask_path":"screw/ground_truth/scratch_head/006_mask.png","mask_sha256":"a61952bfabe5397505fc6160b3fc996bf1c7038992dc00647dd67c611fbc04be","official_split":"test","source_id":"screw/test/scratch_head/006","width":1024}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.9092543983458903,"aniso_ratio":2.616980271760374,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.466357725371438,"sigma_major_px_native":4.932715450742876,"sigma_minor_px_at_512":0.9424441414349615,"sigma_minor_px_native":1.884888282869923,"sigma_px_at_512":2.466357725371438,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":1,"downsample_restore":1,"gaussian_noise":1,"jpeg":1},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":74},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03280930470506781,"sigma_x255":8.36637269979229},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5288088646185326909,"profile":"D6","realization_id":0,"realization_seed":8019800568532101936,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.3938080867863825},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__scratch_head__007.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/scratch_head/007","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/scratch_head/007","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch_head","exact_duplicate_ids":[],"height":1024,"identity_group":"e1b37d07f8a3f14ad9dbd583b5fb2dbfbd149d2a294b3c42bde5ab08c791d54e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/scratch_head/007.png","image_path":"screw/test/scratch_head/007.png","image_sha256":"e1b37d07f8a3f14ad9dbd583b5fb2dbfbd149d2a294b3c42bde5ab08c791d54e","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/ground_truth/scratch_head/007_mask.png","mask_path":"screw/ground_truth/scratch_head/007_mask.png","mask_sha256":"75c3c27eb34da1d21592581b7df34a24a1bb344f5805821acd6b0cdfd547788c","official_split":"test","source_id":"screw/test/scratch_head/007","width":1024}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.1619774162234155,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":13.375963955870425,"length_px_native":26.75192791174085,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"jpeg":2,"linear_motion":3,"underexposure":2},"dominant_effect":"linear_motion","exposure_ev":-1.0221411400771274,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":64},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.058694827891683,"sigma_x255":14.967181112379166},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8179073597268402617,"profile":"D5","realization_id":0,"realization_seed":5922271911897796138,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__scratch_head__010.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/scratch_head/010","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/scratch_head/010","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch_head","exact_duplicate_ids":[],"height":1024,"identity_group":"5c364a035829211026a8a4820b418bf4d868bec2af191f1d79e92f63140889a3","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/scratch_head/010.png","image_path":"screw/test/scratch_head/010.png","image_sha256":"5c364a035829211026a8a4820b418bf4d868bec2af191f1d79e92f63140889a3","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/ground_truth/scratch_head/010_mask.png","mask_path":"screw/ground_truth/scratch_head/010_mask.png","mask_sha256":"abaa144d08d816f0baa324ee14e8c8d4ca9eee6c883a42c107362cd6b5eef69d","official_split":"test","source_id":"screw/test/scratch_head/010","width":1024}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":3},"dominant_effect":"overexposure","exposure_ev":1.2091048574099796,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6481316847221367042,"profile":"C3","realization_id":0,"realization_seed":4382206778534405453,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__scratch_head__020.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/scratch_head/020","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/scratch_head/020","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch_head","exact_duplicate_ids":[],"height":1024,"identity_group":"1ead0e5610d5fc9483dd2429af21a3309e5494c9281ae5fda8284a75418abdca","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/scratch_head/020.png","image_path":"screw/test/scratch_head/020.png","image_sha256":"1ead0e5610d5fc9483dd2429af21a3309e5494c9281ae5fda8284a75418abdca","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/ground_truth/scratch_head/020_mask.png","mask_path":"screw/ground_truth/scratch_head/020_mask.png","mask_sha256":"ee97798a75ad790ee6bde215e516d3d5aec8eac8a0362cd16e448519f6f33c1e","official_split":"test","source_id":"screw/test/scratch_head/020","width":1024}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.536604160698866,"sigma_minor_px_native":null,"sigma_px_at_512":3.268302080349433,"sigma_px_native":6.536604160698866},"blur_kind":null,"component_tiers":{"isotropic_gaussian":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5265056464386402468,"profile":"B1","realization_id":0,"realization_seed":1049839408447212381,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__scratch_head__023.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/scratch_head/023","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/scratch_head/023","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch_head","exact_duplicate_ids":[],"height":1024,"identity_group":"22aced520a5c8f20321085bc6346f39cb4705215f90d75967305cf0f4b9963b3","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/scratch_head/023.png","image_path":"screw/test/scratch_head/023.png","image_sha256":"22aced520a5c8f20321085bc6346f39cb4705215f90d75967305cf0f4b9963b3","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/ground_truth/scratch_head/023_mask.png","mask_path":"screw/ground_truth/scratch_head/023_mask.png","mask_sha256":"6008bafbc468e93eab46a64bf9951c8e4e77f73ca5898cb47396436ac2322aaa","official_split":"test","source_id":"screw/test/scratch_head/023","width":1024}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":2.457924006517907,"radius_px_native":4.915848013035814,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":1,"gaussian_noise":1,"underexposure":1},"dominant_effect":"underexposure","exposure_ev":-0.6090626110845063,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03284394073387587,"sigma_x255":8.375204887138347},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6538076600572335767,"profile":"D2","realization_id":0,"realization_seed":322248974787110370,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__scratch_neck__000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/scratch_neck/000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/scratch_neck/000","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch_neck","exact_duplicate_ids":[],"height":1024,"identity_group":"608a17e6067b8b990f44169bab76de407bddece19d0a396acaa4d00f71eb19ba","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/scratch_neck/000.png","image_path":"screw/test/scratch_neck/000.png","image_sha256":"608a17e6067b8b990f44169bab76de407bddece19d0a396acaa4d00f71eb19ba","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/ground_truth/scratch_neck/000_mask.png","mask_path":"screw/ground_truth/scratch_neck/000_mask.png","mask_sha256":"6ea0b573ad9f101a5f09308182ebabf10469c97fc6f82e39ca3fc0077dba0e49","official_split":"test","source_id":"screw/test/scratch_neck/000","width":1024}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.328702541993226,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":7.309062488882089,"length_px_native":14.618124977764179,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1,"jpeg":2,"linear_motion":1,"underexposure":1},"dominant_effect":"jpeg","exposure_ev":-0.5324952728947736,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":66},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03556289508335305,"sigma_x255":9.068538246255027},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":975048528487395316,"profile":"D5","realization_id":0,"realization_seed":1772090746929531496,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__scratch_neck__004.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/scratch_neck/004","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/scratch_neck/004","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch_neck","exact_duplicate_ids":[],"height":1024,"identity_group":"b3209843d937411e7898a9bfb4784c7eccb99d6565d0c503fa7d8fc9016fb3a8","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/scratch_neck/004.png","image_path":"screw/test/scratch_neck/004.png","image_sha256":"b3209843d937411e7898a9bfb4784c7eccb99d6565d0c503fa7d8fc9016fb3a8","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/ground_truth/scratch_neck/004_mask.png","mask_path":"screw/ground_truth/scratch_neck/004_mask.png","mask_sha256":"94ffc879f72d1b3ff4934e2ca08ec138b0bf9f53b14e0dc0dfe383e7563150ea","official_split":"test","source_id":"screw/test/scratch_neck/004","width":1024}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.7378353959235261,"aniso_ratio":2.2824783147457364,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.694853634048345,"sigma_major_px_native":9.38970726809669,"sigma_minor_px_at_512":2.056910509825081,"sigma_minor_px_native":4.113821019650162,"sigma_px_at_512":4.694853634048345,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":4,"jpeg":3,"overexposure":3},"dominant_effect":"anisotropic_gaussian","exposure_ev":1.2576513657734654,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":51},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8135164542685979041,"profile":"D4","realization_id":0,"realization_seed":7773533659339320947,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__scratch_neck__014.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/scratch_neck/014","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/scratch_neck/014","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch_neck","exact_duplicate_ids":[],"height":1024,"identity_group":"501819a0def16b5acfe2e5072702808cfd65ef41199f9cefd73111aec3c760e0","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/scratch_neck/014.png","image_path":"screw/test/scratch_neck/014.png","image_sha256":"501819a0def16b5acfe2e5072702808cfd65ef41199f9cefd73111aec3c760e0","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/ground_truth/scratch_neck/014_mask.png","mask_path":"screw/ground_truth/scratch_neck/014_mask.png","mask_sha256":"2e826ddaa7ad2a67e72a8c0b4ac9b507314e68328e873dcadb47ca7a4b71a3f7","official_split":"test","source_id":"screw/test/scratch_neck/014","width":1024}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":1},"dominant_effect":"underexposure","exposure_ev":-0.5762770682764842,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7617440476850423297,"profile":"C2","realization_id":0,"realization_seed":8550925923695953930,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__thread_side__004.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/thread_side/004","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/thread_side/004","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"thread_side","exact_duplicate_ids":[],"height":1024,"identity_group":"c7989f4ef74471327e48c2e13c6445d5681c2d798ce9555da80669ca9b36c6a0","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/thread_side/004.png","image_path":"screw/test/thread_side/004.png","image_sha256":"c7989f4ef74471327e48c2e13c6445d5681c2d798ce9555da80669ca9b36c6a0","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/ground_truth/thread_side/004_mask.png","mask_path":"screw/ground_truth/thread_side/004_mask.png","mask_sha256":"e84642c30b15eaafc4af2fa51ef6709ea38ba6cd81e56db1af0ae9849dc0d7f8","official_split":"test","source_id":"screw/test/thread_side/004","width":1024}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.7774935602957738,"aniso_ratio":2.5005297137674987,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.9353218864307324,"sigma_major_px_native":7.870643772861465,"sigma_minor_px_at_512":1.5737952901593242,"sigma_minor_px_native":3.1475905803186484,"sigma_px_at_512":3.9353218864307324,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3,"jpeg":4,"overexposure":3},"dominant_effect":"jpeg","exposure_ev":1.236022327228397,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":39},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3159991617426889343,"profile":"D4","realization_id":0,"realization_seed":3576916686025879008,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__thread_side__022.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/thread_side/022","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/thread_side/022","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"thread_side","exact_duplicate_ids":[],"height":1024,"identity_group":"aac85a5f71ee56a49f1d345814ae6918e7b00597ca187b0a77fb770bf96c32a9","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/thread_side/022.png","image_path":"screw/test/thread_side/022.png","image_sha256":"aac85a5f71ee56a49f1d345814ae6918e7b00597ca187b0a77fb770bf96c32a9","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/ground_truth/thread_side/022_mask.png","mask_path":"screw/ground_truth/thread_side/022_mask.png","mask_sha256":"23c267878f4a72dbd50324d1047c0f833cd682af38e40099859a4249d506f0be","official_split":"test","source_id":"screw/test/thread_side/022","width":1024}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":0.5577715512795615,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":18.43837148924399,"length_px_native":36.87674297848798,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":5,"linear_motion":4},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.11680684113900969,"sigma_x255":29.78574449044747},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5155651273923884069,"profile":"D1","realization_id":0,"realization_seed":2876207992174383737,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__thread_top__003.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/thread_top/003","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/thread_top/003","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"thread_top","exact_duplicate_ids":[],"height":1024,"identity_group":"2bd07f4bb4ed5370b0c0b9ae5e0038102326342b2d36bf4375714f8a6628b8aa","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/thread_top/003.png","image_path":"screw/test/thread_top/003.png","image_sha256":"2bd07f4bb4ed5370b0c0b9ae5e0038102326342b2d36bf4375714f8a6628b8aa","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/ground_truth/thread_top/003_mask.png","mask_path":"screw/ground_truth/thread_top/003_mask.png","mask_sha256":"8db3cf8c93ac378258d03c9e224979e9c150f3a242c99cac1da54a840f9e7020","official_split":"test","source_id":"screw/test/thread_top/003","width":1024}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":49},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":580543599777176079,"profile":"C4","realization_id":0,"realization_seed":1232516123226443753,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__thread_top__011.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/thread_top/011","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/thread_top/011","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"thread_top","exact_duplicate_ids":[],"height":1024,"identity_group":"42b0e6ef71f0c6a6a06150b413eb365c05297f679e3cda2164154cab2afe16fd","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/thread_top/011.png","image_path":"screw/test/thread_top/011.png","image_sha256":"42b0e6ef71f0c6a6a06150b413eb365c05297f679e3cda2164154cab2afe16fd","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/ground_truth/thread_top/011_mask.png","mask_path":"screw/ground_truth/thread_top/011_mask.png","mask_sha256":"bf65bec9805c9c041b0d3a89b96e7c0023c89c5d5261ca229a045933c437904c","official_split":"test","source_id":"screw/test/thread_top/011","width":1024}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":4},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":38},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":360145325429875392,"profile":"C4","realization_id":0,"realization_seed":7050969486928441543,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__thread_top__012.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/thread_top/012","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/thread_top/012","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"thread_top","exact_duplicate_ids":[],"height":1024,"identity_group":"8fa8998f99c47d393cbf92b947655784e61fb86fdd70599f079394fec60c9c93","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/thread_top/012.png","image_path":"screw/test/thread_top/012.png","image_sha256":"8fa8998f99c47d393cbf92b947655784e61fb86fdd70599f079394fec60c9c93","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/ground_truth/thread_top/012_mask.png","mask_path":"screw/ground_truth/thread_top/012_mask.png","mask_sha256":"a05378c12c65241c9b407da4a460dc4c01b9d28abdc4c9f5ac2b2e1673d8d62a","official_split":"test","source_id":"screw/test/thread_top/012","width":1024}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.52974748195895,"sigma_minor_px_native":null,"sigma_px_at_512":2.264873740979475,"sigma_px_native":4.52974748195895},"blur_kind":null,"component_tiers":{"isotropic_gaussian":2},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4317375138238129374,"profile":"B1","realization_id":0,"realization_seed":3094645340452160038,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__thread_top__015.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/thread_top/015","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/thread_top/015","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"thread_top","exact_duplicate_ids":[],"height":1024,"identity_group":"c197e7e13a05d213c87c1ca295c29d4dc7f931f5d97a1725501ee21a3674d65a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/thread_top/015.png","image_path":"screw/test/thread_top/015.png","image_sha256":"c197e7e13a05d213c87c1ca295c29d4dc7f931f5d97a1725501ee21a3674d65a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/ground_truth/thread_top/015_mask.png","mask_path":"screw/ground_truth/thread_top/015_mask.png","mask_sha256":"ffe50efa062c268236f093da8b024d228bf302128f8097247f8856197c8947ef","official_split":"test","source_id":"screw/test/thread_top/015","width":1024}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":1.469408735948261,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":10.794793389615494,"length_px_native":21.589586779230988,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"linear_motion":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08209881173129774,"sigma_x255":20.93519699148092},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1287664898556460315,"profile":"D1","realization_id":0,"realization_seed":7604627843677309709,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__thread_top__017.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/thread_top/017","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/thread_top/017","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"thread_top","exact_duplicate_ids":[],"height":1024,"identity_group":"ac7a132822530d5c6b1d0b8cdd92f16a0ec91b93bd13f6ac0b47bfab4a3f8ec9","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/thread_top/017.png","image_path":"screw/test/thread_top/017.png","image_sha256":"ac7a132822530d5c6b1d0b8cdd92f16a0ec91b93bd13f6ac0b47bfab4a3f8ec9","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/ground_truth/thread_top/017_mask.png","mask_path":"screw/ground_truth/thread_top/017_mask.png","mask_sha256":"6ef23a506ce02dfef918016d2aedaa49338b492b9ab0fe982c2f6cbfcdfa0fef","official_split":"test","source_id":"screw/test/thread_top/017","width":1024}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":8.933307219601527,"sigma_minor_px_native":null,"sigma_px_at_512":4.466653609800764,"sigma_px_native":8.933307219601527},"blur_kind":null,"component_tiers":{"isotropic_gaussian":5},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3137492545781745548,"profile":"B1","realization_id":0,"realization_seed":1643387027873865988,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__thread_top__018.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/thread_top/018","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/thread_top/018","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"thread_top","exact_duplicate_ids":[],"height":1024,"identity_group":"e19d74d81aef0465536cc1c2c7742ad860e4a9a215e0b33a641ac5538a2c6644","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/thread_top/018.png","image_path":"screw/test/thread_top/018.png","image_sha256":"e19d74d81aef0465536cc1c2c7742ad860e4a9a215e0b33a641ac5538a2c6644","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/ground_truth/thread_top/018_mask.png","mask_path":"screw/ground_truth/thread_top/018_mask.png","mask_sha256":"b1ca4a0578e929c73ebf262568eccb662d1d1bb5dd31632a6d138c59ea5d58a1","official_split":"test","source_id":"screw/test/thread_top/018","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":3.370054294067401,"sigma_minor_px_native":null,"sigma_px_at_512":1.6850271470337006,"sigma_px_native":3.370054294067401},"blur_kind":null,"component_tiers":{"downsample_restore":1,"isotropic_gaussian":1,"jpeg":2},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":68},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1667886318151261223,"profile":"D3","realization_id":0,"realization_seed":6040650692595232997,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.2717112199315506},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__thread_top__019.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/thread_top/019","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/thread_top/019","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"thread_top","exact_duplicate_ids":[],"height":1024,"identity_group":"16c6cc44a0a9bd5aa9d4a95e02fd6121670c2cc52ed837a511c72765ba971d38","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/thread_top/019.png","image_path":"screw/test/thread_top/019.png","image_sha256":"16c6cc44a0a9bd5aa9d4a95e02fd6121670c2cc52ed837a511c72765ba971d38","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/ground_truth/thread_top/019_mask.png","mask_path":"screw/ground_truth/thread_top/019_mask.png","mask_sha256":"90a492d1b59bd72dfff69fb58134d5113ddc6daf57fdb0d4ad93a6258579e1b2","official_split":"test","source_id":"screw/test/thread_top/019","width":1024}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":2.1547282740681677,"radius_px_native":4.309456548136335,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":1,"gaussian_noise":2,"underexposure":1},"dominant_effect":"gaussian_noise","exposure_ev":-0.5604559023506906,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04729632833758896,"sigma_x255":12.060563726085185},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6028253836261755539,"profile":"D2","realization_id":0,"realization_seed":6565040078073223128,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/screw/mvtec_ad__screw__test__thread_top__020.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::screw/test/thread_top/020","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"screw","compat_id":"screw/test/thread_top/020","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"thread_top","exact_duplicate_ids":[],"height":1024,"identity_group":"53d4fad9fb22783c777ebbe3166eb53916485184538d307395f481ea68b8a14c","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/test/thread_top/020.png","image_path":"screw/test/thread_top/020.png","image_sha256":"53d4fad9fb22783c777ebbe3166eb53916485184538d307395f481ea68b8a14c","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/screw/ground_truth/thread_top/020_mask.png","mask_path":"screw/ground_truth/thread_top/020_mask.png","mask_sha256":"9940195a6dace07f6f3fa3070b9f2d8a1db08d771782c39adb5ce4bc84b4055b","official_split":"test","source_id":"screw/test/thread_top/020","width":1024}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":49},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5006910426535083309,"profile":"C4","realization_id":0,"realization_seed":7877123380860511444,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.640625,"track":"core"},"output":{"path":"mvtec_ad/tile/mvtec_ad__tile__test__crack__000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::tile/test/crack/000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"tile","compat_id":"tile/test/crack/000","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"crack","exact_duplicate_ids":[],"height":840,"identity_group":"d10be1f6ec065f83d54c03b4093d7d87dfcc77617d8eb0df9f5a053aece4becf","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/test/crack/000.png","image_path":"tile/test/crack/000.png","image_sha256":"d10be1f6ec065f83d54c03b4093d7d87dfcc77617d8eb0df9f5a053aece4becf","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/ground_truth/crack/000_mask.png","mask_path":"tile/ground_truth/crack/000_mask.png","mask_sha256":"13ac4973d2f68bc6d0c2876c84dff08e876485d0bc601382880c7dbdcf1debe8","official_split":"test","source_id":"tile/test/crack/000","width":840}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.1518726617112185,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2941793451709161474,"profile":"C2","realization_id":0,"realization_seed":6802642407275114499,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.640625,"track":"core"},"output":{"path":"mvtec_ad/tile/mvtec_ad__tile__test__crack__002.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::tile/test/crack/002","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"tile","compat_id":"tile/test/crack/002","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"crack","exact_duplicate_ids":[],"height":840,"identity_group":"6dbe8d621a2a2d24ec5a3fd03d034063858e3007e1d5e1bb9f8440cbc91846cc","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/test/crack/002.png","image_path":"tile/test/crack/002.png","image_sha256":"6dbe8d621a2a2d24ec5a3fd03d034063858e3007e1d5e1bb9f8440cbc91846cc","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/ground_truth/crack/002_mask.png","mask_path":"tile/ground_truth/crack/002_mask.png","mask_sha256":"1611d51b049884a5b2e4c5dcd666609057e169bdaff753497d946c3689648ae2","official_split":"test","source_id":"tile/test/crack/002","width":840}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.546002249393154,"sigma_minor_px_native":null,"sigma_px_at_512":2.7708966091539224,"sigma_px_native":4.546002249393154},"blur_kind":null,"component_tiers":{"downsample_restore":1,"isotropic_gaussian":2,"jpeg":1},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":72},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7165725338266485209,"profile":"D3","realization_id":0,"realization_seed":278788806447763661,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.328234187647056},"spatial_scale_q":1.640625,"track":"core"},"output":{"path":"mvtec_ad/tile/mvtec_ad__tile__test__crack__004.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::tile/test/crack/004","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"tile","compat_id":"tile/test/crack/004","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"crack","exact_duplicate_ids":[],"height":840,"identity_group":"2514d77178ab82111517e4616e0acffd937dcd6e637b61d5f4876e05060fa3b8","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/test/crack/004.png","image_path":"tile/test/crack/004.png","image_sha256":"2514d77178ab82111517e4616e0acffd937dcd6e637b61d5f4876e05060fa3b8","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/ground_truth/crack/004_mask.png","mask_path":"tile/ground_truth/crack/004_mask.png","mask_sha256":"936a3899e72de6eb4e884e9a544ccddc4cc3c4d5d4ea21ce7b1ad39d81267e3f","official_split":"test","source_id":"tile/test/crack/004","width":840}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":5.464244678313305,"radius_px_native":8.964776425357766,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1829067438732200457,"profile":"B3","realization_id":0,"realization_seed":5047166300439120060,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.640625,"track":"core"},"output":{"path":"mvtec_ad/tile/mvtec_ad__tile__test__crack__005.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::tile/test/crack/005","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"tile","compat_id":"tile/test/crack/005","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"crack","exact_duplicate_ids":[],"height":840,"identity_group":"938435e2a921f293b281b3aa1f422983d6c748c6bd3986132280787e090c1c0a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/test/crack/005.png","image_path":"tile/test/crack/005.png","image_sha256":"938435e2a921f293b281b3aa1f422983d6c748c6bd3986132280787e090c1c0a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/ground_truth/crack/005_mask.png","mask_path":"tile/ground_truth/crack/005_mask.png","mask_sha256":"e638f6d25d77a54f6dba807c83e231ec6dfc1230bc23e921fd7d7c5fb5df38cd","official_split":"test","source_id":"tile/test/crack/005","width":840}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.055290089509778984,"sigma_x255":14.098972824993641},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5326781677909922081,"profile":"C1","realization_id":0,"realization_seed":8714177939675978536,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.640625,"track":"core"},"output":{"path":"mvtec_ad/tile/mvtec_ad__tile__test__crack__007.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::tile/test/crack/007","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"tile","compat_id":"tile/test/crack/007","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"crack","exact_duplicate_ids":[],"height":840,"identity_group":"225f5f8842f36bf81286344a804d8835ea59a4bba107fa84640f0424f9ae0e74","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/test/crack/007.png","image_path":"tile/test/crack/007.png","image_sha256":"225f5f8842f36bf81286344a804d8835ea59a4bba107fa84640f0424f9ae0e74","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/ground_truth/crack/007_mask.png","mask_path":"tile/ground_truth/crack/007_mask.png","mask_sha256":"d4a9a4829b38ba2673dc0315886780f135e7068bf9c80b7b5c1c9a61b3453a4b","official_split":"test","source_id":"tile/test/crack/007","width":840}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07897476686855626,"sigma_x255":20.138565551481847},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1320815890509373310,"profile":"C1","realization_id":0,"realization_seed":1596354560590922066,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.640625,"track":"core"},"output":{"path":"mvtec_ad/tile/mvtec_ad__tile__test__glue_strip__002.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::tile/test/glue_strip/002","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"tile","compat_id":"tile/test/glue_strip/002","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"glue_strip","exact_duplicate_ids":[],"height":840,"identity_group":"f2735e60b0d37cb4b5bd6e8f4cf2b3b2f2d76c0bbab3880914ec56a444425fba","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/test/glue_strip/002.png","image_path":"tile/test/glue_strip/002.png","image_sha256":"f2735e60b0d37cb4b5bd6e8f4cf2b3b2f2d76c0bbab3880914ec56a444425fba","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/ground_truth/glue_strip/002_mask.png","mask_path":"tile/ground_truth/glue_strip/002_mask.png","mask_sha256":"5058840c6246bba3adbf0ad7775fa3c48a9464c85e25eddcb9b45f6066b17361","official_split":"test","source_id":"tile/test/glue_strip/002","width":840}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.3489096299615297,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":14.469240478226613,"length_px_native":23.738597659590535,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"jpeg":2,"linear_motion":3,"underexposure":2},"dominant_effect":"linear_motion","exposure_ev":-0.9355462900110054,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":58},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04977627291403595,"sigma_x255":12.692949593079167},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8267363134839299840,"profile":"D5","realization_id":0,"realization_seed":3615354258328451939,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.640625,"track":"core"},"output":{"path":"mvtec_ad/tile/mvtec_ad__tile__test__glue_strip__010.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::tile/test/glue_strip/010","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"tile","compat_id":"tile/test/glue_strip/010","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"glue_strip","exact_duplicate_ids":[],"height":840,"identity_group":"0b8ba11dac1cf650782076d686a90fcdbeff2b2cbd0671cb1dd35dedbf3bb78b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/test/glue_strip/010.png","image_path":"tile/test/glue_strip/010.png","image_sha256":"0b8ba11dac1cf650782076d686a90fcdbeff2b2cbd0671cb1dd35dedbf3bb78b","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/ground_truth/glue_strip/010_mask.png","mask_path":"tile/ground_truth/glue_strip/010_mask.png","mask_sha256":"b2f8005573ac7b19a82dd670f1913eef6db31d0644ec5a90e1d6d70bc22a94ef","official_split":"test","source_id":"tile/test/glue_strip/010","width":840}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":3},"dominant_effect":"overexposure","exposure_ev":1.249438870622261,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1609361116100380471,"profile":"C3","realization_id":0,"realization_seed":6872855718152076246,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.640625,"track":"core"},"output":{"path":"mvtec_ad/tile/mvtec_ad__tile__test__glue_strip__012.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::tile/test/glue_strip/012","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"tile","compat_id":"tile/test/glue_strip/012","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"glue_strip","exact_duplicate_ids":[],"height":840,"identity_group":"7dec2433c10be3192975cf9b65501fc4f246cc4c4d78699138ab4b95c4cf9c4b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/test/glue_strip/012.png","image_path":"tile/test/glue_strip/012.png","image_sha256":"7dec2433c10be3192975cf9b65501fc4f246cc4c4d78699138ab4b95c4cf9c4b","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/ground_truth/glue_strip/012_mask.png","mask_path":"tile/ground_truth/glue_strip/012_mask.png","mask_sha256":"fbab11c5681485a73a86bf6bbc39dd09a8d9aaec5f7390b149ae7fd2c274655e","official_split":"test","source_id":"tile/test/glue_strip/012","width":840}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":5.419757493777254,"radius_px_native":8.891789638228309,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3,"gaussian_noise":3,"underexposure":4},"dominant_effect":"underexposure","exposure_ev":-1.7775972568182279,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.0741603109769543,"sigma_x255":18.910879299123348},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7408992180847919287,"profile":"D2","realization_id":0,"realization_seed":8683253885620195961,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.640625,"track":"core"},"output":{"path":"mvtec_ad/tile/mvtec_ad__tile__test__glue_strip__017.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::tile/test/glue_strip/017","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"tile","compat_id":"tile/test/glue_strip/017","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"glue_strip","exact_duplicate_ids":[],"height":840,"identity_group":"b826808b3c2c0a246a7df1b3c2ccfe4d3ab640b8ea7cb379e99259d2d5085169","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/test/glue_strip/017.png","image_path":"tile/test/glue_strip/017.png","image_sha256":"b826808b3c2c0a246a7df1b3c2ccfe4d3ab640b8ea7cb379e99259d2d5085169","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/ground_truth/glue_strip/017_mask.png","mask_path":"tile/ground_truth/glue_strip/017_mask.png","mask_sha256":"c3ff0d0475c949b3e67c0c4f916027b58d084303046eca44c8dc316911e18d5e","official_split":"test","source_id":"tile/test/glue_strip/017","width":840}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.445151301169461,"aniso_ratio":2.42253364073702,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.829936820659075,"sigma_major_px_native":7.924115096393795,"sigma_minor_px_at_512":1.993754282474954,"sigma_minor_px_native":3.271003119685471,"sigma_px_at_512":4.829936820659075,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":4,"downsample_restore":5,"gaussian_noise":4,"jpeg":4},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":41},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08910734722949701,"sigma_x255":22.722373543521737},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4261114045453338664,"profile":"D6","realization_id":0,"realization_seed":6829321499284229933,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":true,"factor":2.6169417778660145},"spatial_scale_q":1.640625,"track":"core"},"output":{"path":"mvtec_ad/tile/mvtec_ad__tile__test__good__003.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::tile/test/good/003","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"tile","compat_id":"tile/test/good/003","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":840,"identity_group":"56791af1addff97add7f104c229198ac686ec47f4e55fff88ace22d1c9764ce3","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/test/good/003.png","image_path":"tile/test/good/003.png","image_sha256":"56791af1addff97add7f104c229198ac686ec47f4e55fff88ace22d1c9764ce3","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"tile/test/good/003","width":840}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":3},"dominant_effect":"overexposure","exposure_ev":0.990221793855184,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6748035256838526660,"profile":"C3","realization_id":0,"realization_seed":5070597077604646808,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.640625,"track":"core"},"output":{"path":"mvtec_ad/tile/mvtec_ad__tile__test__good__009.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::tile/test/good/009","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"tile","compat_id":"tile/test/good/009","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":840,"identity_group":"96a8cabcd54e30ee7bc88c07246124ab8614e016a8453ef5ef5a920e8a1e348b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/test/good/009.png","image_path":"tile/test/good/009.png","image_sha256":"96a8cabcd54e30ee7bc88c07246124ab8614e016a8453ef5ef5a920e8a1e348b","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"tile/test/good/009","width":840}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":57},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":930066001593334053,"profile":"C4","realization_id":0,"realization_seed":5935591978840368561,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.640625,"track":"core"},"output":{"path":"mvtec_ad/tile/mvtec_ad__tile__test__good__012.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::tile/test/good/012","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"tile","compat_id":"tile/test/good/012","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":840,"identity_group":"262913657d71397e3c10d98f1430e4fb359770c297d41bbacf194979e5311a08","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/test/good/012.png","image_path":"tile/test/good/012.png","image_sha256":"262913657d71397e3c10d98f1430e4fb359770c297d41bbacf194979e5311a08","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"tile/test/good/012","width":840}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06560843156675278,"sigma_x255":16.73015004952196},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":772896782667707150,"profile":"C1","realization_id":0,"realization_seed":4475862436009944636,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.640625,"track":"core"},"output":{"path":"mvtec_ad/tile/mvtec_ad__tile__test__good__019.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::tile/test/good/019","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"tile","compat_id":"tile/test/good/019","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":840,"identity_group":"1d0b49bce9ced5daa524fd3009927fa6ce8891ec7a9e275fe11e10174df91b31","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/test/good/019.png","image_path":"tile/test/good/019.png","image_sha256":"1d0b49bce9ced5daa524fd3009927fa6ce8891ec7a9e275fe11e10174df91b31","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"tile/test/good/019","width":840}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":0.5792082432105943,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":16.02500532386723,"length_px_native":26.291024359469674,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7816351411408737192,"profile":"B4","realization_id":0,"realization_seed":3813586167393298127,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.640625,"track":"core"},"output":{"path":"mvtec_ad/tile/mvtec_ad__tile__test__good__021.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::tile/test/good/021","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"tile","compat_id":"tile/test/good/021","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":840,"identity_group":"e166c7758f7c5dbb13eeaba52a163cb88e3a19e993531a483d842276824fe884","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/test/good/021.png","image_path":"tile/test/good/021.png","image_sha256":"e166c7758f7c5dbb13eeaba52a163cb88e3a19e993531a483d842276824fe884","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"tile/test/good/021","width":840}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.855118834319037,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":10.923535360872775,"length_px_native":17.921425201431894,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"jpeg":2,"linear_motion":2,"underexposure":2},"dominant_effect":"gaussian_noise","exposure_ev":-0.8032491541092871,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":60},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07091962017265997,"sigma_x255":18.084503144028293},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3166762030816853845,"profile":"D5","realization_id":0,"realization_seed":6030796435612410736,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.640625,"track":"core"},"output":{"path":"mvtec_ad/tile/mvtec_ad__tile__test__good__028.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::tile/test/good/028","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"tile","compat_id":"tile/test/good/028","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":840,"identity_group":"f55ab6bb7ca0fbd0577aed3940f31189fe399831a57ca6ea29ac322b96816237","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/test/good/028.png","image_path":"tile/test/good/028.png","image_sha256":"f55ab6bb7ca0fbd0577aed3940f31189fe399831a57ca6ea29ac322b96816237","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"tile/test/good/028","width":840}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.301085077753845,"sigma_minor_px_native":null,"sigma_px_at_512":3.840661380726153,"sigma_px_native":6.301085077753845},"blur_kind":null,"component_tiers":{"downsample_restore":3,"isotropic_gaussian":4,"jpeg":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":50},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":786023936076761694,"profile":"D3","realization_id":0,"realization_seed":1622844218666000971,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.9064527366263249},"spatial_scale_q":1.640625,"track":"core"},"output":{"path":"mvtec_ad/tile/mvtec_ad__tile__test__good__029.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::tile/test/good/029","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"tile","compat_id":"tile/test/good/029","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":840,"identity_group":"f1b84bc0da1a9db17b78c6f7c7d6265af59cf6e743b18d13e2ea458918086fa3","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/test/good/029.png","image_path":"tile/test/good/029.png","image_sha256":"f1b84bc0da1a9db17b78c6f7c7d6265af59cf6e743b18d13e2ea458918086fa3","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"tile/test/good/029","width":840}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":0.7671322120085131,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":9.460371654155834,"length_px_native":15.520922245099415,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1,"linear_motion":2},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.032626912116298666,"sigma_x255":8.319862589656159},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7820689134666824587,"profile":"D1","realization_id":0,"realization_seed":4089597560249589325,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.640625,"track":"core"},"output":{"path":"mvtec_ad/tile/mvtec_ad__tile__test__gray_stroke__006.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::tile/test/gray_stroke/006","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"tile","compat_id":"tile/test/gray_stroke/006","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"gray_stroke","exact_duplicate_ids":[],"height":840,"identity_group":"e7a489e1b17da90413292abe242ad6203109992569c34855ecd2a6c979d23dd6","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/test/gray_stroke/006.png","image_path":"tile/test/gray_stroke/006.png","image_sha256":"e7a489e1b17da90413292abe242ad6203109992569c34855ecd2a6c979d23dd6","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/ground_truth/gray_stroke/006_mask.png","mask_path":"tile/ground_truth/gray_stroke/006_mask.png","mask_sha256":"3f615ed16f4e5c4658807519283fc6a9893eeca4266fdb7c9e965a5380588892","official_split":"test","source_id":"tile/test/gray_stroke/006","width":840}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":2.066116366330931,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":16.751769612068138,"length_px_native":27.48337201979929,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1090394834689756284,"profile":"B4","realization_id":0,"realization_seed":6344390407416120338,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.640625,"track":"core"},"output":{"path":"mvtec_ad/tile/mvtec_ad__tile__test__gray_stroke__007.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::tile/test/gray_stroke/007","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"tile","compat_id":"tile/test/gray_stroke/007","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"gray_stroke","exact_duplicate_ids":[],"height":840,"identity_group":"c42c297f8aab7ca565935d4c723e88c4daf9e7ff1ed688bd53d88a5ed9966464","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/test/gray_stroke/007.png","image_path":"tile/test/gray_stroke/007.png","image_sha256":"c42c297f8aab7ca565935d4c723e88c4daf9e7ff1ed688bd53d88a5ed9966464","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/ground_truth/gray_stroke/007_mask.png","mask_path":"tile/ground_truth/gray_stroke/007_mask.png","mask_sha256":"eb1ad881fad4a892b6fd7ac5ef6944514123fe96d16a0aae3c0e1203e122e8db","official_split":"test","source_id":"tile/test/gray_stroke/007","width":840}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":1.6106704157002443,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":9.265546166623352,"length_px_native":15.201286679616437,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":2},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6267199436956776628,"profile":"B4","realization_id":0,"realization_seed":744650730932115759,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.640625,"track":"core"},"output":{"path":"mvtec_ad/tile/mvtec_ad__tile__test__gray_stroke__010.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::tile/test/gray_stroke/010","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"tile","compat_id":"tile/test/gray_stroke/010","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"gray_stroke","exact_duplicate_ids":[],"height":840,"identity_group":"5f864308f674a2bd526888357b1486953bce7eeb42eb261afdb58943d354e149","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/test/gray_stroke/010.png","image_path":"tile/test/gray_stroke/010.png","image_sha256":"5f864308f674a2bd526888357b1486953bce7eeb42eb261afdb58943d354e149","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/ground_truth/gray_stroke/010_mask.png","mask_path":"tile/ground_truth/gray_stroke/010_mask.png","mask_sha256":"5f768e2efbbf429fcf4d9a7f3e7ba3ead12a084a2d3a93ce8c6a502d2cfe9653","official_split":"test","source_id":"tile/test/gray_stroke/010","width":840}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":3.3991204839307185,"sigma_minor_px_native":null,"sigma_px_at_512":2.0718448663958666,"sigma_px_native":3.3991204839307185},"blur_kind":null,"component_tiers":{"downsample_restore":1,"isotropic_gaussian":1,"jpeg":1},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":73},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5311270508957621878,"profile":"D3","realization_id":0,"realization_seed":2170147009084178802,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.3450556333509591},"spatial_scale_q":1.640625,"track":"core"},"output":{"path":"mvtec_ad/tile/mvtec_ad__tile__test__gray_stroke__014.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::tile/test/gray_stroke/014","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"tile","compat_id":"tile/test/gray_stroke/014","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"gray_stroke","exact_duplicate_ids":[],"height":840,"identity_group":"7ff0c94dd33cde6ffe27d76622b3e86509fb03dcc0fc6a0204a054c65b5df3df","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/test/gray_stroke/014.png","image_path":"tile/test/gray_stroke/014.png","image_sha256":"7ff0c94dd33cde6ffe27d76622b3e86509fb03dcc0fc6a0204a054c65b5df3df","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/ground_truth/gray_stroke/014_mask.png","mask_path":"tile/ground_truth/gray_stroke/014_mask.png","mask_sha256":"629360a33afb40f879324b66011784121ec99dc973fa52785ef775c2c42a9cfc","official_split":"test","source_id":"tile/test/gray_stroke/014","width":840}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":0.6192338464156666,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":21.198673863152074,"length_px_native":34.77907430673387,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":4,"linear_motion":5},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.09641271831403485,"sigma_x255":24.585243170078886},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8017593713046770560,"profile":"D1","realization_id":0,"realization_seed":1995192245152473570,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.640625,"track":"core"},"output":{"path":"mvtec_ad/tile/mvtec_ad__tile__test__oil__002.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::tile/test/oil/002","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"tile","compat_id":"tile/test/oil/002","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"oil","exact_duplicate_ids":[],"height":840,"identity_group":"af4711cdd10c0164949362d4133654eec065a2ba8c34c671209f4c633b38b653","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/test/oil/002.png","image_path":"tile/test/oil/002.png","image_sha256":"af4711cdd10c0164949362d4133654eec065a2ba8c34c671209f4c633b38b653","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/ground_truth/oil/002_mask.png","mask_path":"tile/ground_truth/oil/002_mask.png","mask_sha256":"4a648a02d74868291af824eeb73cf5856c831d10addd0826e27b504d8a6fdfa7","official_split":"test","source_id":"tile/test/oil/002","width":840}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.409715919914996,"sigma_minor_px_native":null,"sigma_px_at_512":2.6878268464243784,"sigma_px_native":4.409715919914996},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":2,"gaussian_noise":2,"isotropic_gaussian":2,"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":54},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.053279345809157705,"sigma_x255":13.586233181335215},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4068858157370980651,"profile":"D6","realization_id":0,"realization_seed":1454579189034938213,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.537749255580121},"spatial_scale_q":1.640625,"track":"core"},"output":{"path":"mvtec_ad/tile/mvtec_ad__tile__test__oil__004.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::tile/test/oil/004","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"tile","compat_id":"tile/test/oil/004","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"oil","exact_duplicate_ids":[],"height":840,"identity_group":"313d7c96b4653b2057c739ead59d4d55771af945d6b8278edb91ac5efa10f8fe","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/test/oil/004.png","image_path":"tile/test/oil/004.png","image_sha256":"313d7c96b4653b2057c739ead59d4d55771af945d6b8278edb91ac5efa10f8fe","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/ground_truth/oil/004_mask.png","mask_path":"tile/ground_truth/oil/004_mask.png","mask_sha256":"cd7d24d1eb79bfb8ddbe766a1ac0e9b05d20cef58f66c12a3e0f2b7d37daabb2","official_split":"test","source_id":"tile/test/oil/004","width":840}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.4949869866742761,"aniso_ratio":2.3127428427698473,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.2572720610449357,"sigma_major_px_native":3.7033369751518475,"sigma_minor_px_at_512":0.9760151536525881,"sigma_minor_px_native":1.601274861461277,"sigma_px_at_512":2.2572720610449357,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":1,"downsample_restore":1,"gaussian_noise":2,"jpeg":1},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":77},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04818711957160353,"sigma_x255":12.2877154907589},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2349408279083772718,"profile":"D6","realization_id":0,"realization_seed":2852345925022039737,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.4091444361955994},"spatial_scale_q":1.640625,"track":"core"},"output":{"path":"mvtec_ad/tile/mvtec_ad__tile__test__oil__008.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::tile/test/oil/008","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"tile","compat_id":"tile/test/oil/008","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"oil","exact_duplicate_ids":[],"height":840,"identity_group":"54e44e20750dc25a396539533362ecf65ae47ac8481175541daf8e424af4de28","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/test/oil/008.png","image_path":"tile/test/oil/008.png","image_sha256":"54e44e20750dc25a396539533362ecf65ae47ac8481175541daf8e424af4de28","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/ground_truth/oil/008_mask.png","mask_path":"tile/ground_truth/oil/008_mask.png","mask_sha256":"888b857aaa59cc02578876ca24fcb1e41b37eca5356a7120c02ccfb05bdbb2a9","official_split":"test","source_id":"tile/test/oil/008","width":840}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.6996439253709285,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":16.20670038507161,"length_px_native":26.58911781925811,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":4,"jpeg":3,"linear_motion":3,"underexposure":3},"dominant_effect":"gaussian_noise","exposure_ev":-1.3927377134406933,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":50},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.09759016816423487,"sigma_x255":24.88549288187989},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3503323205241055859,"profile":"D5","realization_id":0,"realization_seed":5819295624766560142,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.640625,"track":"core"},"output":{"path":"mvtec_ad/tile/mvtec_ad__tile__test__rough__006.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::tile/test/rough/006","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"tile","compat_id":"tile/test/rough/006","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"rough","exact_duplicate_ids":[],"height":840,"identity_group":"bb218ab0648f7e1a6acbf8fdf82d964d17a349886ebf9bb4c954ff0b156bf8b5","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/test/rough/006.png","image_path":"tile/test/rough/006.png","image_sha256":"bb218ab0648f7e1a6acbf8fdf82d964d17a349886ebf9bb4c954ff0b156bf8b5","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/tile/ground_truth/rough/006_mask.png","mask_path":"tile/ground_truth/rough/006_mask.png","mask_sha256":"6eaf6d815f716d8ea182298f74522c8fe30c4178269bdb709273bf75ea4e7fdb","official_split":"test","source_id":"tile/test/rough/006","width":840}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":8.470319873286952,"sigma_minor_px_native":null,"sigma_px_at_512":4.235159936643476,"sigma_px_native":8.470319873286952},"blur_kind":null,"component_tiers":{"downsample_restore":4,"isotropic_gaussian":4,"jpeg":5},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":35},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2878086470440108932,"profile":"D3","realization_id":0,"realization_seed":3939854934065765443,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":true,"factor":2.2588014194853567},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/toothbrush/mvtec_ad__toothbrush__test__defective__004.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::toothbrush/test/defective/004","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"toothbrush","compat_id":"toothbrush/test/defective/004","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"defective","exact_duplicate_ids":[],"height":1024,"identity_group":"f805aebc8e667a0ebf42ca7d31d53d2658ca68561eaf4015942a7bac56659d51","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/toothbrush/test/defective/004.png","image_path":"toothbrush/test/defective/004.png","image_sha256":"f805aebc8e667a0ebf42ca7d31d53d2658ca68561eaf4015942a7bac56659d51","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/toothbrush/ground_truth/defective/004_mask.png","mask_path":"toothbrush/ground_truth/defective/004_mask.png","mask_sha256":"3bd650da824d50c6810a3abcfad3263efeffd3ce3442888ffc5c3c813f29fddc","official_split":"test","source_id":"toothbrush/test/defective/004","width":1024}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":4},"dominant_effect":"underexposure","exposure_ev":-1.6508981518605315,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3390466666072774229,"profile":"C2","realization_id":0,"realization_seed":8587726675325708457,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/toothbrush/mvtec_ad__toothbrush__test__defective__005.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::toothbrush/test/defective/005","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"toothbrush","compat_id":"toothbrush/test/defective/005","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"defective","exact_duplicate_ids":[],"height":1024,"identity_group":"4db5e1653341ca64adbd34e756763e3bb48450ad9612b096e58d37bfa59f5b5d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/toothbrush/test/defective/005.png","image_path":"toothbrush/test/defective/005.png","image_sha256":"4db5e1653341ca64adbd34e756763e3bb48450ad9612b096e58d37bfa59f5b5d","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/toothbrush/ground_truth/defective/005_mask.png","mask_path":"toothbrush/ground_truth/defective/005_mask.png","mask_sha256":"97f4654ea3be2dee7b7291cfd50542ceb3fc257996d033e99fa2c2251aeb7455","official_split":"test","source_id":"toothbrush/test/defective/005","width":1024}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":5.931830881692177,"radius_px_native":11.863661763384354,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":4},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2638291860858086472,"profile":"B3","realization_id":0,"realization_seed":3868354762419917804,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/toothbrush/mvtec_ad__toothbrush__test__defective__012.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::toothbrush/test/defective/012","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"toothbrush","compat_id":"toothbrush/test/defective/012","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"defective","exact_duplicate_ids":[],"height":1024,"identity_group":"f766d53f31462f9c5eddb760daa8e3f906533686f10ce9625c5e7e4960facc4a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/toothbrush/test/defective/012.png","image_path":"toothbrush/test/defective/012.png","image_sha256":"f766d53f31462f9c5eddb760daa8e3f906533686f10ce9625c5e7e4960facc4a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/toothbrush/ground_truth/defective/012_mask.png","mask_path":"toothbrush/ground_truth/defective/012_mask.png","mask_sha256":"1d9e620c93a862738a6d847eaade1da99e7da14d5ab2644b5785150de0eb77ee","official_split":"test","source_id":"toothbrush/test/defective/012","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.701136015819515,"sigma_minor_px_native":null,"sigma_px_at_512":3.3505680079097573,"sigma_px_native":6.701136015819515},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":3,"gaussian_noise":3,"isotropic_gaussian":3,"jpeg":4},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":45},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08324158320499171,"sigma_x255":21.226603717272887},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7114648443884237455,"profile":"D6","realization_id":0,"realization_seed":2949519423453689253,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.8400375003736231},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/toothbrush/mvtec_ad__toothbrush__test__defective__015.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::toothbrush/test/defective/015","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"toothbrush","compat_id":"toothbrush/test/defective/015","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"defective","exact_duplicate_ids":[],"height":1024,"identity_group":"d1c23238d45ad30e0f3b8cffee6411a83459eb2c0bf36f2c921fd5106a18ca93","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/toothbrush/test/defective/015.png","image_path":"toothbrush/test/defective/015.png","image_sha256":"d1c23238d45ad30e0f3b8cffee6411a83459eb2c0bf36f2c921fd5106a18ca93","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/toothbrush/ground_truth/defective/015_mask.png","mask_path":"toothbrush/ground_truth/defective/015_mask.png","mask_sha256":"e9ca23fa484b3f579ffac8f9e10d519c8e6a3a954e729c0e1e8fe75aaa275f23","official_split":"test","source_id":"toothbrush/test/defective/015","width":1024}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":2.3637826655400334,"aniso_ratio":1.897475937248284,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.8029496844903163,"sigma_major_px_native":7.605899368980633,"sigma_minor_px_at_512":2.0042149730791037,"sigma_minor_px_native":4.008429946158207,"sigma_px_at_512":3.8029496844903163,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2916389448047382966,"profile":"B2","realization_id":0,"realization_seed":8858554514136522239,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/toothbrush/mvtec_ad__toothbrush__test__defective__018.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::toothbrush/test/defective/018","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"toothbrush","compat_id":"toothbrush/test/defective/018","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"defective","exact_duplicate_ids":[],"height":1024,"identity_group":"d4c527faf8e9d6507201d514694467d008a7ab369981554bf6988cefa7c7c493","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/toothbrush/test/defective/018.png","image_path":"toothbrush/test/defective/018.png","image_sha256":"d4c527faf8e9d6507201d514694467d008a7ab369981554bf6988cefa7c7c493","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/toothbrush/ground_truth/defective/018_mask.png","mask_path":"toothbrush/ground_truth/defective/018_mask.png","mask_sha256":"737e8544b7db064a8e43a80db3ee8b8fd52e5482c94c989640eeff49094b788e","official_split":"test","source_id":"toothbrush/test/defective/018","width":1024}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":4},"dominant_effect":"overexposure","exposure_ev":1.6372270231328763,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6474619377633757374,"profile":"C3","realization_id":0,"realization_seed":3842689064845699677,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/toothbrush/mvtec_ad__toothbrush__test__defective__026.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::toothbrush/test/defective/026","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"toothbrush","compat_id":"toothbrush/test/defective/026","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"defective","exact_duplicate_ids":[],"height":1024,"identity_group":"0b290e5f29e673221b63e25e5870a65a7e96a1045d7a88b42c32048904f38f96","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/toothbrush/test/defective/026.png","image_path":"toothbrush/test/defective/026.png","image_sha256":"0b290e5f29e673221b63e25e5870a65a7e96a1045d7a88b42c32048904f38f96","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/toothbrush/ground_truth/defective/026_mask.png","mask_path":"toothbrush/ground_truth/defective/026_mask.png","mask_sha256":"919c79f2c100a4f0ca9403a7a79b43ad75bf99756a20adbd8a67d180dddb70f6","official_split":"test","source_id":"toothbrush/test/defective/026","width":1024}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":4.603145948937982,"radius_px_native":9.206291897875964,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3,"gaussian_noise":2,"underexposure":2},"dominant_effect":"disk_defocus","exposure_ev":-0.821321757131716,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.051222940466107855,"sigma_x255":13.061849818857503},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3109787194109304396,"profile":"D2","realization_id":0,"realization_seed":8646877615371547487,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/toothbrush/mvtec_ad__toothbrush__test__good__005.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::toothbrush/test/good/005","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"toothbrush","compat_id":"toothbrush/test/good/005","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"fc94cf7c488a8cfa98fad2b436aff551307460e0abeaf8679249f98b29ba5986","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/toothbrush/test/good/005.png","image_path":"toothbrush/test/good/005.png","image_sha256":"fc94cf7c488a8cfa98fad2b436aff551307460e0abeaf8679249f98b29ba5986","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"toothbrush/test/good/005","width":1024}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":1.9906815191103584,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":23.488880327819878,"length_px_native":46.977760655639756,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":5},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7270229219736585530,"profile":"B4","realization_id":0,"realization_seed":8921739161932308249,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/toothbrush/mvtec_ad__toothbrush__test__good__010.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::toothbrush/test/good/010","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"toothbrush","compat_id":"toothbrush/test/good/010","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"b21b72e4cd21d587ac2175f248bb73c3e7deb94f43ddf609bec9cf7f2a6019d9","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/toothbrush/test/good/010.png","image_path":"toothbrush/test/good/010.png","image_sha256":"b21b72e4cd21d587ac2175f248bb73c3e7deb94f43ddf609bec9cf7f2a6019d9","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"toothbrush/test/good/010","width":1024}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.1068849854303693,"aniso_ratio":2.8132064445924034,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.108982637969795,"sigma_major_px_native":6.21796527593959,"sigma_minor_px_at_512":1.1051384600465202,"sigma_minor_px_native":2.2102769200930403,"sigma_px_at_512":3.108982637969795,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2,"jpeg":3,"overexposure":2},"dominant_effect":"jpeg","exposure_ev":0.9414058193490158,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":54},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":272859150088020406,"profile":"D4","realization_id":0,"realization_seed":2450305022309320942,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/transistor/mvtec_ad__transistor__test__bent_lead__004.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::transistor/test/bent_lead/004","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"transistor","compat_id":"transistor/test/bent_lead/004","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"bent_lead","exact_duplicate_ids":[],"height":1024,"identity_group":"daf6bae8d0d1c2fd8910ad72e20641047bb684a806e2edb85171b6504c6fb8a6","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/test/bent_lead/004.png","image_path":"transistor/test/bent_lead/004.png","image_sha256":"daf6bae8d0d1c2fd8910ad72e20641047bb684a806e2edb85171b6504c6fb8a6","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/ground_truth/bent_lead/004_mask.png","mask_path":"transistor/ground_truth/bent_lead/004_mask.png","mask_sha256":"893213037b9215bd0b4369d508b80c9a896f6a42d184b235276b90d8c591b6d5","official_split":"test","source_id":"transistor/test/bent_lead/004","width":1024}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":4},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.0895963353477299,"sigma_x255":22.847065513671126},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6984085233961088630,"profile":"C1","realization_id":0,"realization_seed":4238590653592295393,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/transistor/mvtec_ad__transistor__test__bent_lead__005.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::transistor/test/bent_lead/005","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"transistor","compat_id":"transistor/test/bent_lead/005","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"bent_lead","exact_duplicate_ids":[],"height":1024,"identity_group":"b6a69d4503e69581d4846258dee337d0b4d0e6a0d79f702df6bad8ff35b5bb88","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/test/bent_lead/005.png","image_path":"transistor/test/bent_lead/005.png","image_sha256":"b6a69d4503e69581d4846258dee337d0b4d0e6a0d79f702df6bad8ff35b5bb88","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/ground_truth/bent_lead/005_mask.png","mask_path":"transistor/ground_truth/bent_lead/005_mask.png","mask_sha256":"7a5ed5c52459864f4c2eb8a74ce75b4486e2f8ba1851fb581fd5ae1894265b06","official_split":"test","source_id":"transistor/test/bent_lead/005","width":1024}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.7814327821191926,"aniso_ratio":1.5552115370933608,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.4718804290954965,"sigma_major_px_native":8.943760858190993,"sigma_minor_px_at_512":2.875416187725365,"sigma_minor_px_native":5.75083237545073,"sigma_px_at_512":4.4718804290954965,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3,"jpeg":4,"overexposure":3},"dominant_effect":"jpeg","exposure_ev":0.9530687912012936,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":45},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5770962022180463973,"profile":"D4","realization_id":0,"realization_seed":155417952128922987,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/transistor/mvtec_ad__transistor__test__bent_lead__006.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::transistor/test/bent_lead/006","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"transistor","compat_id":"transistor/test/bent_lead/006","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"bent_lead","exact_duplicate_ids":[],"height":1024,"identity_group":"be1c8ab4a558a6d5563d988e1b49fde83c0398947908cb849137d462a2cd0da5","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/test/bent_lead/006.png","image_path":"transistor/test/bent_lead/006.png","image_sha256":"be1c8ab4a558a6d5563d988e1b49fde83c0398947908cb849137d462a2cd0da5","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/ground_truth/bent_lead/006_mask.png","mask_path":"transistor/ground_truth/bent_lead/006_mask.png","mask_sha256":"258aa26832dc65d689849ddcf5238a9ab6e25d60cf6c42fbe6d6a1ac850970a4","official_split":"test","source_id":"transistor/test/bent_lead/006","width":1024}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.8713707251628837,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":13.849054418090752,"length_px_native":27.698108836181504,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"jpeg":3,"linear_motion":3,"underexposure":4},"dominant_effect":"underexposure","exposure_ev":-1.841447377063825,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":57},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06345913460822368,"sigma_x255":16.18207932509704},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1263678726386522958,"profile":"D5","realization_id":0,"realization_seed":5181744169295231716,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/transistor/mvtec_ad__transistor__test__bent_lead__008.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::transistor/test/bent_lead/008","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"transistor","compat_id":"transistor/test/bent_lead/008","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"bent_lead","exact_duplicate_ids":[],"height":1024,"identity_group":"a6f2ea8f091943a856bdd48282f4d2b095b25d3b28b9b890ac6572903fda9343","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/test/bent_lead/008.png","image_path":"transistor/test/bent_lead/008.png","image_sha256":"a6f2ea8f091943a856bdd48282f4d2b095b25d3b28b9b890ac6572903fda9343","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/ground_truth/bent_lead/008_mask.png","mask_path":"transistor/ground_truth/bent_lead/008_mask.png","mask_sha256":"4e3ec4c0d173a513f44b578e81c5878fbd9cfc84f86a1af735fc1febcbfe6853","official_split":"test","source_id":"transistor/test/bent_lead/008","width":1024}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":4},"dominant_effect":"underexposure","exposure_ev":-1.7755650299620602,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5597110994621537926,"profile":"C2","realization_id":0,"realization_seed":3827456865406593623,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/transistor/mvtec_ad__transistor__test__cut_lead__008.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::transistor/test/cut_lead/008","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"transistor","compat_id":"transistor/test/cut_lead/008","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"cut_lead","exact_duplicate_ids":[],"height":1024,"identity_group":"e4669daa3f1502f03286a449b91c849fdc5f86c8da172754c29c09e167653fd6","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/test/cut_lead/008.png","image_path":"transistor/test/cut_lead/008.png","image_sha256":"e4669daa3f1502f03286a449b91c849fdc5f86c8da172754c29c09e167653fd6","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/ground_truth/cut_lead/008_mask.png","mask_path":"transistor/ground_truth/cut_lead/008_mask.png","mask_sha256":"425af4794d0e8e3853eefe0fe78eae57fcc61106d3f51015e4b2951b8353732d","official_split":"test","source_id":"transistor/test/cut_lead/008","width":1024}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":2.9226769504482073,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":6.4867554173164015,"length_px_native":12.973510834632803,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"linear_motion":1},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05716716508129104,"sigma_x255":14.577627095729216},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3652414962180706307,"profile":"D1","realization_id":0,"realization_seed":4793122750730296117,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/transistor/mvtec_ad__transistor__test__damaged_case__002.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::transistor/test/damaged_case/002","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"transistor","compat_id":"transistor/test/damaged_case/002","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"damaged_case","exact_duplicate_ids":[],"height":1024,"identity_group":"7d5bd841ff7cdabe75c4ce8bf45980f4467b0ebc861efeebbb777b037364e21e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/test/damaged_case/002.png","image_path":"transistor/test/damaged_case/002.png","image_sha256":"7d5bd841ff7cdabe75c4ce8bf45980f4467b0ebc861efeebbb777b037364e21e","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/ground_truth/damaged_case/002_mask.png","mask_path":"transistor/ground_truth/damaged_case/002_mask.png","mask_sha256":"d277c722ab97332ac8c5d1e0d25ea68621c5eb4110bd50d69bfabbdc3b1bc180","official_split":"test","source_id":"transistor/test/damaged_case/002","width":1024}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.7214856563797283,"aniso_ratio":1.6987594475479861,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.497536425623795,"sigma_major_px_native":6.99507285124759,"sigma_minor_px_at_512":2.0588768060552596,"sigma_minor_px_native":4.117753612110519,"sigma_px_at_512":3.497536425623795,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":2,"downsample_restore":2,"gaussian_noise":3,"jpeg":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":61},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07997969094716191,"sigma_x255":20.394821191526287},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3457082936548542710,"profile":"D6","realization_id":0,"realization_seed":8890174737687146686,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.6373423786786638},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/transistor/mvtec_ad__transistor__test__damaged_case__004.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::transistor/test/damaged_case/004","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"transistor","compat_id":"transistor/test/damaged_case/004","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"damaged_case","exact_duplicate_ids":[],"height":1024,"identity_group":"daba807599cf3619b324536b15cb1a18dd06ce26e3bb0acc1a455d875929d6f1","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/test/damaged_case/004.png","image_path":"transistor/test/damaged_case/004.png","image_sha256":"daba807599cf3619b324536b15cb1a18dd06ce26e3bb0acc1a455d875929d6f1","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/ground_truth/damaged_case/004_mask.png","mask_path":"transistor/ground_truth/damaged_case/004_mask.png","mask_sha256":"b9edb81df0f7943b74d6b804c315cb4ae9d6bb22cffc8c5d29d759a577eccff9","official_split":"test","source_id":"transistor/test/damaged_case/004","width":1024}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":0.478219855147302,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":10.183272841650139,"length_px_native":20.366545683300277,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"linear_motion":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.0762873166950964,"sigma_x255":19.453265757249582},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":218817357343290962,"profile":"D1","realization_id":0,"realization_seed":5329459873001572481,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/transistor/mvtec_ad__transistor__test__good__000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::transistor/test/good/000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"transistor","compat_id":"transistor/test/good/000","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"b343892f2c2c79017885445e1594c52cba12d939e7c50d3cae083ff2ca33478b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/test/good/000.png","image_path":"transistor/test/good/000.png","image_sha256":"b343892f2c2c79017885445e1594c52cba12d939e7c50d3cae083ff2ca33478b","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"transistor/test/good/000","width":1024}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.2997288794538166,"aniso_ratio":2.938949231330127,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.8080719104460488,"sigma_major_px_native":5.6161438208920975,"sigma_minor_px_at_512":0.9554679885283881,"sigma_minor_px_native":1.9109359770567762,"sigma_px_at_512":2.8080719104460488,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2,"jpeg":2,"overexposure":3},"dominant_effect":"overexposure","exposure_ev":1.0493230255821875,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":63},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4185884482114703000,"profile":"D4","realization_id":0,"realization_seed":3452186743106394034,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/transistor/mvtec_ad__transistor__test__good__002.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::transistor/test/good/002","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"transistor","compat_id":"transistor/test/good/002","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"812e1d34f47f81b7e333780505739957be9360c0f02855e6ab0697e7ee5fba31","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/test/good/002.png","image_path":"transistor/test/good/002.png","image_sha256":"812e1d34f47f81b7e333780505739957be9360c0f02855e6ab0697e7ee5fba31","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"transistor/test/good/002","width":1024}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":2},"dominant_effect":"underexposure","exposure_ev":-1.133285447116906,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2441955624590108521,"profile":"C2","realization_id":0,"realization_seed":4668656855512390254,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/transistor/mvtec_ad__transistor__test__good__008.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::transistor/test/good/008","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"transistor","compat_id":"transistor/test/good/008","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"aaac4303b5ecf4e91ea0afe13ea55a76bc03c85ea49da1cc305e6eec4b396aa4","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/test/good/008.png","image_path":"transistor/test/good/008.png","image_sha256":"aaac4303b5ecf4e91ea0afe13ea55a76bc03c85ea49da1cc305e6eec4b396aa4","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"transistor/test/good/008","width":1024}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":2.0432218745972315,"radius_px_native":4.086443749194463,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":1,"gaussian_noise":2,"underexposure":1},"dominant_effect":"gaussian_noise","exposure_ev":-0.7238790904974607,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05642599753961328,"sigma_x255":14.388629372601388},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2987061406988858723,"profile":"D2","realization_id":0,"realization_seed":4373128339618255188,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/transistor/mvtec_ad__transistor__test__good__011.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::transistor/test/good/011","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"transistor","compat_id":"transistor/test/good/011","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"92071494bed89247dfee942f2d56338783f950972fd0607e91456d7c46d2e378","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/test/good/011.png","image_path":"transistor/test/good/011.png","image_sha256":"92071494bed89247dfee942f2d56338783f950972fd0607e91456d7c46d2e378","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"transistor/test/good/011","width":1024}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":2},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":68},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":421818627905884061,"profile":"C4","realization_id":0,"realization_seed":8900180544514727471,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/transistor/mvtec_ad__transistor__test__good__016.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::transistor/test/good/016","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"transistor","compat_id":"transistor/test/good/016","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"09d4bd5977da1ca86da3381cee7d5e648baf7fbe280f12782ca04a428498e7e4","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/test/good/016.png","image_path":"transistor/test/good/016.png","image_sha256":"09d4bd5977da1ca86da3381cee7d5e648baf7fbe280f12782ca04a428498e7e4","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"transistor/test/good/016","width":1024}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":3},"dominant_effect":"overexposure","exposure_ev":1.1720415742830859,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2810949361023743366,"profile":"C3","realization_id":0,"realization_seed":3286553528638275536,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/transistor/mvtec_ad__transistor__test__good__033.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::transistor/test/good/033","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"transistor","compat_id":"transistor/test/good/033","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"619f982b985494418ede863e2406c1d138ba2a3d63796adfbcb0c45bc4707899","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/test/good/033.png","image_path":"transistor/test/good/033.png","image_sha256":"619f982b985494418ede863e2406c1d138ba2a3d63796adfbcb0c45bc4707899","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"transistor/test/good/033","width":1024}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.3511733986605086,"aniso_ratio":2.0090778271282295,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.5922382530224373,"sigma_major_px_native":5.1844765060448745,"sigma_minor_px_at_512":1.2902627354798772,"sigma_minor_px_native":2.5805254709597545,"sigma_px_at_512":2.5922382530224373,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":1,"downsample_restore":1,"gaussian_noise":1,"jpeg":1},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":78},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04505454750665992,"sigma_x255":11.488909614198281},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5368445228530583385,"profile":"D6","realization_id":0,"realization_seed":157811764365712799,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.4442287843235408},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/transistor/mvtec_ad__transistor__test__good__036.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::transistor/test/good/036","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"transistor","compat_id":"transistor/test/good/036","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"54f96485d1a314fc9865caf1913f14dc76a1dc9a98397cba53c9c0fb7c79f66b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/test/good/036.png","image_path":"transistor/test/good/036.png","image_sha256":"54f96485d1a314fc9865caf1913f14dc76a1dc9a98397cba53c9c0fb7c79f66b","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"transistor/test/good/036","width":1024}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":4.545616686817654,"radius_px_native":9.091233373635308,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1679556127241975335,"profile":"B3","realization_id":0,"realization_seed":2436985486586101474,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/transistor/mvtec_ad__transistor__test__good__038.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::transistor/test/good/038","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"transistor","compat_id":"transistor/test/good/038","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"e49823adb3e86e7e928244ca59136ec23ef05e2f2f1e8fb4330a7a935f7b73e0","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/test/good/038.png","image_path":"transistor/test/good/038.png","image_sha256":"e49823adb3e86e7e928244ca59136ec23ef05e2f2f1e8fb4330a7a935f7b73e0","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"transistor/test/good/038","width":1024}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":4},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.09317884885449773,"sigma_x255":23.760606457896923},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":9114089123114849674,"profile":"C1","realization_id":0,"realization_seed":6437555446249539888,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/transistor/mvtec_ad__transistor__test__good__040.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::transistor/test/good/040","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"transistor","compat_id":"transistor/test/good/040","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"2b2d88a231011c6b215a916e3d21512d2e5e325f720ced3023253c715836dec8","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/test/good/040.png","image_path":"transistor/test/good/040.png","image_sha256":"2b2d88a231011c6b215a916e3d21512d2e5e325f720ced3023253c715836dec8","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"transistor/test/good/040","width":1024}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":4.173151331996831,"radius_px_native":8.346302663993661,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2,"gaussian_noise":2,"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.4237556250027608,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06263104309405551,"sigma_x255":15.970915988984157},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4798768790700060290,"profile":"D2","realization_id":0,"realization_seed":2892979751428118698,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/transistor/mvtec_ad__transistor__test__good__046.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::transistor/test/good/046","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"transistor","compat_id":"transistor/test/good/046","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"827e69244c8e213841ef917481a5b75e0e540eae0ff2a63d18e7d0691a9610e5","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/test/good/046.png","image_path":"transistor/test/good/046.png","image_sha256":"827e69244c8e213841ef917481a5b75e0e540eae0ff2a63d18e7d0691a9610e5","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"transistor/test/good/046","width":1024}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":8.760989777098185,"sigma_minor_px_native":null,"sigma_px_at_512":4.380494888549093,"sigma_px_native":8.760989777098185},"blur_kind":null,"component_tiers":{"isotropic_gaussian":4},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3966648800418670916,"profile":"B1","realization_id":0,"realization_seed":1615298397093579151,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/transistor/mvtec_ad__transistor__test__good__054.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::transistor/test/good/054","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"transistor","compat_id":"transistor/test/good/054","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"00819dc7f2534c9f58a9d650b035700808748447f37b01b569c272df632c3caa","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/test/good/054.png","image_path":"transistor/test/good/054.png","image_sha256":"00819dc7f2534c9f58a9d650b035700808748447f37b01b569c272df632c3caa","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"transistor/test/good/054","width":1024}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":3.066925290710152,"aniso_ratio":2.4049025534224957,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.727489785434813,"sigma_major_px_native":7.454979570869626,"sigma_minor_px_at_512":1.549954604243777,"sigma_minor_px_native":3.099909208487554,"sigma_px_at_512":3.727489785434813,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3,"jpeg":3,"overexposure":4},"dominant_effect":"overexposure","exposure_ev":1.6681203775306395,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":48},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6513681319553060406,"profile":"D4","realization_id":0,"realization_seed":3945366572473004922,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/transistor/mvtec_ad__transistor__test__good__059.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::transistor/test/good/059","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"transistor","compat_id":"transistor/test/good/059","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"43fa18f50c54f96d554b44573b933dce9cac1d355df82c84d46bdbac5cb87206","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/test/good/059.png","image_path":"transistor/test/good/059.png","image_sha256":"43fa18f50c54f96d554b44573b933dce9cac1d355df82c84d46bdbac5cb87206","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"transistor/test/good/059","width":1024}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":2},"dominant_effect":"underexposure","exposure_ev":-0.9771341992066448,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8170308424062801120,"profile":"C2","realization_id":0,"realization_seed":3641805728901035215,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/transistor/mvtec_ad__transistor__test__misplaced__004.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::transistor/test/misplaced/004","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"transistor","compat_id":"transistor/test/misplaced/004","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"misplaced","exact_duplicate_ids":[],"height":1024,"identity_group":"4ca5acf99c39ffc86dee85ede75257ae848bca7ee99b7f10eab3d85a7d2517a7","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/test/misplaced/004.png","image_path":"transistor/test/misplaced/004.png","image_sha256":"4ca5acf99c39ffc86dee85ede75257ae848bca7ee99b7f10eab3d85a7d2517a7","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/transistor/ground_truth/misplaced/004_mask.png","mask_path":"transistor/ground_truth/misplaced/004_mask.png","mask_sha256":"7af96ea42eaf74b622a2f457b846cf415ff3d9147fff351c38eae271df1f5d8b","official_split":"test","source_id":"transistor/test/misplaced/004","width":1024}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":2},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":63},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3780372284365885395,"profile":"C4","realization_id":0,"realization_seed":4162049363566274153,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/wood/mvtec_ad__wood__test__color__000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::wood/test/color/000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"wood","compat_id":"wood/test/color/000","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"color","exact_duplicate_ids":[],"height":1024,"identity_group":"ff5173b6d04d3b94a7d08faa35fba597f60ba466d52e2a0d91773fd334766aa9","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/test/color/000.png","image_path":"wood/test/color/000.png","image_sha256":"ff5173b6d04d3b94a7d08faa35fba597f60ba466d52e2a0d91773fd334766aa9","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/ground_truth/color/000_mask.png","mask_path":"wood/ground_truth/color/000_mask.png","mask_sha256":"b2013b51dce0aff907871d3a3c2f80aac647fe04faa1d9f68b52d96804de0e2a","official_split":"test","source_id":"wood/test/color/000","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.470336161306225,"sigma_minor_px_native":null,"sigma_px_at_512":2.2351680806531125,"sigma_px_native":4.470336161306225},"blur_kind":null,"component_tiers":{"downsample_restore":2,"isotropic_gaussian":2,"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":55},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8615424035553856405,"profile":"D3","realization_id":0,"realization_seed":7416360121107128188,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.5459635768756426},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/wood/mvtec_ad__wood__test__color__002.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::wood/test/color/002","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"wood","compat_id":"wood/test/color/002","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"color","exact_duplicate_ids":[],"height":1024,"identity_group":"572640c1de71b26a40901dd6e2ee36d7414209a53173a5f65d5eed91c0b15350","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/test/color/002.png","image_path":"wood/test/color/002.png","image_sha256":"572640c1de71b26a40901dd6e2ee36d7414209a53173a5f65d5eed91c0b15350","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/ground_truth/color/002_mask.png","mask_path":"wood/ground_truth/color/002_mask.png","mask_sha256":"108fd82ea253583f67a9475c1135062cad0b15aefa25a233e607c900c64a2887","official_split":"test","source_id":"wood/test/color/002","width":1024}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":3.8749169659561775,"radius_px_native":7.749833931912355,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7348822476831222396,"profile":"B3","realization_id":0,"realization_seed":5175817686824669306,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/wood/mvtec_ad__wood__test__color__004.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::wood/test/color/004","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"wood","compat_id":"wood/test/color/004","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"color","exact_duplicate_ids":[],"height":1024,"identity_group":"c03c31f35de909f4a7ab25078055d61d98780f93af626c9ae7687873f963dac7","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/test/color/004.png","image_path":"wood/test/color/004.png","image_sha256":"c03c31f35de909f4a7ab25078055d61d98780f93af626c9ae7687873f963dac7","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/ground_truth/color/004_mask.png","mask_path":"wood/ground_truth/color/004_mask.png","mask_sha256":"84ea20b4f9470eb77754a5d717d29fdd1fa34e7321205d8426dc2b9729805c73","official_split":"test","source_id":"wood/test/color/004","width":1024}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.928416171179251,"sigma_minor_px_native":null,"sigma_px_at_512":3.4642080855896253,"sigma_px_native":6.928416171179251},"blur_kind":null,"component_tiers":{"isotropic_gaussian":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1127554015728092465,"profile":"B1","realization_id":0,"realization_seed":1513242089289948262,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/wood/mvtec_ad__wood__test__combined__001.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::wood/test/combined/001","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"wood","compat_id":"wood/test/combined/001","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"combined","exact_duplicate_ids":[],"height":1024,"identity_group":"a1bac52e513b9f71a3dffb4f730ac085849669d058fdbcd55d515ae47b4e17ed","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/test/combined/001.png","image_path":"wood/test/combined/001.png","image_sha256":"a1bac52e513b9f71a3dffb4f730ac085849669d058fdbcd55d515ae47b4e17ed","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/ground_truth/combined/001_mask.png","mask_path":"wood/ground_truth/combined/001_mask.png","mask_sha256":"a6ec47e95831dff58ffeac9b8ab597e1cb5cf72a0acde65a4bb31a6f467ec124","official_split":"test","source_id":"wood/test/combined/001","width":1024}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":4},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":39},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2371930956374333500,"profile":"C4","realization_id":0,"realization_seed":3725456015573866528,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/wood/mvtec_ad__wood__test__combined__010.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::wood/test/combined/010","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"wood","compat_id":"wood/test/combined/010","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"combined","exact_duplicate_ids":[],"height":1024,"identity_group":"76cd81212dd127d2d41cc6149d90bc423e9a34eea7cb8f1301261bb929353e40","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/test/combined/010.png","image_path":"wood/test/combined/010.png","image_sha256":"76cd81212dd127d2d41cc6149d90bc423e9a34eea7cb8f1301261bb929353e40","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/ground_truth/combined/010_mask.png","mask_path":"wood/ground_truth/combined/010_mask.png","mask_sha256":"1369113c5cb545fea744e5cfa7b37d4c0a902100e4c14b3a257e401bffa8f2af","official_split":"test","source_id":"wood/test/combined/010","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.169696056795118,"sigma_minor_px_native":null,"sigma_px_at_512":3.084848028397559,"sigma_px_native":6.169696056795118},"blur_kind":null,"component_tiers":{"downsample_restore":2,"isotropic_gaussian":3,"jpeg":2},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":63},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4353627457990673168,"profile":"D3","realization_id":0,"realization_seed":4320491331980093988,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.576415997289106},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/wood/mvtec_ad__wood__test__good__000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::wood/test/good/000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"wood","compat_id":"wood/test/good/000","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"a76a11277bbe4a558a6ee947bceca800bc331ba0f9ac2077589cecfdccbcee0a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/test/good/000.png","image_path":"wood/test/good/000.png","image_sha256":"a76a11277bbe4a558a6ee947bceca800bc331ba0f9ac2077589cecfdccbcee0a","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"wood/test/good/000","width":1024}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.2162730643211516,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":12.574130165118977,"length_px_native":25.148260330237953,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"jpeg":2,"linear_motion":2,"underexposure":2},"dominant_effect":"gaussian_noise","exposure_ev":-1.0961345769034316,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":59},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07260566479053951,"sigma_x255":18.514444521587574},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5358122350503008922,"profile":"D5","realization_id":0,"realization_seed":8575165094230187281,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/wood/mvtec_ad__wood__test__good__003.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::wood/test/good/003","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"wood","compat_id":"wood/test/good/003","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"6efeb9d8ce58a4ef8f5c661dc94f39a9b98b0c4c355b76378a296a69804108ce","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/test/good/003.png","image_path":"wood/test/good/003.png","image_sha256":"6efeb9d8ce58a4ef8f5c661dc94f39a9b98b0c4c355b76378a296a69804108ce","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"wood/test/good/003","width":1024}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.6498837169649003,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":18.998007809491106,"length_px_native":37.99601561898221,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":5,"jpeg":4,"linear_motion":4,"underexposure":4},"dominant_effect":"gaussian_noise","exposure_ev":-1.6688512469687382,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":41},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.1072574593091119,"sigma_x255":27.350652123823536},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3562602349560002404,"profile":"D5","realization_id":0,"realization_seed":7711745278662849379,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/wood/mvtec_ad__wood__test__good__008.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::wood/test/good/008","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"wood","compat_id":"wood/test/good/008","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"945040657559dece5f242a7a6e07d83dc4c4ff5a1c2fb4da464cf3ada081b501","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/test/good/008.png","image_path":"wood/test/good/008.png","image_sha256":"945040657559dece5f242a7a6e07d83dc4c4ff5a1c2fb4da464cf3ada081b501","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"wood/test/good/008","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":10.262345374129781,"sigma_minor_px_native":null,"sigma_px_at_512":5.131172687064891,"sigma_px_native":10.262345374129781},"blur_kind":null,"component_tiers":{"downsample_restore":4,"isotropic_gaussian":5,"jpeg":4},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":45},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":595750921503045660,"profile":"D3","realization_id":0,"realization_seed":454809788168622884,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":true,"factor":2.125447828988108},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/wood/mvtec_ad__wood__test__good__013.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::wood/test/good/013","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"wood","compat_id":"wood/test/good/013","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"1e61ace88bc64dfce8ec27cefa7543865a6842ac7b221feccf6849e63b65fd7b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/test/good/013.png","image_path":"wood/test/good/013.png","image_sha256":"1e61ace88bc64dfce8ec27cefa7543865a6842ac7b221feccf6849e63b65fd7b","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"wood/test/good/013","width":1024}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":1.0153551929095002,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":19.03096415188221,"length_px_native":38.06192830376442,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":4},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3510655453730268390,"profile":"B4","realization_id":0,"realization_seed":793508943160067783,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/wood/mvtec_ad__wood__test__hole__003.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::wood/test/hole/003","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"wood","compat_id":"wood/test/hole/003","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"hole","exact_duplicate_ids":[],"height":1024,"identity_group":"a18c16534a5afdd1cdc24cf083a0a344bf2f2ac47591e318ecdb65e18377787a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/test/hole/003.png","image_path":"wood/test/hole/003.png","image_sha256":"a18c16534a5afdd1cdc24cf083a0a344bf2f2ac47591e318ecdb65e18377787a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/ground_truth/hole/003_mask.png","mask_path":"wood/ground_truth/hole/003_mask.png","mask_sha256":"671423078f91a92c7c4a07fae803debdee9e21f47f5ea8453aca168f5dc3bb44","official_split":"test","source_id":"wood/test/hole/003","width":1024}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":3},"dominant_effect":"overexposure","exposure_ev":1.124573878105157,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":841547214549374905,"profile":"C3","realization_id":0,"realization_seed":352907095636626546,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/wood/mvtec_ad__wood__test__hole__004.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::wood/test/hole/004","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"wood","compat_id":"wood/test/hole/004","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"hole","exact_duplicate_ids":[],"height":1024,"identity_group":"bc246386b18cb2534a880e3d4d240405e146a312fd8133e9d408b5426a215f33","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/test/hole/004.png","image_path":"wood/test/hole/004.png","image_sha256":"bc246386b18cb2534a880e3d4d240405e146a312fd8133e9d408b5426a215f33","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/ground_truth/hole/004_mask.png","mask_path":"wood/ground_truth/hole/004_mask.png","mask_sha256":"bfcba39dff7f5906fee49ae6915bc171f50b5b1ebb235a6bfb1e09e129cb595c","official_split":"test","source_id":"wood/test/hole/004","width":1024}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.0846689717849894,"aniso_ratio":2.6940099169052143,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.576456818621426,"sigma_major_px_native":7.152913637242852,"sigma_minor_px_at_512":1.3275588913681269,"sigma_minor_px_native":2.6551177827362538,"sigma_px_at_512":3.576456818621426,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2,"jpeg":1,"overexposure":1},"dominant_effect":"anisotropic_gaussian","exposure_ev":0.43299440327355393,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":72},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":501973095837160705,"profile":"D4","realization_id":0,"realization_seed":717423788484706393,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/wood/mvtec_ad__wood__test__hole__006.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::wood/test/hole/006","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"wood","compat_id":"wood/test/hole/006","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"hole","exact_duplicate_ids":[],"height":1024,"identity_group":"c56d3fc10e2e26ba6426316d4719f67297f6548697e518c6e21308738e768847","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/test/hole/006.png","image_path":"wood/test/hole/006.png","image_sha256":"c56d3fc10e2e26ba6426316d4719f67297f6548697e518c6e21308738e768847","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/ground_truth/hole/006_mask.png","mask_path":"wood/ground_truth/hole/006_mask.png","mask_sha256":"4d9a2c1984d3cbe865df74d5ac214b0ad93543432eeff810ee3d085ea68fd8c4","official_split":"test","source_id":"wood/test/hole/006","width":1024}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.4300544768631225,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7183917757469854731,"profile":"C2","realization_id":0,"realization_seed":8960335327292216353,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/wood/mvtec_ad__wood__test__scratch__002.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::wood/test/scratch/002","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"wood","compat_id":"wood/test/scratch/002","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch","exact_duplicate_ids":[],"height":1024,"identity_group":"43a80e87609908b57867da190e40cb5f511d7d0b051d9aebfd807276e7c1547a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/test/scratch/002.png","image_path":"wood/test/scratch/002.png","image_sha256":"43a80e87609908b57867da190e40cb5f511d7d0b051d9aebfd807276e7c1547a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/ground_truth/scratch/002_mask.png","mask_path":"wood/ground_truth/scratch/002_mask.png","mask_sha256":"c35c55b9c22f8d210f7177dfc5d96413f41a1621ec5a354c7de8292194b49fa5","official_split":"test","source_id":"wood/test/scratch/002","width":1024}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.9774280594926575,"aniso_ratio":2.467357335080396,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.248856209868608,"sigma_major_px_native":6.497712419737216,"sigma_minor_px_at_512":1.3167351820820665,"sigma_minor_px_native":2.633470364164133,"sigma_px_at_512":3.248856209868608,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2,"jpeg":3,"overexposure":2},"dominant_effect":"jpeg","exposure_ev":0.8665578117014808,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":52},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6155809980202724326,"profile":"D4","realization_id":0,"realization_seed":3262438743214699231,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/wood/mvtec_ad__wood__test__scratch__004.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::wood/test/scratch/004","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"wood","compat_id":"wood/test/scratch/004","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch","exact_duplicate_ids":[],"height":1024,"identity_group":"3876b973c4b0e6971dd12bd1acd3d0a7f1bf9704c874b8cc503dc51440442beb","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/test/scratch/004.png","image_path":"wood/test/scratch/004.png","image_sha256":"3876b973c4b0e6971dd12bd1acd3d0a7f1bf9704c874b8cc503dc51440442beb","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/ground_truth/scratch/004_mask.png","mask_path":"wood/ground_truth/scratch/004_mask.png","mask_sha256":"2b23e01243b4d1c0b238fe5cf0d7f9ca48a692a18d576b04c335298f763c3a2f","official_split":"test","source_id":"wood/test/scratch/004","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":7.197509519874149,"sigma_minor_px_native":null,"sigma_px_at_512":3.5987547599370746,"sigma_px_native":7.197509519874149},"blur_kind":null,"component_tiers":{"downsample_restore":4,"isotropic_gaussian":3,"jpeg":3},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":51},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6318819215157404217,"profile":"D3","realization_id":0,"realization_seed":1125811413480096155,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":true,"factor":2.173055735584584},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/wood/mvtec_ad__wood__test__scratch__008.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::wood/test/scratch/008","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"wood","compat_id":"wood/test/scratch/008","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch","exact_duplicate_ids":[],"height":1024,"identity_group":"805daa75c26d83eb10e018a250e67f2f14ab5b045c294ac125d0f9308ffda1f4","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/test/scratch/008.png","image_path":"wood/test/scratch/008.png","image_sha256":"805daa75c26d83eb10e018a250e67f2f14ab5b045c294ac125d0f9308ffda1f4","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/ground_truth/scratch/008_mask.png","mask_path":"wood/ground_truth/scratch/008_mask.png","mask_sha256":"e9d7ecb5fa5990538e6d4aeb1837e2632943020834b8ceb008cd91e6c4c6444a","official_split":"test","source_id":"wood/test/scratch/008","width":1024}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":0.695407308858785,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":6.913002297522959,"length_px_native":13.826004595045918,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1,"linear_motion":1},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04573354160319952,"sigma_x255":11.662053108815877},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3974091970425979194,"profile":"D1","realization_id":0,"realization_seed":95014008913730321,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/wood/mvtec_ad__wood__test__scratch__017.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::wood/test/scratch/017","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"wood","compat_id":"wood/test/scratch/017","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"scratch","exact_duplicate_ids":[],"height":1024,"identity_group":"73bf7cbb41b086c5e206455c1e9da50c90b06285ecff11e94ef5cf443ae74770","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/test/scratch/017.png","image_path":"wood/test/scratch/017.png","image_sha256":"73bf7cbb41b086c5e206455c1e9da50c90b06285ecff11e94ef5cf443ae74770","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/wood/ground_truth/scratch/017_mask.png","mask_path":"wood/ground_truth/scratch/017_mask.png","mask_sha256":"368c6139b4dbf7d07b988ca15b4bdffb0e0f8bb4c6e8af31e318f5280d279011","official_split":"test","source_id":"wood/test/scratch/017","width":1024}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":47},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8165803480808836479,"profile":"C4","realization_id":0,"realization_seed":4667683342749709056,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__broken_teeth__005.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/broken_teeth/005","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/broken_teeth/005","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"broken_teeth","exact_duplicate_ids":[],"height":1024,"identity_group":"0528b134f96342eff650843a9810e45be71bf882f44e5e1e1488c8efe6571866","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/broken_teeth/005.png","image_path":"zipper/test/broken_teeth/005.png","image_sha256":"0528b134f96342eff650843a9810e45be71bf882f44e5e1e1488c8efe6571866","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/ground_truth/broken_teeth/005_mask.png","mask_path":"zipper/ground_truth/broken_teeth/005_mask.png","mask_sha256":"46f75c0ba19f2d8d407642a4bdc11387ac61c09168772ec31c25e7cd4bc98e9d","official_split":"test","source_id":"zipper/test/broken_teeth/005","width":1024}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.325051956980132,"sigma_minor_px_native":null,"sigma_px_at_512":3.162525978490066,"sigma_px_native":6.325051956980132},"blur_kind":null,"component_tiers":{"isotropic_gaussian":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3777244261629041485,"profile":"B1","realization_id":0,"realization_seed":1288250707834900836,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__broken_teeth__006.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/broken_teeth/006","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/broken_teeth/006","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"broken_teeth","exact_duplicate_ids":[],"height":1024,"identity_group":"f538018aec81f298ce3c5492b3183a5db8a5573a0670a6cd9b4b161a77220d87","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/broken_teeth/006.png","image_path":"zipper/test/broken_teeth/006.png","image_sha256":"f538018aec81f298ce3c5492b3183a5db8a5573a0670a6cd9b4b161a77220d87","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/ground_truth/broken_teeth/006_mask.png","mask_path":"zipper/ground_truth/broken_teeth/006_mask.png","mask_sha256":"3216d4afeff20a411aa99feaa80018025e6c9b49d368f22bf3e30fde892ccb0d","official_split":"test","source_id":"zipper/test/broken_teeth/006","width":1024}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":2.484588532838202,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":14.68983905970094,"length_px_native":29.37967811940188,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4071416381547075587,"profile":"B4","realization_id":0,"realization_seed":6808980588886787012,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__broken_teeth__011.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/broken_teeth/011","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/broken_teeth/011","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"broken_teeth","exact_duplicate_ids":[],"height":1024,"identity_group":"b17c1ed8e6fbc6060f19c7e4ec4cee3e5039d43d89012ca9dee42dc59b84cc36","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/broken_teeth/011.png","image_path":"zipper/test/broken_teeth/011.png","image_sha256":"b17c1ed8e6fbc6060f19c7e4ec4cee3e5039d43d89012ca9dee42dc59b84cc36","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/ground_truth/broken_teeth/011_mask.png","mask_path":"zipper/ground_truth/broken_teeth/011_mask.png","mask_sha256":"8a572e2d6eeca0419e491895863c7e572fa1950c94ab4cb5877471a0e45d1e0f","official_split":"test","source_id":"zipper/test/broken_teeth/011","width":1024}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.6573467605202534,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":9.225028515851475,"length_px_native":18.45005703170295,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"jpeg":2,"linear_motion":2,"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.4457982070281736,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":65},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.059136078988695946,"sigma_x255":15.079700142117467},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":177600469368623512,"profile":"D5","realization_id":0,"realization_seed":9207497058466729864,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__broken_teeth__013.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/broken_teeth/013","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/broken_teeth/013","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"broken_teeth","exact_duplicate_ids":[],"height":1024,"identity_group":"cd8cb6be6713e26973c444acd329fdccf1d325bf62bcc83920c123e0fa9972e2","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/broken_teeth/013.png","image_path":"zipper/test/broken_teeth/013.png","image_sha256":"cd8cb6be6713e26973c444acd329fdccf1d325bf62bcc83920c123e0fa9972e2","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/ground_truth/broken_teeth/013_mask.png","mask_path":"zipper/ground_truth/broken_teeth/013_mask.png","mask_sha256":"e4021560c1ffd278e76a3bec3894551a7884adc0add7d739731154fbf18de8c4","official_split":"test","source_id":"zipper/test/broken_teeth/013","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.9263900350106455,"sigma_minor_px_native":null,"sigma_px_at_512":2.4631950175053228,"sigma_px_native":4.9263900350106455},"blur_kind":null,"component_tiers":{"downsample_restore":2,"isotropic_gaussian":2,"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":48},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3398785828164928805,"profile":"D3","realization_id":0,"realization_seed":207137316794054227,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.6281696004169788},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__combined__010.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/combined/010","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/combined/010","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"combined","exact_duplicate_ids":[],"height":1024,"identity_group":"470e8283973aea5ede7982fad361750b51ef4d2b40f957a700c460df20ecba95","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/combined/010.png","image_path":"zipper/test/combined/010.png","image_sha256":"470e8283973aea5ede7982fad361750b51ef4d2b40f957a700c460df20ecba95","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/ground_truth/combined/010_mask.png","mask_path":"zipper/ground_truth/combined/010_mask.png","mask_sha256":"f35c78195472140233364237f9af0992c8bdb347b007821d6e2acba63f4cf36b","official_split":"test","source_id":"zipper/test/combined/010","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.950868686894627,"sigma_minor_px_native":null,"sigma_px_at_512":2.9754343434473136,"sigma_px_native":5.950868686894627},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":2,"gaussian_noise":2,"isotropic_gaussian":3,"jpeg":2},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":70},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.049398490830943866,"sigma_x255":12.596615161890686},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2047662653975089474,"profile":"D6","realization_id":0,"realization_seed":7234755459350072256,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.4524737571149744},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__combined__014.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/combined/014","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/combined/014","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"combined","exact_duplicate_ids":[],"height":1024,"identity_group":"ecbbaba5dc20f928502617fcb54240ded083201880aa1acaf82e560427a98fbd","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/combined/014.png","image_path":"zipper/test/combined/014.png","image_sha256":"ecbbaba5dc20f928502617fcb54240ded083201880aa1acaf82e560427a98fbd","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/ground_truth/combined/014_mask.png","mask_path":"zipper/ground_truth/combined/014_mask.png","mask_sha256":"1361529583ed2934c65f010956709279dadd1f1bb26882555a40c70c4dea2f91","official_split":"test","source_id":"zipper/test/combined/014","width":1024}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":2},"dominant_effect":"underexposure","exposure_ev":-1.0705432658792207,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1434228728992571538,"profile":"C2","realization_id":0,"realization_seed":8062477444399037785,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__combined__015.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/combined/015","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/combined/015","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"combined","exact_duplicate_ids":[],"height":1024,"identity_group":"9d4de46cbae670f1322f6e33d70df8fc2c5ed7066c83976ed56c0e7818829ef4","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/combined/015.png","image_path":"zipper/test/combined/015.png","image_sha256":"9d4de46cbae670f1322f6e33d70df8fc2c5ed7066c83976ed56c0e7818829ef4","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/ground_truth/combined/015_mask.png","mask_path":"zipper/ground_truth/combined/015_mask.png","mask_sha256":"e6e541f39dc6056a7930f4c09eba1d668e9c50485c5f61df34c314efa04fe1ce","official_split":"test","source_id":"zipper/test/combined/015","width":1024}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06884160504749029,"sigma_x255":17.554609287110022},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6623232998838394937,"profile":"C1","realization_id":0,"realization_seed":3604309465368420301,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__fabric_border__005.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/fabric_border/005","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/fabric_border/005","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"fabric_border","exact_duplicate_ids":[],"height":1024,"identity_group":"2cb5946e6cd719e131169784267ebe210d987f680d4845cc404a0456f73877c7","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/fabric_border/005.png","image_path":"zipper/test/fabric_border/005.png","image_sha256":"2cb5946e6cd719e131169784267ebe210d987f680d4845cc404a0456f73877c7","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/ground_truth/fabric_border/005_mask.png","mask_path":"zipper/ground_truth/fabric_border/005_mask.png","mask_sha256":"d72a17d8392dea38344915c7d2cead0fcca291177d3158400c0b63c80564f0dd","official_split":"test","source_id":"zipper/test/fabric_border/005","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.441366619804303,"sigma_minor_px_native":null,"sigma_px_at_512":2.7206833099021517,"sigma_px_native":5.441366619804303},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":3,"gaussian_noise":2,"isotropic_gaussian":2,"jpeg":2},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":62},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05215575916152045,"sigma_x255":13.299718586187716},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6635358872941024980,"profile":"D6","realization_id":0,"realization_seed":1271909129864096095,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.7410279659355679},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__fabric_border__010.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/fabric_border/010","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/fabric_border/010","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"fabric_border","exact_duplicate_ids":[],"height":1024,"identity_group":"dc80cac98261eb137b600c5674d89282ea7dc089eaf5fd64a8c1af4b3a350dfc","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/fabric_border/010.png","image_path":"zipper/test/fabric_border/010.png","image_sha256":"dc80cac98261eb137b600c5674d89282ea7dc089eaf5fd64a8c1af4b3a350dfc","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/ground_truth/fabric_border/010_mask.png","mask_path":"zipper/ground_truth/fabric_border/010_mask.png","mask_sha256":"a72415e2477948ed410b5dc6807a9a9b52d2d04cd3269fc585ff891e90cecebc","official_split":"test","source_id":"zipper/test/fabric_border/010","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":3.490281859599759,"sigma_minor_px_native":null,"sigma_px_at_512":1.7451409297998794,"sigma_px_native":3.490281859599759},"blur_kind":null,"component_tiers":{"downsample_restore":1,"isotropic_gaussian":1,"jpeg":1},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":77},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3350082587119076168,"profile":"D3","realization_id":0,"realization_seed":2432424277883531826,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.4283735893928717},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__fabric_border__011.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/fabric_border/011","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/fabric_border/011","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"fabric_border","exact_duplicate_ids":[],"height":1024,"identity_group":"d51aa804cdc7354b26bb86d077225e7402f21d33287755ccc7ac623e83cabcbc","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/fabric_border/011.png","image_path":"zipper/test/fabric_border/011.png","image_sha256":"d51aa804cdc7354b26bb86d077225e7402f21d33287755ccc7ac623e83cabcbc","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/ground_truth/fabric_border/011_mask.png","mask_path":"zipper/ground_truth/fabric_border/011_mask.png","mask_sha256":"c4645209674fc18ca77192cd4ac64033cf43778edbc26ddd15795a3aba8d8085","official_split":"test","source_id":"zipper/test/fabric_border/011","width":1024}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":1.7983009029881496,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":16.189723085032373,"length_px_native":32.379446170064746,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05414495342812733,"sigma_x255":13.80696312417247},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6009637464605155590,"profile":"D1","realization_id":0,"realization_seed":4250418832872463223,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__fabric_border__012.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/fabric_border/012","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/fabric_border/012","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"fabric_border","exact_duplicate_ids":[],"height":1024,"identity_group":"af4cd86a579406d1c9a078a5845d43a44a0827db37cecab1f19f71da480c9a18","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/fabric_border/012.png","image_path":"zipper/test/fabric_border/012.png","image_sha256":"af4cd86a579406d1c9a078a5845d43a44a0827db37cecab1f19f71da480c9a18","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/ground_truth/fabric_border/012_mask.png","mask_path":"zipper/ground_truth/fabric_border/012_mask.png","mask_sha256":"72d0afc18c4bdd03487478c2149faa479117d10db8800ee3003a6dfe8bc12671","official_split":"test","source_id":"zipper/test/fabric_border/012","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.3248790981813805,"sigma_minor_px_native":null,"sigma_px_at_512":2.6624395490906902,"sigma_px_native":5.3248790981813805},"blur_kind":null,"component_tiers":{"downsample_restore":3,"isotropic_gaussian":2,"jpeg":2},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":60},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2440964371677120714,"profile":"D3","realization_id":0,"realization_seed":917232554274354363,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.7153470019444452},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__fabric_interior__000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/fabric_interior/000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/fabric_interior/000","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"fabric_interior","exact_duplicate_ids":[],"height":1024,"identity_group":"5b3a22edd0bb9a306f78fd1ce3b2a77d4522b4ecb0ecf41c39c85fc90ed1519d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/fabric_interior/000.png","image_path":"zipper/test/fabric_interior/000.png","image_sha256":"5b3a22edd0bb9a306f78fd1ce3b2a77d4522b4ecb0ecf41c39c85fc90ed1519d","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/ground_truth/fabric_interior/000_mask.png","mask_path":"zipper/ground_truth/fabric_interior/000_mask.png","mask_sha256":"aa7e14c60c73506a3d113bd2ae71bd25eec3faf9c27cad26d03ffb627483acf0","official_split":"test","source_id":"zipper/test/fabric_interior/000","width":1024}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":3.264813234234598,"sigma_minor_px_native":null,"sigma_px_at_512":1.632406617117299,"sigma_px_native":3.264813234234598},"blur_kind":null,"component_tiers":{"isotropic_gaussian":1},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2190185793370033758,"profile":"B1","realization_id":0,"realization_seed":8638483105628479738,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__fabric_interior__001.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/fabric_interior/001","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/fabric_interior/001","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"fabric_interior","exact_duplicate_ids":[],"height":1024,"identity_group":"54e097e87f3b801bb79d8e45aa945891c85a2c82868d666f08689e946d0cd5c4","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/fabric_interior/001.png","image_path":"zipper/test/fabric_interior/001.png","image_sha256":"54e097e87f3b801bb79d8e45aa945891c85a2c82868d666f08689e946d0cd5c4","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/ground_truth/fabric_interior/001_mask.png","mask_path":"zipper/ground_truth/fabric_interior/001_mask.png","mask_sha256":"13bf108bba8ef38341b0fb3218f3c651eb59d9fa8cef0b5b90182716b6851dd0","official_split":"test","source_id":"zipper/test/fabric_interior/001","width":1024}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.18202010716305048,"aniso_ratio":2.7544827995853503,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.80248390438393,"sigma_major_px_native":7.60496780876786,"sigma_minor_px_at_512":1.3804711014918452,"sigma_minor_px_native":2.7609422029836903,"sigma_px_at_512":3.80248390438393,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3,"jpeg":4,"overexposure":3},"dominant_effect":"jpeg","exposure_ev":1.0426508083127592,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":41},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4280931916546619824,"profile":"D4","realization_id":0,"realization_seed":255173664314221746,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__fabric_interior__004.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/fabric_interior/004","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/fabric_interior/004","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"fabric_interior","exact_duplicate_ids":[],"height":1024,"identity_group":"02d0236a13396f956e4a10998629489b25ce0518c5692db7463cc8e4b8058eff","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/fabric_interior/004.png","image_path":"zipper/test/fabric_interior/004.png","image_sha256":"02d0236a13396f956e4a10998629489b25ce0518c5692db7463cc8e4b8058eff","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/ground_truth/fabric_interior/004_mask.png","mask_path":"zipper/ground_truth/fabric_interior/004_mask.png","mask_sha256":"1438fc472769a516f465e649a04a8e121877ef13b714dd097748730b6acb347f","official_split":"test","source_id":"zipper/test/fabric_interior/004","width":1024}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":5},"dominant_effect":"underexposure","exposure_ev":-2.088620599352665,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7359724529631850878,"profile":"C2","realization_id":0,"realization_seed":7764234473231288805,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__fabric_interior__011.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/fabric_interior/011","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/fabric_interior/011","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"fabric_interior","exact_duplicate_ids":[],"height":1024,"identity_group":"8ccae1361689344593df81312737e5e6dc6ed0ee97a8dcf6e01e87f6158b4fc2","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/fabric_interior/011.png","image_path":"zipper/test/fabric_interior/011.png","image_sha256":"8ccae1361689344593df81312737e5e6dc6ed0ee97a8dcf6e01e87f6158b4fc2","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/ground_truth/fabric_interior/011_mask.png","mask_path":"zipper/ground_truth/fabric_interior/011_mask.png","mask_sha256":"97c80f0e49f6e22f5970bd7ce3b56ad014b1f06aa2bfceb2185fe7b3bacc7d26","official_split":"test","source_id":"zipper/test/fabric_interior/011","width":1024}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.8822182878180422,"aniso_ratio":1.8915452241934732,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.9536852872913144,"sigma_major_px_native":5.907370574582629,"sigma_minor_px_at_512":1.5615197826162057,"sigma_minor_px_native":3.1230395652324114,"sigma_px_at_512":2.9536852872913144,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2,"jpeg":2,"overexposure":3},"dominant_effect":"overexposure","exposure_ev":1.2855292396617937,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":67},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8749129772216951732,"profile":"D4","realization_id":0,"realization_seed":8329974025878788745,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__fabric_interior__012.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/fabric_interior/012","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/fabric_interior/012","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"fabric_interior","exact_duplicate_ids":[],"height":1024,"identity_group":"0371337384423e478e15ff786ad3cb72531adf6280aecff18e5501510f321758","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/fabric_interior/012.png","image_path":"zipper/test/fabric_interior/012.png","image_sha256":"0371337384423e478e15ff786ad3cb72531adf6280aecff18e5501510f321758","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/ground_truth/fabric_interior/012_mask.png","mask_path":"zipper/ground_truth/fabric_interior/012_mask.png","mask_sha256":"3b0154b1cc2a2d174f2c8bf4e1e6c7d2913c74a918f8e00e8d90873f5518f55c","official_split":"test","source_id":"zipper/test/fabric_interior/012","width":1024}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":3},"dominant_effect":"overexposure","exposure_ev":1.0152366262523056,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":681080059844271906,"profile":"C3","realization_id":0,"realization_seed":6013499341288349932,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__fabric_interior__014.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/fabric_interior/014","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/fabric_interior/014","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"fabric_interior","exact_duplicate_ids":[],"height":1024,"identity_group":"f27d203976c49c2da9b3b1302326f90d2c5682de67fd2602a4aa731ccf4924b1","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/fabric_interior/014.png","image_path":"zipper/test/fabric_interior/014.png","image_sha256":"f27d203976c49c2da9b3b1302326f90d2c5682de67fd2602a4aa731ccf4924b1","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/ground_truth/fabric_interior/014_mask.png","mask_path":"zipper/ground_truth/fabric_interior/014_mask.png","mask_sha256":"7556575ccf994278dc800d64528834d9968bd5b9ef63d0c0ed48adc88c8d7d22","official_split":"test","source_id":"zipper/test/fabric_interior/014","width":1024}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.67305578321412,"aniso_ratio":2.058347570355955,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.5882111820237648,"sigma_major_px_native":5.1764223640475295,"sigma_minor_px_at_512":1.2574218364764214,"sigma_minor_px_native":2.5148436729528427,"sigma_px_at_512":2.5882111820237648,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":1,"jpeg":1,"overexposure":2},"dominant_effect":"overexposure","exposure_ev":0.8404041981242255,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":77},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3164249174576153562,"profile":"D4","realization_id":0,"realization_seed":4272237405191185926,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__good__002.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/good/002","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/good/002","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"4ac47a00cc93633c5a36327d5842daa9475eace765c76d12b1b29237a4b61557","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/good/002.png","image_path":"zipper/test/good/002.png","image_sha256":"4ac47a00cc93633c5a36327d5842daa9475eace765c76d12b1b29237a4b61557","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"zipper/test/good/002","width":1024}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":5},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":31},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3594796890055895555,"profile":"C4","realization_id":0,"realization_seed":8093428208806549636,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__good__005.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/good/005","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/good/005","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"19b8be5ae0290cd51947c694ba62f9334c7411000c4c284d3409f3b51957ddd7","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/good/005.png","image_path":"zipper/test/good/005.png","image_sha256":"19b8be5ae0290cd51947c694ba62f9334c7411000c4c284d3409f3b51957ddd7","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"zipper/test/good/005","width":1024}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.6084244207776535,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":9.600223181541802,"length_px_native":19.200446363083604,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"jpeg":3,"linear_motion":2,"underexposure":2},"dominant_effect":"jpeg","exposure_ev":-0.8451463276309928,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":49},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06138172714880193,"sigma_x255":15.652340422944492},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":564773579645182908,"profile":"D5","realization_id":0,"realization_seed":6373119659934396556,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__good__009.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/good/009","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/good/009","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"0ba02cb6f7a0785f21c318df7929dcab6b22044b8f65f56b1b991a2c26db4faa","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/good/009.png","image_path":"zipper/test/good/009.png","image_sha256":"0ba02cb6f7a0785f21c318df7929dcab6b22044b8f65f56b1b991a2c26db4faa","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"zipper/test/good/009","width":1024}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":6.265728397404613,"radius_px_native":12.531456794809227,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":4,"gaussian_noise":3,"underexposure":3},"dominant_effect":"disk_defocus","exposure_ev":-1.5408696254326437,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06884422955286436,"sigma_x255":17.55527853598041},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4570844224585535258,"profile":"D2","realization_id":0,"realization_seed":8440567841939229294,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__good__018.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/good/018","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/good/018","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"340d94030f0b5ff91f093144ca7c0b79d6ad3093330234c085842e48acc5af93","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/good/018.png","image_path":"zipper/test/good/018.png","image_sha256":"340d94030f0b5ff91f093144ca7c0b79d6ad3093330234c085842e48acc5af93","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"zipper/test/good/018","width":1024}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.4880010973221214,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":482889845376585222,"profile":"C2","realization_id":0,"realization_seed":8470623769065863662,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__good__022.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/good/022","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/good/022","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"f939d5b6b48b3d0834d42ad4b4660835a8b423af3fd963eae11dc437895d16a3","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/good/022.png","image_path":"zipper/test/good/022.png","image_sha256":"f939d5b6b48b3d0834d42ad4b4660835a8b423af3fd963eae11dc437895d16a3","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"zipper/test/good/022","width":1024}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":6.186330682113714,"radius_px_native":12.372661364227428,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":4},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":244921873491802988,"profile":"B3","realization_id":0,"realization_seed":6959946007486712103,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__good__031.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/good/031","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/good/031","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":null,"exact_duplicate_ids":[],"height":1024,"identity_group":"8c5a712dd2a88b3039e2f1381cd2f0240f20259c31f8e03e0b4df5338c17f6d7","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/good/031.png","image_path":"zipper/test/good/031.png","image_sha256":"8c5a712dd2a88b3039e2f1381cd2f0240f20259c31f8e03e0b4df5338c17f6d7","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"zipper/test/good/031","width":1024}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.1310170053199435,"sigma_minor_px_native":null,"sigma_px_at_512":2.5655085026599718,"sigma_px_native":5.1310170053199435},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":2,"gaussian_noise":2,"isotropic_gaussian":2,"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":50},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06111307505318609,"sigma_x255":15.583834138562453},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2036261669711736613,"profile":"D6","realization_id":0,"realization_seed":452293056830269985,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.5867393840609783},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__rough__002.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/rough/002","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/rough/002","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"rough","exact_duplicate_ids":[],"height":1024,"identity_group":"033d60e7d1e5f96142e2ff7ed3d701be624c3341640d2c1601e6b736f3c4da4b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/rough/002.png","image_path":"zipper/test/rough/002.png","image_sha256":"033d60e7d1e5f96142e2ff7ed3d701be624c3341640d2c1601e6b736f3c4da4b","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/ground_truth/rough/002_mask.png","mask_path":"zipper/ground_truth/rough/002_mask.png","mask_sha256":"cb75e01a389b061ac9576356941acebd343abdb77d2d651cff85cd1697066263","official_split":"test","source_id":"zipper/test/rough/002","width":1024}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":2.6855985946863505,"radius_px_native":5.371197189372701,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":1},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6277993754562611122,"profile":"B3","realization_id":0,"realization_seed":6773517966510611575,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__rough__005.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/rough/005","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/rough/005","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"rough","exact_duplicate_ids":[],"height":1024,"identity_group":"25631097b062eabc5907710f2faa9a8dbdf2219563e78b334e4806384ad5f02f","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/rough/005.png","image_path":"zipper/test/rough/005.png","image_sha256":"25631097b062eabc5907710f2faa9a8dbdf2219563e78b334e4806384ad5f02f","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/ground_truth/rough/005_mask.png","mask_path":"zipper/ground_truth/rough/005_mask.png","mask_sha256":"2f8dd24af0cf55b2b51f9e3680c3fc4af941112b57366c54ae513836bf38dbf7","official_split":"test","source_id":"zipper/test/rough/005","width":1024}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":2.9067923469238575,"aniso_ratio":1.6471940971197538,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":5.867645266501047,"sigma_major_px_native":11.735290533002093,"sigma_minor_px_at_512":3.562206346392983,"sigma_minor_px_native":7.124412692785966,"sigma_px_at_512":5.867645266501047,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":5},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8986729649944443791,"profile":"B2","realization_id":0,"realization_seed":6785390475922544583,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__split_teeth__001.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/split_teeth/001","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/split_teeth/001","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"split_teeth","exact_duplicate_ids":[],"height":1024,"identity_group":"7a06cea1cb2be155b1f623ad9e4cf9e01e0b2e896bf44d4f554ebe8858785e2c","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/split_teeth/001.png","image_path":"zipper/test/split_teeth/001.png","image_sha256":"7a06cea1cb2be155b1f623ad9e4cf9e01e0b2e896bf44d4f554ebe8858785e2c","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/ground_truth/split_teeth/001_mask.png","mask_path":"zipper/ground_truth/split_teeth/001_mask.png","mask_sha256":"71a4231a64340ae12dbb0518715919e0648993f4b53542765554267c26dd916b","official_split":"test","source_id":"zipper/test/split_teeth/001","width":1024}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.3446451853507013,"aniso_ratio":2.343166924453112,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.9060005452963837,"sigma_major_px_native":5.8120010905927675,"sigma_minor_px_at_512":1.2402021021078706,"sigma_minor_px_native":2.4804042042157413,"sigma_px_at_512":2.9060005452963837,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2,"jpeg":1,"overexposure":1},"dominant_effect":"anisotropic_gaussian","exposure_ev":0.506109868349579,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":76},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4654916821722028788,"profile":"D4","realization_id":0,"realization_seed":3349664177788480217,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__split_teeth__007.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/split_teeth/007","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/split_teeth/007","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"split_teeth","exact_duplicate_ids":[],"height":1024,"identity_group":"153eeec44233912ba45e5b42ed0c4b129776171e0e398edaf60ee16ba4d7087b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/split_teeth/007.png","image_path":"zipper/test/split_teeth/007.png","image_sha256":"153eeec44233912ba45e5b42ed0c4b129776171e0e398edaf60ee16ba4d7087b","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/ground_truth/split_teeth/007_mask.png","mask_path":"zipper/ground_truth/split_teeth/007_mask.png","mask_sha256":"ff69c6f794b2bd1848351578a37eb6e1fece6cec8ca24ccd06fab76ff82aa9f6","official_split":"test","source_id":"zipper/test/split_teeth/007","width":1024}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.5304252982643491,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":15.948092313972372,"length_px_native":31.896184627944745,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"jpeg":3,"linear_motion":3,"underexposure":4},"dominant_effect":"underexposure","exposure_ev":-1.6326325572146427,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":54},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07751837418700636,"sigma_x255":19.76718541768662},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8483116735873038093,"profile":"D5","realization_id":0,"realization_seed":4293981370779113698,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__split_teeth__011.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/split_teeth/011","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/split_teeth/011","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"split_teeth","exact_duplicate_ids":[],"height":1024,"identity_group":"b88ea2c948b868efec81207b0caff15a741d56a90dbd6511fdfd9a4c942591eb","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/split_teeth/011.png","image_path":"zipper/test/split_teeth/011.png","image_sha256":"b88ea2c948b868efec81207b0caff15a741d56a90dbd6511fdfd9a4c942591eb","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/ground_truth/split_teeth/011_mask.png","mask_path":"zipper/ground_truth/split_teeth/011_mask.png","mask_sha256":"911ee2c2ea3db65204c4ca0e6f5845f5950e0faa8564e984b965a3fec22da422","official_split":"test","source_id":"zipper/test/split_teeth/011","width":1024}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":2.811749990944536,"radius_px_native":5.623499981889072,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":1,"gaussian_noise":1,"underexposure":1},"dominant_effect":"disk_defocus","exposure_ev":-0.7857592504463383,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04056593525399699,"sigma_x255":10.344313489769231},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7481548980688442991,"profile":"D2","realization_id":0,"realization_seed":1819909619669344367,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__squeezed_teeth__001.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/squeezed_teeth/001","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/squeezed_teeth/001","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"squeezed_teeth","exact_duplicate_ids":[],"height":1024,"identity_group":"0570e88723c7f271c2d265ee923fe55d63dc64073d2d946cbe58ff425be7357e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/squeezed_teeth/001.png","image_path":"zipper/test/squeezed_teeth/001.png","image_sha256":"0570e88723c7f271c2d265ee923fe55d63dc64073d2d946cbe58ff425be7357e","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/ground_truth/squeezed_teeth/001_mask.png","mask_path":"zipper/ground_truth/squeezed_teeth/001_mask.png","mask_sha256":"3fe2220b10a00c4a8170001501f99925c1d9d851fd3e7a53273f4dadeeebc951","official_split":"test","source_id":"zipper/test/squeezed_teeth/001","width":1024}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":3.4196696357861818,"radius_px_native":6.8393392715723635,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":374224714709158618,"profile":"B3","realization_id":0,"realization_seed":7009042705034011858,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.0,"track":"core"},"output":{"path":"mvtec_ad/zipper/mvtec_ad__zipper__test__squeezed_teeth__010.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"mvtec_ad::zipper/test/squeezed_teeth/010","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"zipper","compat_id":"zipper/test/squeezed_teeth/010","dataset":"mvtec_ad","dataset_version":"2019","defect_subtype":"squeezed_teeth","exact_duplicate_ids":[],"height":1024,"identity_group":"8bad26c97eaf7400ff827f6781d6e0789261741a28d2942d38be254607f128c8","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/test/squeezed_teeth/010.png","image_path":"zipper/test/squeezed_teeth/010.png","image_sha256":"8bad26c97eaf7400ff827f6781d6e0789261741a28d2942d38be254607f128c8","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/mvtec/zipper/ground_truth/squeezed_teeth/010_mask.png","mask_path":"zipper/ground_truth/squeezed_teeth/010_mask.png","mask_sha256":"bcfc6cb3687decd314abc32f12b5180e2a15d5bece98ef355dfa0546978b1baa","official_split":"test","source_id":"zipper/test/squeezed_teeth/010","width":1024}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":2},"dominant_effect":"overexposure","exposure_ev":0.7154984201090173,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2324909095096906170,"profile":"C3","realization_id":0,"realization_seed":4888368888934614184,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Anomaly__000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Anomaly/000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/bad/000","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1168,"identity_group":"c004dbc05698f01cf415e07d2a8cf8fef48aa19516eece6600e13f92f1f788b7","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Anomaly/000.JPG","image_path":"candle/Data/Images/Anomaly/000.JPG","image_sha256":"c004dbc05698f01cf415e07d2a8cf8fef48aa19516eece6600e13f92f1f788b7","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Masks/Anomaly/000.png","mask_path":"candle/Data/Masks/Anomaly/000.png","mask_sha256":"fa8fcb5600dfc492fabf989aa7accfd9adc35a198df8bc70ba9d1d715e965004","official_split":"test","source_id":"candle/Data/Images/Anomaly/000","width":1284}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":3.5824316907267617,"radius_px_native":8.172422294470426,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2,"gaussian_noise":2,"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.4188777271710216,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.056357740566315734,"sigma_x255":14.371223844410512},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1000479609688458932,"profile":"D2","realization_id":0,"realization_seed":7713734962300208589,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Anomaly__004.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Anomaly/004","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/bad/004","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1168,"identity_group":"a78ee870594f161f86073b5983ae1f05be178009d819b4a73997f7cbc99a5ab2","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Anomaly/004.JPG","image_path":"candle/Data/Images/Anomaly/004.JPG","image_sha256":"a78ee870594f161f86073b5983ae1f05be178009d819b4a73997f7cbc99a5ab2","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Masks/Anomaly/004.png","mask_path":"candle/Data/Masks/Anomaly/004.png","mask_sha256":"0a2cbc6fe081fc061a4ffc811818333c6efdda7f37ac713c9cd74b0a5d7d3de7","official_split":"test","source_id":"candle/Data/Images/Anomaly/004","width":1284}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":1.0197793351510385,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":8.58132697041264,"length_px_native":19.576152151253833,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1,"linear_motion":1},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04156121851448136,"sigma_x255":10.598110721192747},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3540464597136194727,"profile":"D1","realization_id":0,"realization_seed":750842144852446987,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Anomaly__005.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Anomaly/005","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/bad/005","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1168,"identity_group":"db4d13adb2b47930feb10e0f6cd88ded671dca71987ab35cff50785081bc31fc","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Anomaly/005.JPG","image_path":"candle/Data/Images/Anomaly/005.JPG","image_sha256":"db4d13adb2b47930feb10e0f6cd88ded671dca71987ab35cff50785081bc31fc","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Masks/Anomaly/005.png","mask_path":"candle/Data/Masks/Anomaly/005.png","mask_sha256":"36c307c6c84fd1e4b2df8d71ee15d45e690c09be69794a3eea3b98648b568c84","official_split":"test","source_id":"candle/Data/Images/Anomaly/005","width":1284}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.8393827096646325,"aniso_ratio":2.451461640679746,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.2341067130855365,"sigma_major_px_native":5.096555939226381,"sigma_minor_px_at_512":0.9113365985470037,"sigma_minor_px_native":2.0789866154353525,"sigma_px_at_512":2.2341067130855365,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":1,"jpeg":1,"overexposure":1},"dominant_effect":"overexposure","exposure_ev":0.5872520816022222,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":77},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1223210138528133717,"profile":"D4","realization_id":0,"realization_seed":1465886050660783629,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Anomaly__012.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Anomaly/012","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/bad/012","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1168,"identity_group":"b1bb734ac934f58421c178a6d8f6b7bf96148c5d0413f023e7da7075126c071d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Anomaly/012.JPG","image_path":"candle/Data/Images/Anomaly/012.JPG","image_sha256":"b1bb734ac934f58421c178a6d8f6b7bf96148c5d0413f023e7da7075126c071d","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Masks/Anomaly/012.png","mask_path":"candle/Data/Masks/Anomaly/012.png","mask_sha256":"93b28dcbcedf934e037b7bfbbcf2c5d6d2ba1d1a5fcb7d3a4a982bb30a7ac7fe","official_split":"test","source_id":"candle/Data/Images/Anomaly/012","width":1284}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.9682022684749696,"aniso_ratio":2.5340537838506085,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.8083529838413384,"sigma_major_px_native":8.687805244388054,"sigma_minor_px_at_512":1.5028698317738052,"sigma_minor_px_native":3.4284218037339933,"sigma_px_at_512":3.8083529838413384,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":3,"downsample_restore":2,"gaussian_noise":2,"jpeg":2},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":61},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05138096711238372,"sigma_x255":13.10214661365785},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2414713836226206688,"profile":"D6","realization_id":0,"realization_seed":7167396560271221544,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.6245996722502085},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Anomaly__013.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Anomaly/013","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/bad/013","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1168,"identity_group":"cc21cd6bd2fb9b889e330e3cb1af81435785b922887b9abd090c2178a6bec5d6","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Anomaly/013.JPG","image_path":"candle/Data/Images/Anomaly/013.JPG","image_sha256":"cc21cd6bd2fb9b889e330e3cb1af81435785b922887b9abd090c2178a6bec5d6","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Masks/Anomaly/013.png","mask_path":"candle/Data/Masks/Anomaly/013.png","mask_sha256":"829664c5ac3cc5e50db91734fe2587c65b5ad7552c483fc6eab6ead2b1567dc2","official_split":"test","source_id":"candle/Data/Images/Anomaly/013","width":1284}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":0.9892074596056963,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":18.660433799354742,"length_px_native":42.56911460477801,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":4},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6604996690520462454,"profile":"B4","realization_id":0,"realization_seed":6224987288611161129,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Anomaly__017.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Anomaly/017","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/bad/017","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1168,"identity_group":"534e9fa943ff9b1300029b57e9acd9506a3d31890a3bb49bedaf4c590d393a4a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Anomaly/017.JPG","image_path":"candle/Data/Images/Anomaly/017.JPG","image_sha256":"534e9fa943ff9b1300029b57e9acd9506a3d31890a3bb49bedaf4c590d393a4a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Masks/Anomaly/017.png","mask_path":"candle/Data/Masks/Anomaly/017.png","mask_sha256":"41cd171e80de62334ed7bdcc07641ffc859ca18021830fff01d31a1586e157dd","official_split":"test","source_id":"candle/Data/Images/Anomaly/017","width":1284}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.0364205116007592,"aniso_ratio":2.6946183696883965,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.7646061336816223,"sigma_major_px_native":6.306757742461201,"sigma_minor_px_at_512":1.0259731636882292,"sigma_minor_px_native":2.3405012796637727,"sigma_px_at_512":2.7646061336816223,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":1,"jpeg":1,"overexposure":2},"dominant_effect":"overexposure","exposure_ev":0.7345600956057871,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":80},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":302191193036641942,"profile":"D4","realization_id":0,"realization_seed":5902157410896340577,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Anomaly__022.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Anomaly/022","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/bad/022","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1168,"identity_group":"a84a9a364bf527803e035d51ce8fcd8c9550aba41a38f9a5c7586f14bf56afb5","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Anomaly/022.JPG","image_path":"candle/Data/Images/Anomaly/022.JPG","image_sha256":"a84a9a364bf527803e035d51ce8fcd8c9550aba41a38f9a5c7586f14bf56afb5","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Masks/Anomaly/022.png","mask_path":"candle/Data/Masks/Anomaly/022.png","mask_sha256":"b0df09c843370ae7674b851551beccf9aa4bf880553d126a71586a46808eeffb","official_split":"test","source_id":"candle/Data/Images/Anomaly/022","width":1284}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":9.353368586156869,"sigma_minor_px_native":null,"sigma_px_at_512":4.100106777493422,"sigma_px_native":9.353368586156869},"blur_kind":null,"component_tiers":{"downsample_restore":3,"isotropic_gaussian":4,"jpeg":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":49},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1043118941890994046,"profile":"D3","realization_id":0,"realization_seed":2570171108285430033,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.7435792940413037},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Anomaly__039.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Anomaly/039","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/bad/039","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1168,"identity_group":"12a9a69f4a3e8ec4712c8e600caf54acc28b8dce79928a0eab994dc18a8f48ae","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Anomaly/039.JPG","image_path":"candle/Data/Images/Anomaly/039.JPG","image_sha256":"12a9a69f4a3e8ec4712c8e600caf54acc28b8dce79928a0eab994dc18a8f48ae","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Masks/Anomaly/039.png","mask_path":"candle/Data/Masks/Anomaly/039.png","mask_sha256":"7fd0a433c390aa4d36a519b2e12e5c86e97cf9faea66c938c456b8f23b0ce535","official_split":"test","source_id":"candle/Data/Images/Anomaly/039","width":1284}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":4.480408241304635,"radius_px_native":10.220931300476197,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3,"gaussian_noise":3,"underexposure":4},"dominant_effect":"underexposure","exposure_ev":-1.9255589965646482,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06371190857920053,"sigma_x255":16.246536687696135},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3081779899994079486,"profile":"D2","realization_id":0,"realization_seed":430553268527066403,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Anomaly__041.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Anomaly/041","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/bad/041","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1168,"identity_group":"570a69ac73850577b4386d9bc8d0715ecf9301a0354068f7fa8bd38e1a9a7e05","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Anomaly/041.JPG","image_path":"candle/Data/Images/Anomaly/041.JPG","image_sha256":"570a69ac73850577b4386d9bc8d0715ecf9301a0354068f7fa8bd38e1a9a7e05","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Masks/Anomaly/041.png","mask_path":"candle/Data/Masks/Anomaly/041.png","mask_sha256":"b6ceb8486e799310a6efcea0d2cf5335888053e98f17510e1f18bf4f4913d184","official_split":"test","source_id":"candle/Data/Images/Anomaly/041","width":1284}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":1.0439318330621243,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":9.252155822259084,"length_px_native":21.106480469528535,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1,"linear_motion":2},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03958319708195012,"sigma_x255":10.093715255897282},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7219015761940012200,"profile":"D1","realization_id":0,"realization_seed":8293748503325253536,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Anomaly__042.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Anomaly/042","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/bad/042","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1168,"identity_group":"d74f0d820290319eb75893a51cd94c0624bee71925459c15de3649724d9db93d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Anomaly/042.JPG","image_path":"candle/Data/Images/Anomaly/042.JPG","image_sha256":"d74f0d820290319eb75893a51cd94c0624bee71925459c15de3649724d9db93d","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Masks/Anomaly/042.png","mask_path":"candle/Data/Masks/Anomaly/042.png","mask_sha256":"eec6c4757b328a12dd70063bc03329a488f14f0fbbb86ab73c11563f41d01a7c","official_split":"test","source_id":"candle/Data/Images/Anomaly/042","width":1284}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":2.2129446681762386,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":23.419854392088315,"length_px_native":53.426542831951465,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":4,"linear_motion":5},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.09679741886578741,"sigma_x255":24.68334181077579},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5319363637192910244,"profile":"D1","realization_id":0,"realization_seed":8457845299670656039,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Anomaly__053.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Anomaly/053","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/bad/053","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1168,"identity_group":"6fa8bfb06eb8a27917c0e8cefbbbefeaf031a237fdab670e417d12dea30a635a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Anomaly/053.JPG","image_path":"candle/Data/Images/Anomaly/053.JPG","image_sha256":"6fa8bfb06eb8a27917c0e8cefbbbefeaf031a237fdab670e417d12dea30a635a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Masks/Anomaly/053.png","mask_path":"candle/Data/Masks/Anomaly/053.png","mask_sha256":"1876f2a2ec6ff9cebfd36d76f1489ddb62eb7818fc18c81c90c0cfa6a4d77d2f","official_split":"test","source_id":"candle/Data/Images/Anomaly/053","width":1284}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.9015256340281341,"aniso_ratio":2.7029572685948144,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.9900145646511196,"sigma_major_px_native":6.820970725610366,"sigma_minor_px_at_512":1.1062011965159693,"sigma_minor_px_native":2.5235214795520546,"sigma_px_at_512":2.9900145646511196,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":2,"downsample_restore":2,"gaussian_noise":3,"jpeg":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":65},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07631551419448951,"sigma_x255":19.460456119594824},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6332096356638631375,"profile":"D6","realization_id":0,"realization_seed":7287126606675243758,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.4585120438375698},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Anomaly__066.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Anomaly/066","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/bad/066","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1168,"identity_group":"9c1d1f5ae6c30175bd38879f95a2f87d4e8eb2d6dbc9a577ca57c3cab22acc10","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Anomaly/066.JPG","image_path":"candle/Data/Images/Anomaly/066.JPG","image_sha256":"9c1d1f5ae6c30175bd38879f95a2f87d4e8eb2d6dbc9a577ca57c3cab22acc10","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Masks/Anomaly/066.png","mask_path":"candle/Data/Masks/Anomaly/066.png","mask_sha256":"c6ae45dcf9b4040b79c766b2aba3f1579dfb3a8332505cdeec9df4692cb79f3a","official_split":"test","source_id":"candle/Data/Images/Anomaly/066","width":1284}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":10.565634333331463,"sigma_minor_px_native":null,"sigma_px_at_512":4.631510940638449,"sigma_px_native":10.565634333331463},"blur_kind":null,"component_tiers":{"downsample_restore":4,"isotropic_gaussian":5,"jpeg":4},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":40},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7066684776396070393,"profile":"D3","realization_id":0,"realization_seed":1603113183481057610,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":true,"factor":2.343945443097394},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Anomaly__071.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Anomaly/071","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/bad/071","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1168,"identity_group":"2d2082119d5a00f6764aa3c2086a7ebaa746fc6ff2c873998ed40a65c9eb815f","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Anomaly/071.JPG","image_path":"candle/Data/Images/Anomaly/071.JPG","image_sha256":"2d2082119d5a00f6764aa3c2086a7ebaa746fc6ff2c873998ed40a65c9eb815f","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Masks/Anomaly/071.png","mask_path":"candle/Data/Masks/Anomaly/071.png","mask_sha256":"068108a3f4e874a7f4593e218a193c43af3421eef2c7381f17134a9bc9975627","official_split":"test","source_id":"candle/Data/Images/Anomaly/071","width":1284}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.855379070241983,"sigma_minor_px_native":null,"sigma_px_at_512":3.0050976746266227,"sigma_px_native":6.855379070241983},"blur_kind":null,"component_tiers":{"downsample_restore":2,"isotropic_gaussian":3,"jpeg":2},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":60},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1691722109385275565,"profile":"D3","realization_id":0,"realization_seed":1689506891676075838,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.6348715868836874},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Anomaly__074.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Anomaly/074","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/bad/074","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1168,"identity_group":"030f3f6b3b5dc276cb4752296689c9e1fb244ed4419c8454534cb0e1048c4883","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Anomaly/074.JPG","image_path":"candle/Data/Images/Anomaly/074.JPG","image_sha256":"030f3f6b3b5dc276cb4752296689c9e1fb244ed4419c8454534cb0e1048c4883","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Masks/Anomaly/074.png","mask_path":"candle/Data/Masks/Anomaly/074.png","mask_sha256":"0b4ec065e0446ef42fd4159b1b4afa843fd0396ef0603efaadd3e3bf8568db28","official_split":"test","source_id":"candle/Data/Images/Anomaly/074","width":1284}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":4.111352639647886,"radius_px_native":9.37902320919674,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2,"gaussian_noise":3,"underexposure":2},"dominant_effect":"gaussian_noise","exposure_ev":-0.8647664796353965,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07610264767557608,"sigma_x255":19.4061751572719},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5410446198720181511,"profile":"D2","realization_id":0,"realization_seed":7983632602461316212,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Anomaly__077.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Anomaly/077","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/bad/077","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1168,"identity_group":"af2a4751400c5a8be7e970130590a37c0e4bacb46c64af388c744644663d47f2","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Anomaly/077.JPG","image_path":"candle/Data/Images/Anomaly/077.JPG","image_sha256":"af2a4751400c5a8be7e970130590a37c0e4bacb46c64af388c744644663d47f2","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Masks/Anomaly/077.png","mask_path":"candle/Data/Masks/Anomaly/077.png","mask_sha256":"cb3d1192bec5c6e867363855e8d393c09c2d503aa18ae303b6b3ba51fd2224a5","official_split":"test","source_id":"candle/Data/Images/Anomaly/077","width":1284}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.0406338056537001,"aniso_ratio":2.5438460811935215,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.2877364177771593,"sigma_major_px_native":7.500148703054145,"sigma_minor_px_at_512":1.2924274161409244,"sigma_minor_px_native":2.948350043071484,"sigma_px_at_512":3.2877364177771593,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2,"jpeg":1,"overexposure":1},"dominant_effect":"anisotropic_gaussian","exposure_ev":0.5293095827141798,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":72},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8228325342869378087,"profile":"D4","realization_id":0,"realization_seed":8124598240981462405,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Anomaly__078.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Anomaly/078","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/bad/078","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1168,"identity_group":"8f54c410028ae62d5435d9c5b68ad764541de7c2b82f0db3dd094560b08cc586","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Anomaly/078.JPG","image_path":"candle/Data/Images/Anomaly/078.JPG","image_sha256":"8f54c410028ae62d5435d9c5b68ad764541de7c2b82f0db3dd094560b08cc586","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Masks/Anomaly/078.png","mask_path":"candle/Data/Masks/Anomaly/078.png","mask_sha256":"e9c01e362131f9c32905e525d1810a25d233dfae359587986633fdb75d8f2d97","official_split":"test","source_id":"candle/Data/Images/Anomaly/078","width":1284}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":1.0878414261717566,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":7.409387493969703,"length_px_native":16.902665220618385,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":1},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8439252077811338694,"profile":"B4","realization_id":0,"realization_seed":351943857519177475,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Anomaly__083.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Anomaly/083","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/bad/083","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1168,"identity_group":"8da95f3453f8865d5bb48d532d3780d8d60f3b7b40df4a436ee2fd60e1144987","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Anomaly/083.JPG","image_path":"candle/Data/Images/Anomaly/083.JPG","image_sha256":"8da95f3453f8865d5bb48d532d3780d8d60f3b7b40df4a436ee2fd60e1144987","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Masks/Anomaly/083.png","mask_path":"candle/Data/Masks/Anomaly/083.png","mask_sha256":"68d75d1de7f3505b5543b2bc5d3015ca844a84036977fed2e7e4e2dc992bf8db","official_split":"test","source_id":"candle/Data/Images/Anomaly/083","width":1284}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.7568243248936195,"sigma_minor_px_native":null,"sigma_px_at_512":2.9618955944739156,"sigma_px_native":6.7568243248936195},"blur_kind":null,"component_tiers":{"isotropic_gaussian":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6855056152395641692,"profile":"B1","realization_id":0,"realization_seed":8102112715783101514,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Anomaly__085.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Anomaly/085","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/bad/085","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1168,"identity_group":"506705ee3cb96fdfe2c18ba999e727c2d08e33d82d61ceea944a0865c2c36460","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Anomaly/085.JPG","image_path":"candle/Data/Images/Anomaly/085.JPG","image_sha256":"506705ee3cb96fdfe2c18ba999e727c2d08e33d82d61ceea944a0865c2c36460","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Masks/Anomaly/085.png","mask_path":"candle/Data/Masks/Anomaly/085.png","mask_sha256":"a21160568e516bef495b6047a3e0366e171e7c3a74718172d9ea9ddcb48c3252","official_split":"test","source_id":"candle/Data/Images/Anomaly/085","width":1284}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":5},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.11118856232495176,"sigma_x255":28.3530833928627},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3288549582773870185,"profile":"C1","realization_id":0,"realization_seed":1020175342552261353,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Anomaly__087.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Anomaly/087","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/bad/087","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1168,"identity_group":"a6661aa4e7e08c835b57c0cef029480738b082e5b6943c4c2cc4fe392beeee02","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Anomaly/087.JPG","image_path":"candle/Data/Images/Anomaly/087.JPG","image_sha256":"a6661aa4e7e08c835b57c0cef029480738b082e5b6943c4c2cc4fe392beeee02","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Masks/Anomaly/087.png","mask_path":"candle/Data/Masks/Anomaly/087.png","mask_sha256":"8b9e1b97e0f2b92befb42050106299a4e06754abbeaeab3c4d33d284cee64b01","official_split":"test","source_id":"candle/Data/Images/Anomaly/087","width":1284}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":2.975850348132333,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":14.092865056876068,"length_px_native":32.14934841099853,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05643806503087608,"sigma_x255":14.3917065828734},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3686770047436006128,"profile":"D1","realization_id":0,"realization_seed":4776850051987703080,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Anomaly__090.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Anomaly/090","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/bad/090","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1168,"identity_group":"792e12561bf76e51b784f1556f2d7a6afbbdbf2130a5283206aff17fa8ceecef","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Anomaly/090.JPG","image_path":"candle/Data/Images/Anomaly/090.JPG","image_sha256":"792e12561bf76e51b784f1556f2d7a6afbbdbf2130a5283206aff17fa8ceecef","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Masks/Anomaly/090.png","mask_path":"candle/Data/Masks/Anomaly/090.png","mask_sha256":"13db70a6cd54b817780a7acecf7f7069c58931a5790bd78e3105bcc691b0de19","official_split":"test","source_id":"candle/Data/Images/Anomaly/090","width":1284}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":2},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":60},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":679477690013236054,"profile":"C4","realization_id":0,"realization_seed":7850558375483747087,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Normal__0011.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Normal/0011","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/good/0011","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1168,"identity_group":"26da76bd9dbc5212bb4ae59a394aeb51a624ee42a67a318671fe02cdcb52443f","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Normal/0011.JPG","image_path":"candle/Data/Images/Normal/0011.JPG","image_sha256":"26da76bd9dbc5212bb4ae59a394aeb51a624ee42a67a318671fe02cdcb52443f","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"candle/Data/Images/Normal/0011","width":1284}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":3.0122686116952453,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":9.839847696380355,"length_px_native":22.447152557367684,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"linear_motion":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07615819080023652,"sigma_x255":19.420338654060313},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8214490285762357282,"profile":"D1","realization_id":0,"realization_seed":3439230887008565177,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Normal__0027.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Normal/0027","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/good/0027","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1168,"identity_group":"67552f1f17c5cd4d5a2003cdae310b4bb5f620da0bcef96782d3359701873d79","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Normal/0027.JPG","image_path":"candle/Data/Images/Normal/0027.JPG","image_sha256":"67552f1f17c5cd4d5a2003cdae310b4bb5f620da0bcef96782d3359701873d79","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"candle/Data/Images/Normal/0027","width":1284}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":3.1312269069678025,"aniso_ratio":2.72956322687203,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.36576369197292,"sigma_major_px_native":7.678148422313224,"sigma_minor_px_at_512":1.2330777535532491,"sigma_minor_px_native":2.8129586252933496,"sigma_px_at_512":3.36576369197292,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2,"jpeg":2,"overexposure":3},"dominant_effect":"overexposure","exposure_ev":0.9614110757021557,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":69},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1909331755522536268,"profile":"D4","realization_id":0,"realization_seed":5639729004615387353,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Normal__0168.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Normal/0168","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/good/0168","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1168,"identity_group":"ed9f5b2f3a09069bf7df4036a85ab531cf79cbc28b53c7f2d857b7808bba9c4d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Normal/0168.JPG","image_path":"candle/Data/Images/Normal/0168.JPG","image_sha256":"ed9f5b2f3a09069bf7df4036a85ab531cf79cbc28b53c7f2d857b7808bba9c4d","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"candle/Data/Images/Normal/0168","width":1284}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":4},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.09499508101416787,"sigma_x255":24.223745658612806},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1951525454762828509,"profile":"C1","realization_id":0,"realization_seed":4579531365952410076,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Normal__0174.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Normal/0174","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/good/0174","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1168,"identity_group":"1f19af9d1e8c384682dbc05f42af48106dcdc3b5efb49b50e9e60d9b1349ffd9","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Normal/0174.JPG","image_path":"candle/Data/Images/Normal/0174.JPG","image_sha256":"1f19af9d1e8c384682dbc05f42af48106dcdc3b5efb49b50e9e60d9b1349ffd9","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"candle/Data/Images/Normal/0174","width":1284}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.55954775929648,"sigma_minor_px_native":null,"sigma_px_at_512":1.998705867088868,"sigma_px_native":4.55954775929648},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":1,"gaussian_noise":2,"isotropic_gaussian":1,"jpeg":1},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":75},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.0625246387702673,"sigma_x255":15.94378288641816},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4083647651957087207,"profile":"D6","realization_id":0,"realization_seed":8065821767897135772,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.2879155057538618},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Normal__0208.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Normal/0208","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/good/0208","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1168,"identity_group":"4f18525be21b8ce9af0346edb2a9d5a9acb2f49ae9b4d08a612525a775a10520","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Normal/0208.JPG","image_path":"candle/Data/Images/Normal/0208.JPG","image_sha256":"4f18525be21b8ce9af0346edb2a9d5a9acb2f49ae9b4d08a612525a775a10520","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"candle/Data/Images/Normal/0208","width":1284}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":0.5235443899102791,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":14.973369603632642,"length_px_native":34.15799940828697,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1537363945920366078,"profile":"B4","realization_id":0,"realization_seed":2329971567693671921,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Normal__0286.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Normal/0286","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/good/0286","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1168,"identity_group":"52251630b1699f7d1d8a0c693c3b87b2cac13ee600a8229a1b8c68689f75912f","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Normal/0286.JPG","image_path":"candle/Data/Images/Normal/0286.JPG","image_sha256":"52251630b1699f7d1d8a0c693c3b87b2cac13ee600a8229a1b8c68689f75912f","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"candle/Data/Images/Normal/0286","width":1284}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":2},"dominant_effect":"overexposure","exposure_ev":0.8046457399071243,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8972135304415559698,"profile":"C3","realization_id":0,"realization_seed":8894982483637698125,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Normal__0333.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Normal/0333","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/good/0333","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1168,"identity_group":"da5f291ea4f88dfea04940698be70dac248ea02ddc8d00ffc694ee4e35763193","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Normal/0333.JPG","image_path":"candle/Data/Images/Normal/0333.JPG","image_sha256":"da5f291ea4f88dfea04940698be70dac248ea02ddc8d00ffc694ee4e35763193","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"candle/Data/Images/Normal/0333","width":1284}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":9.786431397066275,"sigma_minor_px_native":null,"sigma_px_at_512":4.289942530220833,"sigma_px_native":9.786431397066275},"blur_kind":null,"component_tiers":{"isotropic_gaussian":4},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4686506322951010117,"profile":"B1","realization_id":0,"realization_seed":5754089769991155111,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Normal__0363.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Normal/0363","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/good/0363","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1168,"identity_group":"06e9891b972a28fce97037803c61a76ec49a7967f8567fa11f907770fbd27d7c","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Normal/0363.JPG","image_path":"candle/Data/Images/Normal/0363.JPG","image_sha256":"06e9891b972a28fce97037803c61a76ec49a7967f8567fa11f907770fbd27d7c","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"candle/Data/Images/Normal/0363","width":1284}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":9.129290672223256,"sigma_minor_px_native":null,"sigma_px_at_512":4.001880842618413,"sigma_px_native":9.129290672223256},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":5,"gaussian_noise":4,"isotropic_gaussian":4,"jpeg":4},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":44},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.0912650738368022,"sigma_x255":23.27259382838456},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":421947770911816606,"profile":"D6","realization_id":0,"realization_seed":8421226187405826063,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":true,"factor":2.7702315771200046},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Normal__0457.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Normal/0457","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/good/0457","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1168,"identity_group":"badf49b72231c3079c5018057abed66a8644c3be89bfc3e618d3ad1578b73817","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Normal/0457.JPG","image_path":"candle/Data/Images/Normal/0457.JPG","image_sha256":"badf49b72231c3079c5018057abed66a8644c3be89bfc3e618d3ad1578b73817","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"candle/Data/Images/Normal/0457","width":1284}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":1.111111077406862,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":10.5134660555304,"length_px_native":23.98384443917872,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":2},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4572613671097567417,"profile":"B4","realization_id":0,"realization_seed":9106409494225730356,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Normal__0479.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Normal/0479","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/good/0479","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1168,"identity_group":"1334074d44fd5cfccd3ab992bfcd6e6da7ca6b434c44ac354237e9167c021ac1","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Normal/0479.JPG","image_path":"candle/Data/Images/Normal/0479.JPG","image_sha256":"1334074d44fd5cfccd3ab992bfcd6e6da7ca6b434c44ac354237e9167c021ac1","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"candle/Data/Images/Normal/0479","width":1284}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":7.744725174177492,"radius_px_native":17.667654303592403,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":5,"gaussian_noise":4,"underexposure":4},"dominant_effect":"disk_defocus","exposure_ev":-1.6007612799110034,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.09368264740063939,"sigma_x255":23.889075087163043},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7585094002435856534,"profile":"D2","realization_id":0,"realization_seed":2905729656244485866,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Normal__0488.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Normal/0488","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/good/0488","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1168,"identity_group":"d6f0cde9840af90c7a71245bccf9140c347997c60b179fc93e8a612aa1247744","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Normal/0488.JPG","image_path":"candle/Data/Images/Normal/0488.JPG","image_sha256":"d6f0cde9840af90c7a71245bccf9140c347997c60b179fc93e8a612aa1247744","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"candle/Data/Images/Normal/0488","width":1284}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":4},"dominant_effect":"overexposure","exposure_ev":1.3285882912684408,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":506774205662631224,"profile":"C3","realization_id":0,"realization_seed":467739488396643759,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Normal__0552.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Normal/0552","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/good/0552","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1168,"identity_group":"3a93aaa004aa2c06ba0765a2ace29666cd9228d0113b8442747f1efdb0924c9e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Normal/0552.JPG","image_path":"candle/Data/Images/Normal/0552.JPG","image_sha256":"3a93aaa004aa2c06ba0765a2ace29666cd9228d0113b8442747f1efdb0924c9e","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"candle/Data/Images/Normal/0552","width":1284}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.9177885108851441,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":16.752120546615906,"length_px_native":38.21577499696753,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":4,"jpeg":3,"linear_motion":3,"underexposure":3},"dominant_effect":"gaussian_noise","exposure_ev":-1.5496247417832933,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":51},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.09252977530653454,"sigma_x255":23.59509270316631},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":981948717102569749,"profile":"D5","realization_id":0,"realization_seed":4689470959750167071,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Normal__0631.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Normal/0631","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/good/0631","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1168,"identity_group":"10b0f3591156b7257935dd62c0c120155de7f3e6f72de30e68cf867df0ec48f7","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Normal/0631.JPG","image_path":"candle/Data/Images/Normal/0631.JPG","image_sha256":"10b0f3591156b7257935dd62c0c120155de7f3e6f72de30e68cf867df0ec48f7","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"candle/Data/Images/Normal/0631","width":1284}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.421650932681394,"sigma_minor_px_native":null,"sigma_px_at_512":2.814970271860337,"sigma_px_native":6.421650932681394},"blur_kind":null,"component_tiers":{"isotropic_gaussian":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1347720299560444942,"profile":"B1","realization_id":0,"realization_seed":3768407594482086821,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Normal__0688.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Normal/0688","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/good/0688","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1168,"identity_group":"101a13faee2c8af871a0443a05e970f348e2433267fd67f026a091f445af44ad","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Normal/0688.JPG","image_path":"candle/Data/Images/Normal/0688.JPG","image_sha256":"101a13faee2c8af871a0443a05e970f348e2433267fd67f026a091f445af44ad","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"candle/Data/Images/Normal/0688","width":1284}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":1.718636383612612,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":18.782578343531814,"length_px_native":42.84775684618195,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"linear_motion":4},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08211076083508857,"sigma_x255":20.938244012947585},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3684496538365275330,"profile":"D1","realization_id":0,"realization_seed":6389221251239445823,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Normal__0751.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Normal/0751","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/good/0751","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1168,"identity_group":"cac111f699f0a2b77294aab4e764a97715122fc181a6f7b0f276af9d2c4e8b15","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Normal/0751.JPG","image_path":"candle/Data/Images/Normal/0751.JPG","image_sha256":"cac111f699f0a2b77294aab4e764a97715122fc181a6f7b0f276af9d2c4e8b15","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"candle/Data/Images/Normal/0751","width":1284}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":1},"dominant_effect":"underexposure","exposure_ev":-0.6883609956241035,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":338978988366420857,"profile":"C2","realization_id":0,"realization_seed":3989219062553920266,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Normal__0764.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Normal/0764","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/good/0764","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1168,"identity_group":"ac512fcd405ac8f5df85e094ef113130c3888e920dc6117bfa0da8f64e68f300","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Normal/0764.JPG","image_path":"candle/Data/Images/Normal/0764.JPG","image_sha256":"ac512fcd405ac8f5df85e094ef113130c3888e920dc6117bfa0da8f64e68f300","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"candle/Data/Images/Normal/0764","width":1284}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":2.4637457375184093,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":14.764888381258315,"length_px_native":33.682401619745534,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1041148741679804139,"profile":"B4","realization_id":0,"realization_seed":6021610173073257659,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Normal__0790.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Normal/0790","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/good/0790","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1168,"identity_group":"27fa2ec32fec3979c3231ed1d0d6b2e8e7d15232d36fadd472fcbde1c6e2daec","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Normal/0790.JPG","image_path":"candle/Data/Images/Normal/0790.JPG","image_sha256":"27fa2ec32fec3979c3231ed1d0d6b2e8e7d15232d36fadd472fcbde1c6e2daec","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"candle/Data/Images/Normal/0790","width":1284}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":2.4260339091200542,"radius_px_native":5.534389855180124,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":1},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":586408543005512850,"profile":"B3","realization_id":0,"realization_seed":6366144096559066855,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Normal__0871.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Normal/0871","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/good/0871","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1168,"identity_group":"47f831dfc0c289cad4efb35e7f4bff5eb28fd1dcd7b6b0fceb99c16c05fd4562","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Normal/0871.JPG","image_path":"candle/Data/Images/Normal/0871.JPG","image_sha256":"47f831dfc0c289cad4efb35e7f4bff5eb28fd1dcd7b6b0fceb99c16c05fd4562","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"candle/Data/Images/Normal/0871","width":1284}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":5},"dominant_effect":"underexposure","exposure_ev":-2.0186848008978764,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1814151076565921950,"profile":"C2","realization_id":0,"realization_seed":3838858089809542204,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Normal__0920.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Normal/0920","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/good/0920","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1168,"identity_group":"1f6140a64bdf8b4fd5618f2abd20f511589b5f732e04c57bd7d5dc81b068f73a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Normal/0920.JPG","image_path":"candle/Data/Images/Normal/0920.JPG","image_sha256":"1f6140a64bdf8b4fd5618f2abd20f511589b5f732e04c57bd7d5dc81b068f73a","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"candle/Data/Images/Normal/0920","width":1284}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.045294798482438496,"sigma_x255":11.550173613021817},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":479523401524885517,"profile":"C1","realization_id":0,"realization_seed":5553038559504148489,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.28125,"track":"core"},"output":{"path":"visa/candle/visa__candle__Data__Images__Normal__0935.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::candle/Data/Images/Normal/0935","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"candle","compat_id":"candle/test/good/0935","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1168,"identity_group":"77332b09babc588e08550d5765bb071020f50482afa3f2112b05ab383b8fef39","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/candle/Data/Images/Normal/0935.JPG","image_path":"candle/Data/Images/Normal/0935.JPG","image_sha256":"77332b09babc588e08550d5765bb071020f50482afa3f2112b05ab383b8fef39","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"candle/Data/Images/Normal/0935","width":1284}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.15281858309161261,"aniso_ratio":2.3931007066274734,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.551247679327474,"sigma_major_px_native":6.936030623686473,"sigma_minor_px_at_512":1.4839524594567284,"sigma_minor_px_native":2.898344647376423,"sigma_px_at_512":3.551247679327474,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2,"jpeg":2,"overexposure":3},"dominant_effect":"overexposure","exposure_ev":1.283889447141629,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":67},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7751515470838918936,"profile":"D4","realization_id":0,"realization_seed":4588342321129105514,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Anomaly__000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Anomaly/000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/bad/000","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"c7e81efefcdb31b22bf6087ad74575446013eb2f3925c0e3265d467a2caaad7c","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Anomaly/000.JPG","image_path":"capsules/Data/Images/Anomaly/000.JPG","image_sha256":"c7e81efefcdb31b22bf6087ad74575446013eb2f3925c0e3265d467a2caaad7c","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Masks/Anomaly/000.png","mask_path":"capsules/Data/Masks/Anomaly/000.png","mask_sha256":"590f402b2bc39e8d64e01b6cb08aa3a21a897ac920036b26ffb5178e26216d9d","official_split":"test","source_id":"capsules/Data/Images/Anomaly/000","width":1500}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":2.8715164670020306,"radius_px_native":5.608430599613341,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":1,"gaussian_noise":1,"underexposure":1},"dominant_effect":"gaussian_noise","exposure_ev":-0.5584517581118746,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03291297495899363,"sigma_x255":8.392808614543377},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8875889414749671683,"profile":"D2","realization_id":0,"realization_seed":7149100292889197886,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Anomaly__001.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Anomaly/001","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/bad/001","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"76dd4a2f47089db32cc3c386be0efcdeb48c8b1858512a4272d698ccbb6e9d1c","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Anomaly/001.JPG","image_path":"capsules/Data/Images/Anomaly/001.JPG","image_sha256":"76dd4a2f47089db32cc3c386be0efcdeb48c8b1858512a4272d698ccbb6e9d1c","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Masks/Anomaly/001.png","mask_path":"capsules/Data/Masks/Anomaly/001.png","mask_sha256":"d4119581db0a766d0514a616d845068a5d91a3c009333eb98ebedf47bac1fd13","official_split":"test","source_id":"capsules/Data/Images/Anomaly/001","width":1500}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08204626894316674,"sigma_x255":20.92179858050752},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3895791157378745407,"profile":"C1","realization_id":0,"realization_seed":1978328625072577736,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Anomaly__009.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Anomaly/009","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/bad/009","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"4375fdeea646b9587119cff1a0cd9418d83eaa33a703f93f07fc3d6955ce8501","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Anomaly/009.JPG","image_path":"capsules/Data/Images/Anomaly/009.JPG","image_sha256":"4375fdeea646b9587119cff1a0cd9418d83eaa33a703f93f07fc3d6955ce8501","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Masks/Anomaly/009.png","mask_path":"capsules/Data/Masks/Anomaly/009.png","mask_sha256":"878484630f12558ac24b198dddc064003aad30b1a3b778f03a4a6dace8297d42","official_split":"test","source_id":"capsules/Data/Images/Anomaly/009","width":1500}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.321234060547101,"sigma_minor_px_native":null,"sigma_px_at_512":2.724471839000116,"sigma_px_native":5.321234060547101},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":1,"gaussian_noise":1,"isotropic_gaussian":2,"jpeg":1},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":73},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.040106720637378364,"sigma_x255":10.227213762531482},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8959449909946962898,"profile":"D6","realization_id":0,"realization_seed":7839824081880142010,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.309129914369889},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Anomaly__012.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Anomaly/012","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/bad/012","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"b2b441e65c25ba93a679fada3d6d5a6b23ab34c6eeb1350aed71320254ad1412","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Anomaly/012.JPG","image_path":"capsules/Data/Images/Anomaly/012.JPG","image_sha256":"b2b441e65c25ba93a679fada3d6d5a6b23ab34c6eeb1350aed71320254ad1412","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Masks/Anomaly/012.png","mask_path":"capsules/Data/Masks/Anomaly/012.png","mask_sha256":"c48a0389897096db939d6688f68d4d291d057bfe4ddbf0a830e7b4647c478dcd","official_split":"test","source_id":"capsules/Data/Images/Anomaly/012","width":1500}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.3378943085029367,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5522864979128549861,"profile":"C2","realization_id":0,"realization_seed":1639761006081177030,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Anomaly__016.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Anomaly/016","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/bad/016","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"40f05bf3d8cc92d8407f179e431cfff67e0a8024be01deea2075795dffd4cfd2","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Anomaly/016.JPG","image_path":"capsules/Data/Images/Anomaly/016.JPG","image_sha256":"40f05bf3d8cc92d8407f179e431cfff67e0a8024be01deea2075795dffd4cfd2","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Masks/Anomaly/016.png","mask_path":"capsules/Data/Masks/Anomaly/016.png","mask_sha256":"bf1ed0cf29df93ce69c32f2bc00ae9c0b73417aa5e57380f8760fb34d8a29d49","official_split":"test","source_id":"capsules/Data/Images/Anomaly/016","width":1500}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":4},"dominant_effect":"underexposure","exposure_ev":-1.6926994407144473,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7554210469355242567,"profile":"C2","realization_id":0,"realization_seed":905062490102289376,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Anomaly__020.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Anomaly/020","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/bad/020","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"275532f2cbe28d92bf32b925602c174d56af798ce6963bcfa1fbc913f8cdf80e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Anomaly/020.JPG","image_path":"capsules/Data/Images/Anomaly/020.JPG","image_sha256":"275532f2cbe28d92bf32b925602c174d56af798ce6963bcfa1fbc913f8cdf80e","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Masks/Anomaly/020.png","mask_path":"capsules/Data/Masks/Anomaly/020.png","mask_sha256":"efed9f55644ed525f51f4b16e7465a1105851e90262527c9953cadb0cec013de","official_split":"test","source_id":"capsules/Data/Images/Anomaly/020","width":1500}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":1.1995968263096788,"aniso_ratio":2.4872910494384457,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":5.992751008890163,"sigma_major_px_native":11.7045918142386,"sigma_minor_px_at_512":2.409348520046797,"sigma_minor_px_native":4.705758828216401,"sigma_px_at_512":5.992751008890163,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":5},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7198420669135783225,"profile":"B2","realization_id":0,"realization_seed":3882692688104165232,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Anomaly__024.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Anomaly/024","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/bad/024","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"739ecf2c8cf2fd40a9df57d9186c8219b43c9881850bb76064f074b1b27d679c","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Anomaly/024.JPG","image_path":"capsules/Data/Images/Anomaly/024.JPG","image_sha256":"739ecf2c8cf2fd40a9df57d9186c8219b43c9881850bb76064f074b1b27d679c","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Masks/Anomaly/024.png","mask_path":"capsules/Data/Masks/Anomaly/024.png","mask_sha256":"a483de6cddc9e802811cbe25ace89ead52f900465e886f8916c32a4ab656ab41","official_split":"test","source_id":"capsules/Data/Images/Anomaly/024","width":1500}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.495661339486851,"sigma_minor_px_native":null,"sigma_px_at_512":2.813778605817268,"sigma_px_native":5.495661339486851},"blur_kind":null,"component_tiers":{"downsample_restore":2,"isotropic_gaussian":3,"jpeg":2},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":59},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5592145493718797605,"profile":"D3","realization_id":0,"realization_seed":4407656813207235348,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.4594164312653914},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Anomaly__025.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Anomaly/025","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/bad/025","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"00bba28d1061cdd0d886838edb2a0ea5035311406172cb0f4bad63d5d09b5248","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Anomaly/025.JPG","image_path":"capsules/Data/Images/Anomaly/025.JPG","image_sha256":"00bba28d1061cdd0d886838edb2a0ea5035311406172cb0f4bad63d5d09b5248","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Masks/Anomaly/025.png","mask_path":"capsules/Data/Masks/Anomaly/025.png","mask_sha256":"f6a21a479c9346ae68113e542b2357cbd06d8de5ee3f3d7a00a7ee8b1ad719f0","official_split":"test","source_id":"capsules/Data/Images/Anomaly/025","width":1500}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.02215425844754398,"aniso_ratio":1.6562470972352314,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.609125818043853,"sigma_major_px_native":7.0490738633669,"sigma_minor_px_at_512":2.1790986526518634,"sigma_minor_px_native":4.25605205596067,"sigma_px_at_512":3.609125818043853,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3,"jpeg":2,"overexposure":2},"dominant_effect":"anisotropic_gaussian","exposure_ev":0.7212860861538678,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":68},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6070975682256910367,"profile":"D4","realization_id":0,"realization_seed":9056781563781771591,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Anomaly__030.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Anomaly/030","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/bad/030","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"ff763ee3a3c247dd0d2f32f0badc30e3a2d50de8e68472263c07db2ced971c33","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Anomaly/030.JPG","image_path":"capsules/Data/Images/Anomaly/030.JPG","image_sha256":"ff763ee3a3c247dd0d2f32f0badc30e3a2d50de8e68472263c07db2ced971c33","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Masks/Anomaly/030.png","mask_path":"capsules/Data/Masks/Anomaly/030.png","mask_sha256":"fd338b4e8a60c6e492c11215ac8824c8c87b77acae0f5979ab17228a4937f034","official_split":"test","source_id":"capsules/Data/Images/Anomaly/030","width":1500}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":1.1328932327737369,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":10.447376149203976,"length_px_native":20.405031541414015,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1,"linear_motion":2},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.034459076009048094,"sigma_x255":8.787064382307264},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2467870912369801881,"profile":"D1","realization_id":0,"realization_seed":815152529291174129,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Anomaly__037.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Anomaly/037","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/bad/037","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"477326dc4d161a22010c257bccf3354ce4ae63e6165c436708f2374821eabc6e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Anomaly/037.JPG","image_path":"capsules/Data/Images/Anomaly/037.JPG","image_sha256":"477326dc4d161a22010c257bccf3354ce4ae63e6165c436708f2374821eabc6e","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Masks/Anomaly/037.png","mask_path":"capsules/Data/Masks/Anomaly/037.png","mask_sha256":"cd7687ae5f16fbb368ee84046ee2d201e3e28bccdc5047d1404f76eab10defed","official_split":"test","source_id":"capsules/Data/Images/Anomaly/037","width":1500}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":3.9299739961224085,"sigma_minor_px_native":null,"sigma_px_at_512":2.012146686014673,"sigma_px_native":3.9299739961224085},"blur_kind":null,"component_tiers":{"downsample_restore":1,"isotropic_gaussian":1,"jpeg":2},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":69},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6577901258548700542,"profile":"D3","realization_id":0,"realization_seed":6203599493089593319,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.410660052472232},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Anomaly__042.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Anomaly/042","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/bad/042","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"5f9c75be1743300818db171ece0128c3a37b8d1ca2546f7bc603f5814e1d6beb","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Anomaly/042.JPG","image_path":"capsules/Data/Images/Anomaly/042.JPG","image_sha256":"5f9c75be1743300818db171ece0128c3a37b8d1ca2546f7bc603f5814e1d6beb","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Masks/Anomaly/042.png","mask_path":"capsules/Data/Masks/Anomaly/042.png","mask_sha256":"11a65396cb3a021c3256cd2f4176d299ba87d68fbaec7c106c16ea8f19334c69","official_split":"test","source_id":"capsules/Data/Images/Anomaly/042","width":1500}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.7202691746293066,"aniso_ratio":1.9717949669037327,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.0480930050153043,"sigma_major_px_native":5.953306650420516,"sigma_minor_px_at_512":1.545846833051643,"sigma_minor_px_native":3.01923209580399,"sigma_px_at_512":3.0480930050153043,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2,"jpeg":3,"overexposure":2},"dominant_effect":"jpeg","exposure_ev":0.6627079033416089,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":53},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":662429175389856076,"profile":"D4","realization_id":0,"realization_seed":6882260714058121451,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Anomaly__048.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Anomaly/048","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/bad/048","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"7b1df57f25011aaaccc56911509223876ccdb6cfba6270ac28ef3e6d62953c21","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Anomaly/048.JPG","image_path":"capsules/Data/Images/Anomaly/048.JPG","image_sha256":"7b1df57f25011aaaccc56911509223876ccdb6cfba6270ac28ef3e6d62953c21","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Masks/Anomaly/048.png","mask_path":"capsules/Data/Masks/Anomaly/048.png","mask_sha256":"3e040954e8c2a2f0f25105fb50bfe7f0b4636ad32296c472aa4571fa93e27459","official_split":"test","source_id":"capsules/Data/Images/Anomaly/048","width":1500}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":0.25483754250116764,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":6.522832853002021,"length_px_native":12.739907916019572,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"linear_motion":1},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06180250569087527,"sigma_x255":15.759638951173192},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4729783315539894861,"profile":"D1","realization_id":0,"realization_seed":8919526537596741866,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Anomaly__055.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Anomaly/055","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/bad/055","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"06ff4d2a60a8e57c7781117977eac56f7a4ffb972b81ff6629ed8f27adf1579c","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Anomaly/055.JPG","image_path":"capsules/Data/Images/Anomaly/055.JPG","image_sha256":"06ff4d2a60a8e57c7781117977eac56f7a4ffb972b81ff6629ed8f27adf1579c","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Masks/Anomaly/055.png","mask_path":"capsules/Data/Masks/Anomaly/055.png","mask_sha256":"457013729aa5b4c6eae682fb0c106fd70a900d7b4a0f0b634868e8e78e7fc16d","official_split":"test","source_id":"capsules/Data/Images/Anomaly/055","width":1500}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":2.7958746952644513,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":16.601641037146408,"length_px_native":32.42508015067658,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7886756369423712531,"profile":"B4","realization_id":0,"realization_seed":288192688535718464,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Anomaly__056.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Anomaly/056","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/bad/056","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"b04a27e2687de5cc064b577c418b5b120a4c8bc008a1f458a28aa5d3d9fe459e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Anomaly/056.JPG","image_path":"capsules/Data/Images/Anomaly/056.JPG","image_sha256":"b04a27e2687de5cc064b577c418b5b120a4c8bc008a1f458a28aa5d3d9fe459e","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Masks/Anomaly/056.png","mask_path":"capsules/Data/Masks/Anomaly/056.png","mask_sha256":"3dc4ee5eca48a6dceec300ec604af05a9367707b4640285269c07d85e174a853","official_split":"test","source_id":"capsules/Data/Images/Anomaly/056","width":1500}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.849187048252814,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":12.82955732050995,"length_px_native":25.057729141620996,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"jpeg":2,"linear_motion":2,"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.3753441457487972,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":67},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05966468448898627,"sigma_x255":15.2144945446915},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6681217458929191749,"profile":"D5","realization_id":0,"realization_seed":5897285747061651336,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Anomaly__063.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Anomaly/063","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/bad/063","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"e7d8c88a62302a82fb47198517011d6bb32e3fa3f14651f5b986daae9ea74f3a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Anomaly/063.JPG","image_path":"capsules/Data/Images/Anomaly/063.JPG","image_sha256":"e7d8c88a62302a82fb47198517011d6bb32e3fa3f14651f5b986daae9ea74f3a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Masks/Anomaly/063.png","mask_path":"capsules/Data/Masks/Anomaly/063.png","mask_sha256":"7b6bc8b7c5517b9cd3ffada511c3d06a47b2e2d65319651a5aaf043c95ecbb00","official_split":"test","source_id":"capsules/Data/Images/Anomaly/063","width":1500}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":3.012495393760422,"aniso_ratio":2.632251368407564,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.068875587768964,"sigma_major_px_native":7.947022632361259,"sigma_minor_px_at_512":1.5457777462304128,"sigma_minor_px_native":3.019097160606275,"sigma_px_at_512":4.068875587768964,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7994181900854857643,"profile":"B2","realization_id":0,"realization_seed":6012471610012286804,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Anomaly__064.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Anomaly/064","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/bad/064","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"15a1c80ccbaa75008975068a8c446e72afedffd0da5147a561bc02090abb3401","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Anomaly/064.JPG","image_path":"capsules/Data/Images/Anomaly/064.JPG","image_sha256":"15a1c80ccbaa75008975068a8c446e72afedffd0da5147a561bc02090abb3401","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Masks/Anomaly/064.png","mask_path":"capsules/Data/Masks/Anomaly/064.png","mask_sha256":"5e8e141960d2bdfdd570069bc10358fab4445ea52a20f2c716ef1f9f1d1ad996","official_split":"test","source_id":"capsules/Data/Images/Anomaly/064","width":1500}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":5},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.10889136559867277,"sigma_x255":27.767298227661556},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4614327951068126266,"profile":"C1","realization_id":0,"realization_seed":8133472395208873797,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Anomaly__065.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Anomaly/065","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/bad/065","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"b187f63252dae6f092717e726f4cea868e6e953ab8e940cf31f9e939ce394a3d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Anomaly/065.JPG","image_path":"capsules/Data/Images/Anomaly/065.JPG","image_sha256":"b187f63252dae6f092717e726f4cea868e6e953ab8e940cf31f9e939ce394a3d","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Masks/Anomaly/065.png","mask_path":"capsules/Data/Masks/Anomaly/065.png","mask_sha256":"c168b4f78f8014b1da58978ebc7598890178d9d3647daf4c2013101c2d844e99","official_split":"test","source_id":"capsules/Data/Images/Anomaly/065","width":1500}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.6204827950444054,"aniso_ratio":1.960568868537285,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.35996213353027,"sigma_major_px_native":4.6093010420513085,"sigma_minor_px_at_512":1.2037129485234348,"sigma_minor_px_native":2.3510018525848335,"sigma_px_at_512":2.35996213353027,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":1,"jpeg":1,"overexposure":1},"dominant_effect":"jpeg","exposure_ev":0.48786432962572196,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":74},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3937583452867435073,"profile":"D4","realization_id":0,"realization_seed":8005581947329216446,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Anomaly__066.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Anomaly/066","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/bad/066","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"c0327d7b78707d85a747b2e98c0ae3b40b7409153376cf8bc78ecedde5825723","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Anomaly/066.JPG","image_path":"capsules/Data/Images/Anomaly/066.JPG","image_sha256":"c0327d7b78707d85a747b2e98c0ae3b40b7409153376cf8bc78ecedde5825723","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Masks/Anomaly/066.png","mask_path":"capsules/Data/Masks/Anomaly/066.png","mask_sha256":"75ab5bbec446fa77ab37a59ffe87e2b3d52d5f70d205835b145412d8e5c63e82","official_split":"test","source_id":"capsules/Data/Images/Anomaly/066","width":1500}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":7.3942700504004595,"sigma_minor_px_native":null,"sigma_px_at_512":3.7858662658050353,"sigma_px_native":7.3942700504004595},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":4,"gaussian_noise":5,"isotropic_gaussian":4,"jpeg":4},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":42},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.11345690735802239,"sigma_x255":28.93151137629571},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5681017150523738800,"profile":"D6","realization_id":0,"realization_seed":6687632970842965518,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":true,"factor":2.1022096600205034},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Anomaly__070.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Anomaly/070","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/bad/070","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"9d8ad2e2898abbd3283b541b0b8dfcc7c24994d0922f3c56d3acf9322e9ee0f2","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Anomaly/070.JPG","image_path":"capsules/Data/Images/Anomaly/070.JPG","image_sha256":"9d8ad2e2898abbd3283b541b0b8dfcc7c24994d0922f3c56d3acf9322e9ee0f2","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Masks/Anomaly/070.png","mask_path":"capsules/Data/Masks/Anomaly/070.png","mask_sha256":"2a1792faafa91308afdd94bdfdf4cd4d7dd469009bcb3827571699ade6051f4f","official_split":"test","source_id":"capsules/Data/Images/Anomaly/070","width":1500}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.549991475667389,"sigma_minor_px_native":null,"sigma_px_at_512":3.353595635541703,"sigma_px_native":6.549991475667389},"blur_kind":null,"component_tiers":{"isotropic_gaussian":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7232309036732215132,"profile":"B1","realization_id":0,"realization_seed":5001551117003550233,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Anomaly__082.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Anomaly/082","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/bad/082","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"020cea550724ee8f140f82c2f81ba057243a619fd64e0273f243dd8a35dcd90f","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Anomaly/082.JPG","image_path":"capsules/Data/Images/Anomaly/082.JPG","image_sha256":"020cea550724ee8f140f82c2f81ba057243a619fd64e0273f243dd8a35dcd90f","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Masks/Anomaly/082.png","mask_path":"capsules/Data/Masks/Anomaly/082.png","mask_sha256":"fecf67033480e7dfef4350bf6719f6d22dff1a88eb776e0775ee0d8fe297f392","official_split":"test","source_id":"capsules/Data/Images/Anomaly/082","width":1500}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":1.8953665802138577,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":17.483293886146132,"length_px_native":34.14705837137917,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":4},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2605625743512700363,"profile":"B4","realization_id":0,"realization_seed":3109564261234848063,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Normal__046.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Normal/046","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/good/046","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"73cb77a20a1be8204e214cf766c7e0a2bb6bb78d88c69fa7ae7555f8ce86b67b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Normal/046.JPG","image_path":"capsules/Data/Images/Normal/046.JPG","image_sha256":"73cb77a20a1be8204e214cf766c7e0a2bb6bb78d88c69fa7ae7555f8ce86b67b","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"capsules/Data/Images/Normal/046","width":1500}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":6.443542964606741,"radius_px_native":12.585044852747542,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":4},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":203606480564132820,"profile":"B3","realization_id":0,"realization_seed":5268904413259266844,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Normal__208.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Normal/208","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/good/208","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"e2d40db957d6df882a1ca8261a00d6c731181b56e19092347e839f153b03818a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Normal/208.JPG","image_path":"capsules/Data/Images/Normal/208.JPG","image_sha256":"e2d40db957d6df882a1ca8261a00d6c731181b56e19092347e839f153b03818a","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"capsules/Data/Images/Normal/208","width":1500}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05325809332670568,"sigma_x255":13.580813798309949},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":808774933625067456,"profile":"C1","realization_id":0,"realization_seed":8438003299565680922,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Normal__214.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Normal/214","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/good/214","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"3c7b6589131b4c1d928cb4b30e187b60ed82dc3d7affac09cddeb74f33180e5e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Normal/214.JPG","image_path":"capsules/Data/Images/Normal/214.JPG","image_sha256":"3c7b6589131b4c1d928cb4b30e187b60ed82dc3d7affac09cddeb74f33180e5e","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"capsules/Data/Images/Normal/214","width":1500}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":4},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":37},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3673841891981714733,"profile":"C4","realization_id":0,"realization_seed":7027218714320309674,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Normal__297.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Normal/297","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/good/297","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"9d68120139f9312bef4198d901a4383a688f1762d9186701c373cb3ff40b1e1e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Normal/297.JPG","image_path":"capsules/Data/Images/Normal/297.JPG","image_sha256":"9d68120139f9312bef4198d901a4383a688f1762d9186701c373cb3ff40b1e1e","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"capsules/Data/Images/Normal/297","width":1500}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.25689487209389356,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":14.706532303286984,"length_px_native":28.72369590485739,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"jpeg":2,"linear_motion":3,"underexposure":2},"dominant_effect":"linear_motion","exposure_ev":-0.9368270201604195,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":68},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04878585391335544,"sigma_x255":12.440392747905637},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3627718054120557788,"profile":"D5","realization_id":0,"realization_seed":5400108357096981560,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Normal__377.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Normal/377","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/good/377","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"9154131dd5541bc188aff81559d90e11bb266fa6adaca29094d9ff3ef1b62a96","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Normal/377.JPG","image_path":"capsules/Data/Images/Normal/377.JPG","image_sha256":"9154131dd5541bc188aff81559d90e11bb266fa6adaca29094d9ff3ef1b62a96","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"capsules/Data/Images/Normal/377","width":1500}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.360209235031945,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":9.051061364593924,"length_px_native":17.677854227722506,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"jpeg":2,"linear_motion":2,"underexposure":2},"dominant_effect":"gaussian_noise","exposure_ev":-1.0708686635180744,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":58},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08626031680368848,"sigma_x255":21.996380784940563},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8284070298502088909,"profile":"D5","realization_id":0,"realization_seed":9181663824210107564,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Normal__417.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Normal/417","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/good/417","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"01d258ca9aa999e2ba1476f689ac26fd73b712070c3d20ae77202c276bd79978","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Normal/417.JPG","image_path":"capsules/Data/Images/Normal/417.JPG","image_sha256":"01d258ca9aa999e2ba1476f689ac26fd73b712070c3d20ae77202c276bd79978","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"capsules/Data/Images/Normal/417","width":1500}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":1.0415332148776026,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":9.828402888399205,"length_px_native":19.196099391404697,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":2},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4327236123025389223,"profile":"B4","realization_id":0,"realization_seed":4544692646986566141,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Normal__423.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Normal/423","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/good/423","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"47432e92d9c7a4c6e0196fbb91118b2a6f4c4582573a09298950783f3b69d09a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Normal/423.JPG","image_path":"capsules/Data/Images/Normal/423.JPG","image_sha256":"47432e92d9c7a4c6e0196fbb91118b2a6f4c4582573a09298950783f3b69d09a","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"capsules/Data/Images/Normal/423","width":1500}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.14764712740599825,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":10.094931093886046,"length_px_native":19.716662292746186,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"jpeg":3,"linear_motion":2,"underexposure":2},"dominant_effect":"jpeg","exposure_ev":-1.1241790887505727,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":50},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05825825081843206,"sigma_x255":14.855853958700177},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7502925862719848274,"profile":"D5","realization_id":0,"realization_seed":2570446296188656305,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Normal__427.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Normal/427","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/good/427","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"23eed70030856cc8bdb3bc7302914a4043a7d8bbefe2fd1463e146e50dab1216","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Normal/427.JPG","image_path":"capsules/Data/Images/Normal/427.JPG","image_sha256":"23eed70030856cc8bdb3bc7302914a4043a7d8bbefe2fd1463e146e50dab1216","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"capsules/Data/Images/Normal/427","width":1500}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":1.0923313383293896,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":17.028520545717555,"length_px_native":33.2588291908546,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"linear_motion":4},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06975763294570729,"sigma_x255":17.78819640115536},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2118012607335859900,"profile":"D1","realization_id":0,"realization_seed":4924896361368682709,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Normal__483.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Normal/483","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/good/483","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"7ce7658e3ee79af8f0ca735a53d5fdef06bce02d623f45ca27d78547d5af6c28","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Normal/483.JPG","image_path":"capsules/Data/Images/Normal/483.JPG","image_sha256":"7ce7658e3ee79af8f0ca735a53d5fdef06bce02d623f45ca27d78547d5af6c28","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"capsules/Data/Images/Normal/483","width":1500}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.7270478188762547,"aniso_ratio":1.9118129574065374,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":5.325384878447179,"sigma_major_px_native":10.401142340717145,"sigma_minor_px_at_512":2.7855156320685834,"sigma_minor_px_native":5.440460218883952,"sigma_px_at_512":5.325384878447179,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":4,"jpeg":3,"overexposure":3},"dominant_effect":"anisotropic_gaussian","exposure_ev":1.0947614875386167,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":55},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":688523107997486871,"profile":"D4","realization_id":0,"realization_seed":4126143734755493101,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Normal__518.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Normal/518","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/good/518","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"36e23399ee5098747cdbd9f42575510e9ecaa6354e2194a314f60129b2c8fa13","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Normal/518.JPG","image_path":"capsules/Data/Images/Normal/518.JPG","image_sha256":"36e23399ee5098747cdbd9f42575510e9ecaa6354e2194a314f60129b2c8fa13","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"capsules/Data/Images/Normal/518","width":1500}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":2},"dominant_effect":"overexposure","exposure_ev":0.8942685866330534,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2592329042647869100,"profile":"C3","realization_id":0,"realization_seed":6166434639090606964,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Normal__520.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Normal/520","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/good/520","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"12431a9dc788743dd4d5903b0177eca35996726158e3e2f3b9087f6d9e3532d4","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Normal/520.JPG","image_path":"capsules/Data/Images/Normal/520.JPG","image_sha256":"12431a9dc788743dd4d5903b0177eca35996726158e3e2f3b9087f6d9e3532d4","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"capsules/Data/Images/Normal/520","width":1500}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.4125762566066482,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4008780796222522340,"profile":"C2","realization_id":0,"realization_seed":8218024852217382854,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/capsules/visa__capsules__Data__Images__Normal__569.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::capsules/Data/Images/Normal/569","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"capsules","compat_id":"capsules/test/good/569","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"31fa3d6d967a7bb1c13b59625a5c8eb5c6d17c8866d48dbe9f74b326aafd406b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/capsules/Data/Images/Normal/569.JPG","image_path":"capsules/Data/Images/Normal/569.JPG","image_sha256":"31fa3d6d967a7bb1c13b59625a5c8eb5c6d17c8866d48dbe9f74b326aafd406b","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"capsules/Data/Images/Normal/569","width":1500}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":3.1218130432316045,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":19.78637030005882,"length_px_native":45.4468192829476,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":5,"linear_motion":4},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.10858453551960387,"sigma_x255":27.689056557498986},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1752383524084304452,"profile":"D1","realization_id":0,"realization_seed":4256945873978860788,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Anomaly__002.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Anomaly/002","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/bad/002","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1176,"identity_group":"5720374cb888b29bbbb6499237479423610b584346bc72a20e9f82b56427f6d6","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Anomaly/002.JPG","image_path":"cashew/Data/Images/Anomaly/002.JPG","image_sha256":"5720374cb888b29bbbb6499237479423610b584346bc72a20e9f82b56427f6d6","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Masks/Anomaly/002.png","mask_path":"cashew/Data/Masks/Anomaly/002.png","mask_sha256":"ad15af941c719f0e789bb87863d205038f4b3d030df8dc34ab97fb3f1833aa4d","official_split":"test","source_id":"cashew/Data/Images/Anomaly/002","width":1274}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":11.44383449750213,"sigma_minor_px_native":null,"sigma_px_at_512":4.982349713198206,"sigma_px_native":11.44383449750213},"blur_kind":null,"component_tiers":{"downsample_restore":4,"isotropic_gaussian":5,"jpeg":4},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":44},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1744233551063852088,"profile":"D3","realization_id":0,"realization_seed":5533838052072709908,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":true,"factor":2.0950687397545935},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Anomaly__008.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Anomaly/008","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/bad/008","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1176,"identity_group":"4c60c95292a4331244d829bf1e5284fe56d0176c7051760a36d1b45da4d0d763","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Anomaly/008.JPG","image_path":"cashew/Data/Images/Anomaly/008.JPG","image_sha256":"4c60c95292a4331244d829bf1e5284fe56d0176c7051760a36d1b45da4d0d763","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Masks/Anomaly/008.png","mask_path":"cashew/Data/Masks/Anomaly/008.png","mask_sha256":"ca08cff18d8bdeeea09b7aea1666b85dc70c2d631f05ca9199051de93c12a0aa","official_split":"test","source_id":"cashew/Data/Images/Anomaly/008","width":1274}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.676367182856021,"sigma_minor_px_native":null,"sigma_px_at_512":2.0359693857332335,"sigma_px_native":4.676367182856021},"blur_kind":null,"component_tiers":{"downsample_restore":2,"isotropic_gaussian":1,"jpeg":1},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":77},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7783338786053668468,"profile":"D3","realization_id":0,"realization_seed":5533715059110985791,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.5304425487340754},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Anomaly__009.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Anomaly/009","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/bad/009","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1176,"identity_group":"1de23d3918040a75681172c92be8c8d7730ea0858511fd4c5213e63ce667b86a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Anomaly/009.JPG","image_path":"cashew/Data/Images/Anomaly/009.JPG","image_sha256":"1de23d3918040a75681172c92be8c8d7730ea0858511fd4c5213e63ce667b86a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Masks/Anomaly/009.png","mask_path":"cashew/Data/Masks/Anomaly/009.png","mask_sha256":"25d657b97e3cf8175329762cbc1103fda7ad31c9497fa574f9a7d29e3cdcecc3","official_split":"test","source_id":"cashew/Data/Images/Anomaly/009","width":1274}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":7.8665042923350414,"sigma_minor_px_native":null,"sigma_px_at_512":3.4248726170710384,"sigma_px_native":7.8665042923350414},"blur_kind":null,"component_tiers":{"isotropic_gaussian":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7843974649185728101,"profile":"B1","realization_id":0,"realization_seed":7969090039012302360,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Anomaly__012.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Anomaly/012","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/bad/012","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1176,"identity_group":"8b64e5b0ded27c537ec766473e55f30967f4b060b677b75802f9f740b698eef5","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Anomaly/012.JPG","image_path":"cashew/Data/Images/Anomaly/012.JPG","image_sha256":"8b64e5b0ded27c537ec766473e55f30967f4b060b677b75802f9f740b698eef5","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Masks/Anomaly/012.png","mask_path":"cashew/Data/Masks/Anomaly/012.png","mask_sha256":"5059566ffdd2c242e78620c3bb37ac003328e71eec8dccc169494eb43ae68a1c","official_split":"test","source_id":"cashew/Data/Images/Anomaly/012","width":1274}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":4.816916357170739,"radius_px_native":11.063854757876541,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3,"gaussian_noise":4,"underexposure":3},"dominant_effect":"gaussian_noise","exposure_ev":-1.261380913840324,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08753596495623213,"sigma_x255":22.321671063839194},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7539019330982181330,"profile":"D2","realization_id":0,"realization_seed":3557003970772072004,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Anomaly__018.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Anomaly/018","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/bad/018","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1176,"identity_group":"036881b0ed3bb05418c6238ce740dd64a8f8124a997b994133ee8897fec94e05","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Anomaly/018.JPG","image_path":"cashew/Data/Images/Anomaly/018.JPG","image_sha256":"036881b0ed3bb05418c6238ce740dd64a8f8124a997b994133ee8897fec94e05","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Masks/Anomaly/018.png","mask_path":"cashew/Data/Masks/Anomaly/018.png","mask_sha256":"d97ea9020fdccf4c388b62d23780d2a0077c77602bb9949f0124f4a4fa53c12b","official_split":"test","source_id":"cashew/Data/Images/Anomaly/018","width":1274}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":0.7144060657961686,"aniso_ratio":2.7170209144694586,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.7479751965518795,"sigma_major_px_native":8.608630529580099,"sigma_minor_px_at_512":1.3794428951916002,"sigma_minor_px_native":3.1684078998932073,"sigma_px_at_512":3.7479751965518795,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1204793840868019326,"profile":"B2","realization_id":0,"realization_seed":5412724786333452048,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Anomaly__026.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Anomaly/026","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/bad/026","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1176,"identity_group":"2f8dbf7a194a09eb72b5c56ab9a03d751e024c9cf7948793c4a7559a64f5d93d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Anomaly/026.JPG","image_path":"cashew/Data/Images/Anomaly/026.JPG","image_sha256":"2f8dbf7a194a09eb72b5c56ab9a03d751e024c9cf7948793c4a7559a64f5d93d","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Masks/Anomaly/026.png","mask_path":"cashew/Data/Masks/Anomaly/026.png","mask_sha256":"aafe1f6ca9fa49a0d50ccb6abe1dcdcadbb47203deefe0cec7d72b1a553fec68","official_split":"test","source_id":"cashew/Data/Images/Anomaly/026","width":1274}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.4687335021821202,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7513573346780934717,"profile":"C2","realization_id":0,"realization_seed":3644670270533075713,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Anomaly__027.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Anomaly/027","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/bad/027","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1176,"identity_group":"3fba1bd5f3f10ab90d4f1e44a8132412415892f00896860da689c6c854cb49bd","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Anomaly/027.JPG","image_path":"cashew/Data/Images/Anomaly/027.JPG","image_sha256":"3fba1bd5f3f10ab90d4f1e44a8132412415892f00896860da689c6c854cb49bd","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Masks/Anomaly/027.png","mask_path":"cashew/Data/Masks/Anomaly/027.png","mask_sha256":"dbb245ff0bf28d333aaa96a0ae3d1a33528c80a53565ea962220fe69940eb5a8","official_split":"test","source_id":"cashew/Data/Images/Anomaly/027","width":1274}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":2.37711242638803,"radius_px_native":5.459930104360007,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":1,"gaussian_noise":1,"underexposure":1},"dominant_effect":"underexposure","exposure_ev":-0.7713886454473572,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04630157991556817,"sigma_x255":11.806902878469884},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7011687505546482863,"profile":"D2","realization_id":0,"realization_seed":6345538403182616410,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Anomaly__028.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Anomaly/028","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/bad/028","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1176,"identity_group":"f8f2281ab983cbeb9cb650ffe437b81642df1565764d2c7675ff173788bf1008","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Anomaly/028.JPG","image_path":"cashew/Data/Images/Anomaly/028.JPG","image_sha256":"f8f2281ab983cbeb9cb650ffe437b81642df1565764d2c7675ff173788bf1008","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Masks/Anomaly/028.png","mask_path":"cashew/Data/Masks/Anomaly/028.png","mask_sha256":"e3c92535df996d74d619635ef3130a46ecc271af54114e49df20534c54809255","official_split":"test","source_id":"cashew/Data/Images/Anomaly/028","width":1274}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":0.6193997114753578,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":13.32227619435129,"length_px_native":30.59960313390062,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":4,"linear_motion":3},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.09122352994469156,"sigma_x255":23.262000135896347},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3906572337692117833,"profile":"D1","realization_id":0,"realization_seed":3738163299952178366,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Anomaly__034.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Anomaly/034","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/bad/034","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1176,"identity_group":"84ff5d59f3e24419625f495f28bc9e0827b6ff7a24e4d047cda4f19b81f310b1","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Anomaly/034.JPG","image_path":"cashew/Data/Images/Anomaly/034.JPG","image_sha256":"84ff5d59f3e24419625f495f28bc9e0827b6ff7a24e4d047cda4f19b81f310b1","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Masks/Anomaly/034.png","mask_path":"cashew/Data/Masks/Anomaly/034.png","mask_sha256":"8578f0f9dd431d4b8e12bf4bd91e022c387a1b0dc0021c2f95bc835250514439","official_split":"test","source_id":"cashew/Data/Images/Anomaly/034","width":1274}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.099927705145682,"aniso_ratio":1.6966831942993177,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.539030248937286,"sigma_major_px_native":8.128710103027828,"sigma_minor_px_at_512":2.085852126565564,"sigma_minor_px_native":4.79094160320528,"sigma_px_at_512":3.539030248937286,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2,"jpeg":1,"overexposure":1},"dominant_effect":"anisotropic_gaussian","exposure_ev":0.44867214096704733,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":71},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":384370805471569154,"profile":"D4","realization_id":0,"realization_seed":4540491478061625364,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Anomaly__042.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Anomaly/042","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/bad/042","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1176,"identity_group":"5678f95bc5f147b9c15e7935565929cbc4d133c76914afc4d21cd8daad5f2a39","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Anomaly/042.JPG","image_path":"cashew/Data/Images/Anomaly/042.JPG","image_sha256":"5678f95bc5f147b9c15e7935565929cbc4d133c76914afc4d21cd8daad5f2a39","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Masks/Anomaly/042.png","mask_path":"cashew/Data/Masks/Anomaly/042.png","mask_sha256":"95fccbc155f8515a0b1bf2a87b981e9de7bf314d7952ea8abbcb25a3dd8b54d5","official_split":"test","source_id":"cashew/Data/Images/Anomaly/042","width":1274}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":5},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":31},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4330048366188481604,"profile":"C4","realization_id":0,"realization_seed":289495153554660898,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Anomaly__044.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Anomaly/044","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/bad/044","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1176,"identity_group":"0ff644948f103d0a81d7d46e569e8f95d23c48bd5ef4c9f9c391bf75964e7bae","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Anomaly/044.JPG","image_path":"cashew/Data/Images/Anomaly/044.JPG","image_sha256":"0ff644948f103d0a81d7d46e569e8f95d23c48bd5ef4c9f9c391bf75964e7bae","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Masks/Anomaly/044.png","mask_path":"cashew/Data/Masks/Anomaly/044.png","mask_sha256":"15899709ae6a41e9ffda4e2e38ef514d338abef7a92a161fee3033fb69e3dc41","official_split":"test","source_id":"cashew/Data/Images/Anomaly/044","width":1274}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.6517134133318163,"aniso_ratio":2.8078415906712646,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.3354105598650574,"sigma_major_px_native":5.364146129690054,"sigma_minor_px_at_512":0.8317458390901376,"sigma_minor_px_native":1.9104162241601597,"sigma_px_at_512":2.3354105598650574,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":1,"jpeg":1,"overexposure":1},"dominant_effect":"overexposure","exposure_ev":0.642983854958086,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":71},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7370383658434407169,"profile":"D4","realization_id":0,"realization_seed":1108352313878423706,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Anomaly__050.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Anomaly/050","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/bad/050","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1176,"identity_group":"02118dfcc70533cacff3d1f94e7545584a0162a8d5af70a71a95e9a44c1ec23b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Anomaly/050.JPG","image_path":"cashew/Data/Images/Anomaly/050.JPG","image_sha256":"02118dfcc70533cacff3d1f94e7545584a0162a8d5af70a71a95e9a44c1ec23b","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Masks/Anomaly/050.png","mask_path":"cashew/Data/Masks/Anomaly/050.png","mask_sha256":"729c5134bf5094de9690c97d9eee1db1dc4aeb11464caf666fa445c953e8e002","official_split":"test","source_id":"cashew/Data/Images/Anomaly/050","width":1274}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":57},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5836728879043074445,"profile":"C4","realization_id":0,"realization_seed":7606147282638513207,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Anomaly__054.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Anomaly/054","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/bad/054","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1176,"identity_group":"28a7d78011dda969a047c43fe4d7b77adc28e1d4dae08201791f52f78ef73ba6","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Anomaly/054.JPG","image_path":"cashew/Data/Images/Anomaly/054.JPG","image_sha256":"28a7d78011dda969a047c43fe4d7b77adc28e1d4dae08201791f52f78ef73ba6","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Masks/Anomaly/054.png","mask_path":"cashew/Data/Masks/Anomaly/054.png","mask_sha256":"403593779845e7c84927b78d594c31db5f5be663269e1d461873367b3d6b839a","official_split":"test","source_id":"cashew/Data/Images/Anomaly/054","width":1274}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":7.616852668693316,"sigma_minor_px_native":null,"sigma_px_at_512":3.3161807537168175,"sigma_px_native":7.616852668693316},"blur_kind":null,"component_tiers":{"downsample_restore":3,"isotropic_gaussian":3,"jpeg":4},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":42},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5276274150038108122,"profile":"D3","realization_id":0,"realization_seed":7437313157204391323,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.9215190019966055},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Anomaly__064.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Anomaly/064","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/bad/064","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1176,"identity_group":"80d1c1f5eae37620d5e072c89f6f9ab593ba92d2749892a49ab022323c6b1959","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Anomaly/064.JPG","image_path":"cashew/Data/Images/Anomaly/064.JPG","image_sha256":"80d1c1f5eae37620d5e072c89f6f9ab593ba92d2749892a49ab022323c6b1959","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Masks/Anomaly/064.png","mask_path":"cashew/Data/Masks/Anomaly/064.png","mask_sha256":"0483da5a67ce01c5095302dff8bfc072a929f26e8aede82a57d026f61c432e43","official_split":"test","source_id":"cashew/Data/Images/Anomaly/064","width":1274}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.023678307957879,"sigma_minor_px_native":null,"sigma_px_at_512":2.1871796714918657,"sigma_px_native":5.023678307957879},"blur_kind":null,"component_tiers":{"downsample_restore":1,"isotropic_gaussian":1,"jpeg":2},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":66},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8729086985957528411,"profile":"D3","realization_id":0,"realization_seed":3685835274072470715,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.2658136938655673},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Anomaly__065.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Anomaly/065","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/bad/065","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1176,"identity_group":"da010d69a70ccd8d2b68c5170f1330fe440ef91d95d99b9a17f54e1462744c72","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Anomaly/065.JPG","image_path":"cashew/Data/Images/Anomaly/065.JPG","image_sha256":"da010d69a70ccd8d2b68c5170f1330fe440ef91d95d99b9a17f54e1462744c72","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Masks/Anomaly/065.png","mask_path":"cashew/Data/Masks/Anomaly/065.png","mask_sha256":"cfb1b8b231c072887fd46d0a791c863801ce2f516cdb1758df5861303b792722","official_split":"test","source_id":"cashew/Data/Images/Anomaly/065","width":1274}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.399962028028389,"sigma_minor_px_native":null,"sigma_px_at_512":2.351003876148414,"sigma_px_native":5.399962028028389},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":2,"gaussian_noise":3,"isotropic_gaussian":2,"jpeg":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":59},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08231901987377696,"sigma_x255":20.991350067813126},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6648498013023803963,"profile":"D6","realization_id":0,"realization_seed":6080273933968211850,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.5445277533735515},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Anomaly__068.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Anomaly/068","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/bad/068","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1176,"identity_group":"690e837a3e56d0cffbe645be6ed2b95b7dcb0c8f37c0893fc9e0df997d6cb71e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Anomaly/068.JPG","image_path":"cashew/Data/Images/Anomaly/068.JPG","image_sha256":"690e837a3e56d0cffbe645be6ed2b95b7dcb0c8f37c0893fc9e0df997d6cb71e","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Masks/Anomaly/068.png","mask_path":"cashew/Data/Masks/Anomaly/068.png","mask_sha256":"13c1b818fc7745aa45db3d7817d425bea333db41469779188955b5a52dbe5f9a","official_split":"test","source_id":"cashew/Data/Images/Anomaly/068","width":1274}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":0.2223318906701324,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":7.655663756530224,"length_px_native":17.58410269078036,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":1},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3936355655397303220,"profile":"B4","realization_id":0,"realization_seed":6979928762900123486,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Anomaly__085.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Anomaly/085","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/bad/085","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1176,"identity_group":"4fe0c4e50d512f8eb102c6c613da596902b99e8c315d8c0b27a03281955392ed","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Anomaly/085.JPG","image_path":"cashew/Data/Images/Anomaly/085.JPG","image_sha256":"4fe0c4e50d512f8eb102c6c613da596902b99e8c315d8c0b27a03281955392ed","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Masks/Anomaly/085.png","mask_path":"cashew/Data/Masks/Anomaly/085.png","mask_sha256":"28ac7a74f9b3867835fededa436e77f4c9b5d42ff8aa322fb7a84d11eaa8c4c1","official_split":"test","source_id":"cashew/Data/Images/Anomaly/085","width":1274}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":3.756489405452224,"sigma_minor_px_native":null,"sigma_px_at_512":1.63547838060505,"sigma_px_native":3.756489405452224},"blur_kind":null,"component_tiers":{"downsample_restore":1,"isotropic_gaussian":1,"jpeg":1},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":75},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7045613555762472274,"profile":"D3","realization_id":0,"realization_seed":2068625392063431749,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.3285596169120533},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Anomaly__086.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Anomaly/086","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/bad/086","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1176,"identity_group":"55b5b61f144016955c76981448d2df546d168f4e0ab03d35767bd8fe01864e60","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Anomaly/086.JPG","image_path":"cashew/Data/Images/Anomaly/086.JPG","image_sha256":"55b5b61f144016955c76981448d2df546d168f4e0ab03d35767bd8fe01864e60","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Masks/Anomaly/086.png","mask_path":"cashew/Data/Masks/Anomaly/086.png","mask_sha256":"56117dc5ac28ee5658c9f9c629a40fd31e39ecd763982e66ff58d3d288acd63d","official_split":"test","source_id":"cashew/Data/Images/Anomaly/086","width":1274}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":2.5644137751363614,"aniso_ratio":2.314898557314926,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.1405607255296095,"sigma_major_px_native":7.213475416450822,"sigma_minor_px_at_512":1.3566731533896574,"sigma_minor_px_native":3.1161086491918697,"sigma_px_at_512":3.1405607255296095,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":648866005353304912,"profile":"B2","realization_id":0,"realization_seed":2627522651257651131,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Anomaly__088.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Anomaly/088","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/bad/088","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1176,"identity_group":"2b0ac194c98338f44b5b3ebf3fe9e96b955b0a9cb2745b5e4f6005b75a677b20","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Anomaly/088.JPG","image_path":"cashew/Data/Images/Anomaly/088.JPG","image_sha256":"2b0ac194c98338f44b5b3ebf3fe9e96b955b0a9cb2745b5e4f6005b75a677b20","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Masks/Anomaly/088.png","mask_path":"cashew/Data/Masks/Anomaly/088.png","mask_sha256":"77dec9cdb438c71e0ae6e8d625b441457df12559bebf3830e40859001657bdc0","official_split":"test","source_id":"cashew/Data/Images/Anomaly/088","width":1274}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":0.8128378859485976,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":13.502385516036641,"length_px_native":31.013291732146662,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2201653025995032454,"profile":"B4","realization_id":0,"realization_seed":2647151316846639,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Anomaly__093.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Anomaly/093","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/bad/093","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1176,"identity_group":"ba581bed168e3b762d6ec1c91a6ef800676314b176d28b42a31814351025eacd","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Anomaly/093.JPG","image_path":"cashew/Data/Images/Anomaly/093.JPG","image_sha256":"ba581bed168e3b762d6ec1c91a6ef800676314b176d28b42a31814351025eacd","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Masks/Anomaly/093.png","mask_path":"cashew/Data/Masks/Anomaly/093.png","mask_sha256":"774e8fd8108dc2cb0d83db3ed88cebb67ee5b43b53c7cc5ecc6c959f759d45bb","official_split":"test","source_id":"cashew/Data/Images/Anomaly/093","width":1274}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":3.2416814241268694,"radius_px_native":7.445737021041404,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":719389624431200365,"profile":"B3","realization_id":0,"realization_seed":1382298720636020534,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Normal__012.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Normal/012","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/good/012","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1176,"identity_group":"494eb7731a83b707726944af16a645ceb887071a68f25d2f45beb039f8c95a01","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Normal/012.JPG","image_path":"cashew/Data/Images/Normal/012.JPG","image_sha256":"494eb7731a83b707726944af16a645ceb887071a68f25d2f45beb039f8c95a01","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"cashew/Data/Images/Normal/012","width":1274}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":3},"dominant_effect":"overexposure","exposure_ev":1.1819504941821404,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5864026836611953722,"profile":"C3","realization_id":0,"realization_seed":4402194527334415081,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Normal__023.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Normal/023","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/good/023","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1176,"identity_group":"5d36d00bdfe844f2e34136112078158ad0e9739a82b17c6b3800d015a6cfdb56","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Normal/023.JPG","image_path":"cashew/Data/Images/Normal/023.JPG","image_sha256":"5d36d00bdfe844f2e34136112078158ad0e9739a82b17c6b3800d015a6cfdb56","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"cashew/Data/Images/Normal/023","width":1274}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.769751972995608,"sigma_minor_px_native":null,"sigma_px_at_512":2.5120008589912852,"sigma_px_native":5.769751972995608},"blur_kind":null,"component_tiers":{"downsample_restore":3,"isotropic_gaussian":2,"jpeg":2},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":66},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1273185496346433381,"profile":"D3","realization_id":0,"realization_seed":3096609537087443370,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.8741627862400925},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Normal__244.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Normal/244","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/good/244","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1176,"identity_group":"070026c3c1f52a67ad8526ff57f6b25d9ebcdfb5c3e044ef260f82cf6a221fc2","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Normal/244.JPG","image_path":"cashew/Data/Images/Normal/244.JPG","image_sha256":"070026c3c1f52a67ad8526ff57f6b25d9ebcdfb5c3e044ef260f82cf6a221fc2","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"cashew/Data/Images/Normal/244","width":1274}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.066231106107298,"sigma_minor_px_native":null,"sigma_px_at_512":2.205706059801817,"sigma_px_native":5.066231106107298},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":2,"gaussian_noise":2,"isotropic_gaussian":2,"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":49},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05961510460987971,"sigma_x255":15.201851675519327},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":9186939751399247078,"profile":"D6","realization_id":0,"realization_seed":1771869096879739904,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.6138857295985185},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Normal__245.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Normal/245","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/good/245","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1176,"identity_group":"914c8f76d75c7b2c73ba8a4deb323ab4e614b487ff189ffde794c0bc7e06b482","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Normal/245.JPG","image_path":"cashew/Data/Images/Normal/245.JPG","image_sha256":"914c8f76d75c7b2c73ba8a4deb323ab4e614b487ff189ffde794c0bc7e06b482","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"cashew/Data/Images/Normal/245","width":1274}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":7.383264469346685,"sigma_minor_px_native":null,"sigma_px_at_512":3.2144824900556994,"sigma_px_native":7.383264469346685},"blur_kind":null,"component_tiers":{"isotropic_gaussian":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2118895497499341564,"profile":"B1","realization_id":0,"realization_seed":6497588618059924360,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Normal__284.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Normal/284","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/good/284","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1176,"identity_group":"3884d8742d277004b5740bcde69def9dad1ca9b3993e180e3d4570706dc2f6e0","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Normal/284.JPG","image_path":"cashew/Data/Images/Normal/284.JPG","image_sha256":"3884d8742d277004b5740bcde69def9dad1ca9b3993e180e3d4570706dc2f6e0","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"cashew/Data/Images/Normal/284","width":1274}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.8935692031085805,"aniso_ratio":1.7225723569245817,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.3608498218028515,"sigma_major_px_native":10.016326934453424,"sigma_minor_px_at_512":2.531591665379186,"sigma_minor_px_native":5.814749606417818,"sigma_px_at_512":4.3608498218028515,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":3,"downsample_restore":2,"gaussian_noise":2,"jpeg":2},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":67},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.052615352994496725,"sigma_x255":13.416915013596665},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3033360822556480197,"profile":"D6","realization_id":0,"realization_seed":3343828211219759047,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.6877055606019347},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Normal__389.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Normal/389","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/good/389","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1176,"identity_group":"35db528fd2477857bea07a53c62e8a9a6c4370a5781b0ea83169b53e603563ed","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Normal/389.JPG","image_path":"cashew/Data/Images/Normal/389.JPG","image_sha256":"35db528fd2477857bea07a53c62e8a9a6c4370a5781b0ea83169b53e603563ed","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"cashew/Data/Images/Normal/389","width":1274}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":2.6227893928671557,"radius_px_native":6.024219386741748,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":1,"gaussian_noise":1,"underexposure":2},"dominant_effect":"underexposure","exposure_ev":-0.9480266100974326,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04321831491433836,"sigma_x255":11.020670303156283},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2084792572618548103,"profile":"D2","realization_id":0,"realization_seed":2875171173520966982,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Normal__398.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Normal/398","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/good/398","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1176,"identity_group":"09a805d48a5eaf64a119b0d868b925697a52c2edf8f54586ed89eb66d85e84a9","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Normal/398.JPG","image_path":"cashew/Data/Images/Normal/398.JPG","image_sha256":"09a805d48a5eaf64a119b0d868b925697a52c2edf8f54586ed89eb66d85e84a9","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"cashew/Data/Images/Normal/398","width":1274}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":1.1673869629432467,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":12.222459154193146,"length_px_native":28.073460869787382,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"linear_motion":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06506917418103096,"sigma_x255":16.592639416162896},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2246720681956042572,"profile":"D1","realization_id":0,"realization_seed":8047991217293065159,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Normal__435.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Normal/435","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/good/435","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1176,"identity_group":"3b5778a5571b18730dad9beeaf2bd570e823c367e060e02ff6697f8dbbedadc7","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Normal/435.JPG","image_path":"cashew/Data/Images/Normal/435.JPG","image_sha256":"3b5778a5571b18730dad9beeaf2bd570e823c367e060e02ff6697f8dbbedadc7","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"cashew/Data/Images/Normal/435","width":1274}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.502807078839569,"aniso_ratio":1.7917620746085348,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.108275187147401,"sigma_major_px_native":9.436194570479186,"sigma_minor_px_at_512":2.292868704705104,"sigma_minor_px_native":5.266432806119536,"sigma_px_at_512":4.108275187147401,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3,"jpeg":3,"overexposure":4},"dominant_effect":"overexposure","exposure_ev":1.3773740533093481,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":53},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2434415492909168363,"profile":"D4","realization_id":0,"realization_seed":6780473132234252800,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Normal__460.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Normal/460","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/good/460","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1176,"identity_group":"4365915112c2d354dd9640508b225312c6060c653b5629428df4872038d85445","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Normal/460.JPG","image_path":"cashew/Data/Images/Normal/460.JPG","image_sha256":"4365915112c2d354dd9640508b225312c6060c653b5629428df4872038d85445","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"cashew/Data/Images/Normal/460","width":1274}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.6910941860574566,"aniso_ratio":2.3588597758621477,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.703501664897105,"sigma_major_px_native":6.209605386560538,"sigma_minor_px_at_512":1.1461052889034038,"sigma_minor_px_native":2.6324605854500054,"sigma_px_at_512":2.703501664897105,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":1,"downsample_restore":2,"gaussian_noise":1,"jpeg":1},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":70},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03222233466311202,"sigma_x255":8.216695339093565},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":9206715432130327858,"profile":"D6","realization_id":0,"realization_seed":618185175434346362,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.468445740959302},"spatial_scale_q":2.296875,"track":"core"},"output":{"path":"visa/cashew/visa__cashew__Data__Images__Normal__467.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::cashew/Data/Images/Normal/467","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"cashew","compat_id":"cashew/test/good/467","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1176,"identity_group":"f94cfc31389450515dff4da4a1e3c0e44dcdd445367ccd109cb7e2ac5c4a50fb","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/cashew/Data/Images/Normal/467.JPG","image_path":"cashew/Data/Images/Normal/467.JPG","image_sha256":"f94cfc31389450515dff4da4a1e3c0e44dcdd445367ccd109cb7e2ac5c4a50fb","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"cashew/Data/Images/Normal/467","width":1274}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":3.802996760728743,"radius_px_native":8.304199957997529,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2,"gaussian_noise":1,"underexposure":1},"dominant_effect":"disk_defocus","exposure_ev":-0.6075438376508002,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.037655876041614744,"sigma_x255":9.60224839061176},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":77000186992442814,"profile":"D2","realization_id":0,"realization_seed":5391636481278028703,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Anomaly__001.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Anomaly/001","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/bad/001","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1118,"identity_group":"e47e6d72e8f55160d0d47273ae6f7670b5b308e53c1ccf601726b4daf2d24ada","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Anomaly/001.JPG","image_path":"chewinggum/Data/Images/Anomaly/001.JPG","image_sha256":"e47e6d72e8f55160d0d47273ae6f7670b5b308e53c1ccf601726b4daf2d24ada","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Masks/Anomaly/001.png","mask_path":"chewinggum/Data/Masks/Anomaly/001.png","mask_sha256":"5f6bc6e04e0b1ef825f5e0b8467c74d1fdf4bf63373b27157c72dda58359fc1e","official_split":"test","source_id":"chewinggum/Data/Images/Anomaly/001","width":1342}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.9881293247163008,"aniso_ratio":2.885966502576574,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.400768731308293,"sigma_major_px_native":7.425897346880218,"sigma_minor_px_at_512":1.178381221082125,"sigma_minor_px_native":2.5731058694722964,"sigma_px_at_512":3.400768731308293,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2,"jpeg":3,"overexposure":2},"dominant_effect":"jpeg","exposure_ev":0.9041636489967374,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":49},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7171618813478496334,"profile":"D4","realization_id":0,"realization_seed":4499982626726067378,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Anomaly__011.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Anomaly/011","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/bad/011","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1118,"identity_group":"eb48b31101be60e052eea1d8a0960d54858b0643baa0c8ae08b927c3c5f7b507","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Anomaly/011.JPG","image_path":"chewinggum/Data/Images/Anomaly/011.JPG","image_sha256":"eb48b31101be60e052eea1d8a0960d54858b0643baa0c8ae08b927c3c5f7b507","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Masks/Anomaly/011.png","mask_path":"chewinggum/Data/Masks/Anomaly/011.png","mask_sha256":"679aff61374f73f9d9839adb169d936c9b2ddc28f2872e10398d1e6d600cfa4b","official_split":"test","source_id":"chewinggum/Data/Images/Anomaly/011","width":1342}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":1.3991927537278934,"aniso_ratio":2.885437561435759,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":5.6557173188813135,"sigma_major_px_native":12.349788989275993,"sigma_minor_px_at_512":1.9600900031491575,"sigma_minor_px_native":4.2800402803139805,"sigma_px_at_512":5.6557173188813135,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":5},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2889359698785813632,"profile":"B2","realization_id":0,"realization_seed":2036378766714946581,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Anomaly__020.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Anomaly/020","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/bad/020","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1118,"identity_group":"9615ceccb567682c8b69fa87bea18b6bee42f195eb3c43bea836ace7bc47cd9a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Anomaly/020.JPG","image_path":"chewinggum/Data/Images/Anomaly/020.JPG","image_sha256":"9615ceccb567682c8b69fa87bea18b6bee42f195eb3c43bea836ace7bc47cd9a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Masks/Anomaly/020.png","mask_path":"chewinggum/Data/Masks/Anomaly/020.png","mask_sha256":"4468e70872f0fe62c81b1d83f4bfc0cbb12e6fab20940da1ce2f1c2e67bcbed5","official_split":"test","source_id":"chewinggum/Data/Images/Anomaly/020","width":1342}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.301666067859055,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":9187032096145815723,"profile":"C2","realization_id":0,"realization_seed":2860976783960422337,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Anomaly__030.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Anomaly/030","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/bad/030","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1118,"identity_group":"9d6aa064a227c44d22c90340a7b2adbad19236fffccccd9a80df0e1e158119f9","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Anomaly/030.JPG","image_path":"chewinggum/Data/Images/Anomaly/030.JPG","image_sha256":"9d6aa064a227c44d22c90340a7b2adbad19236fffccccd9a80df0e1e158119f9","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Masks/Anomaly/030.png","mask_path":"chewinggum/Data/Masks/Anomaly/030.png","mask_sha256":"9ff6637232361f57b151e005dd2a953330557091dd37d77d275d5d93ea8be745","official_split":"test","source_id":"chewinggum/Data/Images/Anomaly/030","width":1342}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.03325677218693,"aniso_ratio":1.7950105481274488,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.168697884284998,"sigma_major_px_native":4.735555145762945,"sigma_minor_px_at_512":1.208181136621943,"sigma_minor_px_native":2.6381767787955708,"sigma_px_at_512":2.168697884284998,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":1,"jpeg":2,"overexposure":1},"dominant_effect":"jpeg","exposure_ev":0.5738515583459243,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":67},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4243555686768613728,"profile":"D4","realization_id":0,"realization_seed":8216586879249965237,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Anomaly__035.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Anomaly/035","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/bad/035","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1118,"identity_group":"fc7654bb37811246aba72b99656b5bffb0791e490246dec337c5edce6ff02371","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Anomaly/035.JPG","image_path":"chewinggum/Data/Images/Anomaly/035.JPG","image_sha256":"fc7654bb37811246aba72b99656b5bffb0791e490246dec337c5edce6ff02371","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Masks/Anomaly/035.png","mask_path":"chewinggum/Data/Masks/Anomaly/035.png","mask_sha256":"66c526cbf9edd833d6e259477999bcfeb8ec90b548bd7730bf93b4e9117339c3","official_split":"test","source_id":"chewinggum/Data/Images/Anomaly/035","width":1342}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":0.5550859923146735,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":8.90560412834977,"length_px_native":19.446221514638758,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1,"linear_motion":1},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.046969274780036596,"sigma_x255":11.977165068909333},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1582294037698404904,"profile":"D1","realization_id":0,"realization_seed":6187660703774304977,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Anomaly__042.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Anomaly/042","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/bad/042","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1118,"identity_group":"5e3fac552fb22e2f69d4afe594c02a1e9e447699ab91c54630d7326cf8787797","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Anomaly/042.JPG","image_path":"chewinggum/Data/Images/Anomaly/042.JPG","image_sha256":"5e3fac552fb22e2f69d4afe594c02a1e9e447699ab91c54630d7326cf8787797","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Masks/Anomaly/042.png","mask_path":"chewinggum/Data/Masks/Anomaly/042.png","mask_sha256":"810c92df916b6e65cdb4e7d84471094162af042ebe51280d2e71fbaa533dc69f","official_split":"test","source_id":"chewinggum/Data/Images/Anomaly/042","width":1342}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04385154664815581,"sigma_x255":11.182144395279732},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4494280705708576407,"profile":"C1","realization_id":0,"realization_seed":5420981038845004119,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Anomaly__047.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Anomaly/047","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/bad/047","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1118,"identity_group":"780ca71c967832799575a1365c22fe884cbd8fa2f698c1b3392e5eee08115b13","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Anomaly/047.JPG","image_path":"chewinggum/Data/Images/Anomaly/047.JPG","image_sha256":"780ca71c967832799575a1365c22fe884cbd8fa2f698c1b3392e5eee08115b13","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Masks/Anomaly/047.png","mask_path":"chewinggum/Data/Masks/Anomaly/047.png","mask_sha256":"26f1384143b7ebe7f0568ab847ad9cda7cb44063f70cb77f1b26ccc1348f8222","official_split":"test","source_id":"chewinggum/Data/Images/Anomaly/047","width":1342}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.4770586748830787,"aniso_ratio":2.9720242514637647,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.156839052532807,"sigma_major_px_native":6.893254024866559,"sigma_minor_px_at_512":1.0621848226770083,"sigma_minor_px_native":2.3193801401423735,"sigma_px_at_512":3.156839052532807,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2,"jpeg":2,"overexposure":3},"dominant_effect":"overexposure","exposure_ev":1.1858162039400038,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":60},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2599796242999544000,"profile":"D4","realization_id":0,"realization_seed":4230802636779635227,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Anomaly__051.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Anomaly/051","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/bad/051","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1118,"identity_group":"9564167c70caabef9bf3415b153c0e885d23b1b283ec8d8885b2c368a378cbd6","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Anomaly/051.JPG","image_path":"chewinggum/Data/Images/Anomaly/051.JPG","image_sha256":"9564167c70caabef9bf3415b153c0e885d23b1b283ec8d8885b2c368a378cbd6","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Masks/Anomaly/051.png","mask_path":"chewinggum/Data/Masks/Anomaly/051.png","mask_sha256":"e0b0949a93e4243d0b16d6ba1842f13ab2bad3c35b3aee9f89d050fd16db7555","official_split":"test","source_id":"chewinggum/Data/Images/Anomaly/051","width":1342}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":2},"dominant_effect":"overexposure","exposure_ev":0.936224232746776,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6890924940656298550,"profile":"C3","realization_id":0,"realization_seed":6510689496625313835,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Anomaly__055.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Anomaly/055","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/bad/055","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1118,"identity_group":"51c61c33f78c060c638a401560950116a50015f7aa823139f3f335af793e9b6f","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Anomaly/055.JPG","image_path":"chewinggum/Data/Images/Anomaly/055.JPG","image_sha256":"51c61c33f78c060c638a401560950116a50015f7aa823139f3f335af793e9b6f","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Masks/Anomaly/055.png","mask_path":"chewinggum/Data/Masks/Anomaly/055.png","mask_sha256":"bfbce20e488206b526afbcd92c821c4344cd2b4e709df3587e7a11aad6f9de58","official_split":"test","source_id":"chewinggum/Data/Images/Anomaly/055","width":1342}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":5},"dominant_effect":"overexposure","exposure_ev":2.073047446568388,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4588121675969755991,"profile":"C3","realization_id":0,"realization_seed":4133983354124757127,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Anomaly__057.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Anomaly/057","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/bad/057","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1118,"identity_group":"70cb1c721caa548b359a865b6860196ff108e691f36a8aab396c54deb0a18974","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Anomaly/057.JPG","image_path":"chewinggum/Data/Images/Anomaly/057.JPG","image_sha256":"70cb1c721caa548b359a865b6860196ff108e691f36a8aab396c54deb0a18974","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Masks/Anomaly/057.png","mask_path":"chewinggum/Data/Masks/Anomaly/057.png","mask_sha256":"1f45806bebb07e94996bc65934a263d2524639dc05532806d31bd74b9a83e83e","official_split":"test","source_id":"chewinggum/Data/Images/Anomaly/057","width":1342}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.752195600027419,"sigma_minor_px_native":null,"sigma_px_at_512":2.6342792014436838,"sigma_px_native":5.752195600027419},"blur_kind":null,"component_tiers":{"isotropic_gaussian":2},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3771130039837452192,"profile":"B1","realization_id":0,"realization_seed":6678409436165402975,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Anomaly__060.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Anomaly/060","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/bad/060","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1118,"identity_group":"0e0cfa7aff1a0df18f343620224fb8e7c135d53395cccc4d7e095ee16164be09","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Anomaly/060.JPG","image_path":"chewinggum/Data/Images/Anomaly/060.JPG","image_sha256":"0e0cfa7aff1a0df18f343620224fb8e7c135d53395cccc4d7e095ee16164be09","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Masks/Anomaly/060.png","mask_path":"chewinggum/Data/Masks/Anomaly/060.png","mask_sha256":"12b3426735b3b011b662a6b8912cc80500220ead8cb3fc48f9bde292d82d294b","official_split":"test","source_id":"chewinggum/Data/Images/Anomaly/060","width":1342}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":2.2312478495418935,"radius_px_native":4.872138858960619,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":1,"gaussian_noise":2,"underexposure":1},"dominant_effect":"gaussian_noise","exposure_ev":-0.6160694262710288,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04960301844266474,"sigma_x255":12.648769702879507},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6033695624322445335,"profile":"D2","realization_id":0,"realization_seed":1637049994456163542,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Anomaly__061.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Anomaly/061","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/bad/061","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1118,"identity_group":"1a0749f79e85a552d78da9ca9d3b04bf788d5d87d483b62658841a9529ae7831","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Anomaly/061.JPG","image_path":"chewinggum/Data/Images/Anomaly/061.JPG","image_sha256":"1a0749f79e85a552d78da9ca9d3b04bf788d5d87d483b62658841a9529ae7831","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Masks/Anomaly/061.png","mask_path":"chewinggum/Data/Masks/Anomaly/061.png","mask_sha256":"58b7ef213dbdc1e4e6fc4c0cb715271b76bb136390b3e955b8d5e7f29dfc72f3","official_split":"test","source_id":"chewinggum/Data/Images/Anomaly/061","width":1342}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":2.8220570626916297,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":15.403271193615467,"length_px_native":33.634486707933775,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":4,"linear_motion":3},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.10063803836051467,"sigma_x255":25.66269978193124},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8002336029639643699,"profile":"D1","realization_id":0,"realization_seed":2624644862318794975,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Anomaly__076.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Anomaly/076","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/bad/076","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1118,"identity_group":"914bce5b250e3928e16f147374f8e55629caf63082a972ce5cf773e0c0676783","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Anomaly/076.JPG","image_path":"chewinggum/Data/Images/Anomaly/076.JPG","image_sha256":"914bce5b250e3928e16f147374f8e55629caf63082a972ce5cf773e0c0676783","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Masks/Anomaly/076.png","mask_path":"chewinggum/Data/Masks/Anomaly/076.png","mask_sha256":"366cc9bf8dcf455bd6d131ddeedd927f6646aadf5188e3fadf147d0f4925d5ad","official_split":"test","source_id":"chewinggum/Data/Images/Anomaly/076","width":1342}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":3.6932487992774443,"sigma_minor_px_native":null,"sigma_px_at_512":1.6913625985957528,"sigma_px_native":3.6932487992774443},"blur_kind":null,"component_tiers":{"isotropic_gaussian":1},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3548312350762265588,"profile":"B1","realization_id":0,"realization_seed":649648538075234963,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Anomaly__077.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Anomaly/077","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/bad/077","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1118,"identity_group":"13e84be859a6e4a3e197cb0e2e355701151226259bee8b9f6dc42c3d00369493","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Anomaly/077.JPG","image_path":"chewinggum/Data/Images/Anomaly/077.JPG","image_sha256":"13e84be859a6e4a3e197cb0e2e355701151226259bee8b9f6dc42c3d00369493","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Masks/Anomaly/077.png","mask_path":"chewinggum/Data/Masks/Anomaly/077.png","mask_sha256":"de205e8ce218259b0a680e4f7df069ec9f8c6beb17e85b6696cf7e34ae429c75","official_split":"test","source_id":"chewinggum/Data/Images/Anomaly/077","width":1342}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.0581941547056861,"aniso_ratio":1.6183509919707466,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.005594731319525,"sigma_major_px_native":8.746591620342244,"sigma_minor_px_at_512":2.4751087688596605,"sigma_minor_px_native":5.404632038252149,"sigma_px_at_512":4.005594731319525,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3,"jpeg":2,"overexposure":2},"dominant_effect":"anisotropic_gaussian","exposure_ev":0.690141320926539,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":63},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2217307234374798415,"profile":"D4","realization_id":0,"realization_seed":5272267338384935968,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Anomaly__081.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Anomaly/081","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/bad/081","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1118,"identity_group":"0705521994f3d32442b63ad6be7d4bb1f8ed2c74ebf98223c7462946ecc9e33b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Anomaly/081.JPG","image_path":"chewinggum/Data/Images/Anomaly/081.JPG","image_sha256":"0705521994f3d32442b63ad6be7d4bb1f8ed2c74ebf98223c7462946ecc9e33b","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Masks/Anomaly/081.png","mask_path":"chewinggum/Data/Masks/Anomaly/081.png","mask_sha256":"2b3d8174ad0a3b11d0f2f732f3185b308a04583497160c7d9b7730dcee57457d","official_split":"test","source_id":"chewinggum/Data/Images/Anomaly/081","width":1342}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.5293605482329227,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":342867298141069912,"profile":"C2","realization_id":0,"realization_seed":8837585190308525974,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Anomaly__087.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Anomaly/087","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/bad/087","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1118,"identity_group":"efe20cfc65a60f70a157fc5710d42f708797163869c51de6b834c62268863526","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Anomaly/087.JPG","image_path":"chewinggum/Data/Images/Anomaly/087.JPG","image_sha256":"efe20cfc65a60f70a157fc5710d42f708797163869c51de6b834c62268863526","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Masks/Anomaly/087.png","mask_path":"chewinggum/Data/Masks/Anomaly/087.png","mask_sha256":"bdf2eeec6b7c726fd19eb8a436ccd4253f4e5bd829af4119092088491d9f18c4","official_split":"test","source_id":"chewinggum/Data/Images/Anomaly/087","width":1342}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":1},"dominant_effect":"overexposure","exposure_ev":0.5273236388369954,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8592358809050030567,"profile":"C3","realization_id":0,"realization_seed":8854956908418370293,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Anomaly__089.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Anomaly/089","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/bad/089","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1118,"identity_group":"1dbd72c588de4510c6acc5ba5cf2e237c205e6022cca07bb110573c20ffad622","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Anomaly/089.JPG","image_path":"chewinggum/Data/Images/Anomaly/089.JPG","image_sha256":"1dbd72c588de4510c6acc5ba5cf2e237c205e6022cca07bb110573c20ffad622","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Masks/Anomaly/089.png","mask_path":"chewinggum/Data/Masks/Anomaly/089.png","mask_sha256":"91181f3d748305a43f1ed1f2856133f676a7bd59130e07e66a23dd91894aea0a","official_split":"test","source_id":"chewinggum/Data/Images/Anomaly/089","width":1342}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.426377859139548,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":8.769932749791494,"length_px_native":19.14997034036502,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1,"jpeg":2,"linear_motion":1,"underexposure":1},"dominant_effect":"jpeg","exposure_ev":-0.5187238592044505,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":61},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03751445115120412,"sigma_x255":9.566185043557052},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8341624054264432884,"profile":"D5","realization_id":0,"realization_seed":5669862331125064386,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Anomaly__092.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Anomaly/092","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/bad/092","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1118,"identity_group":"9224d618fea6d292ca9c4f959303751304d32a63a2cd56465534a2f15452fb54","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Anomaly/092.JPG","image_path":"chewinggum/Data/Images/Anomaly/092.JPG","image_sha256":"9224d618fea6d292ca9c4f959303751304d32a63a2cd56465534a2f15452fb54","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Masks/Anomaly/092.png","mask_path":"chewinggum/Data/Masks/Anomaly/092.png","mask_sha256":"86cf8401dc80c3c2019c37355ca7f20fdfffc2f0b29a9ea83bebde18c8b2c070","official_split":"test","source_id":"chewinggum/Data/Images/Anomaly/092","width":1342}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":2.920883162252287,"radius_px_native":6.37802221757433,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":1,"gaussian_noise":1,"underexposure":1},"dominant_effect":"disk_defocus","exposure_ev":-0.7945553196761673,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03183899597588491,"sigma_x255":8.118943973850651},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5184684687584256743,"profile":"D2","realization_id":0,"realization_seed":1913382172351986991,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Anomaly__094.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Anomaly/094","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/bad/094","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1118,"identity_group":"835a3ea99474bbba90d0f07cf5cf4cbddb2906fb6d8e17e914aaadfc9b4588d1","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Anomaly/094.JPG","image_path":"chewinggum/Data/Images/Anomaly/094.JPG","image_sha256":"835a3ea99474bbba90d0f07cf5cf4cbddb2906fb6d8e17e914aaadfc9b4588d1","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Masks/Anomaly/094.png","mask_path":"chewinggum/Data/Masks/Anomaly/094.png","mask_sha256":"7fff513cf74a5acc32d7f9982ba3727b6515c3b498066fa2b83d2128879da530","official_split":"test","source_id":"chewinggum/Data/Images/Anomaly/094","width":1342}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.62149078812895,"aniso_ratio":2.176425413947393,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.4855389546236752,"sigma_major_px_native":5.427407326697791,"sigma_minor_px_at_512":1.1420280882107703,"sigma_minor_px_native":2.4937253957414867,"sigma_px_at_512":2.4855389546236752,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":1,"downsample_restore":1,"gaussian_noise":1,"jpeg":2},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":61},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.042363885473585446,"sigma_x255":10.802790795764288},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6527177328432009153,"profile":"D6","realization_id":0,"realization_seed":148723048396879831,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.2635381581290113},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Anomaly__099.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Anomaly/099","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/bad/099","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1118,"identity_group":"2714d0b0e4eee98f8e4419c8f7f4b476469d7b207d219308cc9b6c57dcb740a6","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Anomaly/099.JPG","image_path":"chewinggum/Data/Images/Anomaly/099.JPG","image_sha256":"2714d0b0e4eee98f8e4419c8f7f4b476469d7b207d219308cc9b6c57dcb740a6","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Masks/Anomaly/099.png","mask_path":"chewinggum/Data/Masks/Anomaly/099.png","mask_sha256":"f49cc28015b868ffbb8209a9f1053edb17e3b1a37871f03736b82de0ef93263d","official_split":"test","source_id":"chewinggum/Data/Images/Anomaly/099","width":1342}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.6773186754963195,"aniso_ratio":1.6549234516669271,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.704845354570771,"sigma_major_px_native":5.90628341095727,"sigma_minor_px_at_512":1.6344232428674008,"sigma_minor_px_native":3.5689163779799884,"sigma_px_at_512":2.704845354570771,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":1,"jpeg":1,"overexposure":2},"dominant_effect":"overexposure","exposure_ev":0.8565574265788947,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":76},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7930380933892698139,"profile":"D4","realization_id":0,"realization_seed":1511807138405879502,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Normal__087.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Normal/087","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/good/087","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1118,"identity_group":"0dd3b78b0bf61d37423cb5a27d87754b7c8ce3b8e4b63208a0736f86b3b57593","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Normal/087.JPG","image_path":"chewinggum/Data/Images/Normal/087.JPG","image_sha256":"0dd3b78b0bf61d37423cb5a27d87754b7c8ce3b8e4b63208a0736f86b3b57593","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"chewinggum/Data/Images/Normal/087","width":1342}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":2.9475543567904725,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":11.835288496766061,"length_px_native":25.84346199098527,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"linear_motion":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06612546965181626,"sigma_x255":16.861994761213147},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8423611697235548489,"profile":"D1","realization_id":0,"realization_seed":7582113235159144678,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Normal__089.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Normal/089","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/good/089","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1118,"identity_group":"1282286569ec48920d9edb7de48f956435f45b83372a2b224f154cc9eafd5b53","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Normal/089.JPG","image_path":"chewinggum/Data/Images/Normal/089.JPG","image_sha256":"1282286569ec48920d9edb7de48f956435f45b83372a2b224f154cc9eafd5b53","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"chewinggum/Data/Images/Normal/089","width":1342}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":2},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":68},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5277572576220862597,"profile":"C4","realization_id":0,"realization_seed":6449954156671513317,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Normal__143.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Normal/143","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/good/143","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1118,"identity_group":"e251e8c621362e598b33a3f031ac024c8cf5bfa0b33ae17331490fe79db5a0f7","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Normal/143.JPG","image_path":"chewinggum/Data/Images/Normal/143.JPG","image_sha256":"e251e8c621362e598b33a3f031ac024c8cf5bfa0b33ae17331490fe79db5a0f7","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"chewinggum/Data/Images/Normal/143","width":1342}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":2.621880947163643,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":20.19596947762703,"length_px_native":44.09979272653715,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":4},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8765410520106765496,"profile":"B4","realization_id":0,"realization_seed":8001669494168047331,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Normal__148.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Normal/148","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/good/148","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1118,"identity_group":"7a640f61d9ea9ec28e6eda5f70bd4dc7a965f1cb7de24f7a894c64ebb98c5127","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Normal/148.JPG","image_path":"chewinggum/Data/Images/Normal/148.JPG","image_sha256":"7a640f61d9ea9ec28e6eda5f70bd4dc7a965f1cb7de24f7a894c64ebb98c5127","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"chewinggum/Data/Images/Normal/148","width":1342}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":4},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":38},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":596687599476569941,"profile":"C4","realization_id":0,"realization_seed":3023635464681253339,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Normal__244.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Normal/244","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/good/244","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1118,"identity_group":"ac5b7d0f06023c833e904a8a4ce645dc9cc1ff0a901eae1699ace803da9fde8b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Normal/244.JPG","image_path":"chewinggum/Data/Images/Normal/244.JPG","image_sha256":"ac5b7d0f06023c833e904a8a4ce645dc9cc1ff0a901eae1699ace803da9fde8b","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"chewinggum/Data/Images/Normal/244","width":1342}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.902855029841179,"sigma_minor_px_native":null,"sigma_px_at_512":2.2453146469397884,"sigma_px_native":4.902855029841179},"blur_kind":null,"component_tiers":{"downsample_restore":2,"isotropic_gaussian":2,"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":51},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8174305323713988606,"profile":"D3","realization_id":0,"realization_seed":2790129274117144168,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.6559708816652265},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Normal__309.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Normal/309","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/good/309","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1118,"identity_group":"d5b468b1eb93ab43c89abbfd36a6e717eb703e4db4b497f4aed35f7926fd0809","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Normal/309.JPG","image_path":"chewinggum/Data/Images/Normal/309.JPG","image_sha256":"d5b468b1eb93ab43c89abbfd36a6e717eb703e4db4b497f4aed35f7926fd0809","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"chewinggum/Data/Images/Normal/309","width":1342}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.6632928713229846,"aniso_ratio":2.801393459646083,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.405423444169419,"sigma_major_px_native":9.619655098791817,"sigma_minor_px_at_512":1.5725828976290903,"sigma_minor_px_native":3.4338821866197713,"sigma_px_at_512":4.405423444169419,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3,"jpeg":4,"overexposure":3},"dominant_effect":"jpeg","exposure_ev":1.0221149836380332,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":43},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5036517851897430967,"profile":"D4","realization_id":0,"realization_seed":6445687994262969165,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Normal__324.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Normal/324","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/good/324","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1118,"identity_group":"0cf0fd704c149c068e8c029f3a6adcb0bcecb07aa5c8f4f82ad53b4d83a986d9","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Normal/324.JPG","image_path":"chewinggum/Data/Images/Normal/324.JPG","image_sha256":"0cf0fd704c149c068e8c029f3a6adcb0bcecb07aa5c8f4f82ad53b4d83a986d9","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"chewinggum/Data/Images/Normal/324","width":1342}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.2783998846277367,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":9115408780816185356,"profile":"C2","realization_id":0,"realization_seed":2328651270449338920,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Normal__389.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Normal/389","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/good/389","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1118,"identity_group":"30034185675972e867710dff5435fd5ae3786e50823f9e657f1814e138a5f5a4","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Normal/389.JPG","image_path":"chewinggum/Data/Images/Normal/389.JPG","image_sha256":"30034185675972e867710dff5435fd5ae3786e50823f9e657f1814e138a5f5a4","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"chewinggum/Data/Images/Normal/389","width":1342}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":4},"dominant_effect":"overexposure","exposure_ev":1.6825706768393496,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":540201459753548671,"profile":"C3","realization_id":0,"realization_seed":8250342769186447271,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Normal__446.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Normal/446","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/good/446","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1118,"identity_group":"64931256a7a59938ba32cd826fdea9be9c7a4bef4f2569e741e7ba47e44b6c2e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Normal/446.JPG","image_path":"chewinggum/Data/Images/Normal/446.JPG","image_sha256":"64931256a7a59938ba32cd826fdea9be9c7a4bef4f2569e741e7ba47e44b6c2e","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"chewinggum/Data/Images/Normal/446","width":1342}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.8987578387070345,"aniso_ratio":1.9719343187508362,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.0727012157668883,"sigma_major_px_native":6.709531170365978,"sigma_minor_px_at_512":1.5582168161226364,"sigma_minor_px_native":3.402512500830288,"sigma_px_at_512":3.0727012157668883,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2,"jpeg":2,"overexposure":3},"dominant_effect":"overexposure","exposure_ev":1.2528628629034344,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":59},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8041897680258665349,"profile":"D4","realization_id":0,"realization_seed":1617527872139960871,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.18359375,"track":"core"},"output":{"path":"visa/chewinggum/visa__chewinggum__Data__Images__Normal__460.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::chewinggum/Data/Images/Normal/460","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"chewinggum","compat_id":"chewinggum/test/good/460","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1118,"identity_group":"0d674d7823a28c5d158dcd5b82955a369008aebfe45e7d5252155e38443b9677","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/chewinggum/Data/Images/Normal/460.JPG","image_path":"chewinggum/Data/Images/Normal/460.JPG","image_sha256":"0d674d7823a28c5d158dcd5b82955a369008aebfe45e7d5252155e38443b9677","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"chewinggum/Data/Images/Normal/460","width":1342}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.20381419751546,"sigma_minor_px_native":null,"sigma_px_at_512":2.664352869127916,"sigma_px_native":5.20381419751546},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":2,"gaussian_noise":3,"isotropic_gaussian":2,"jpeg":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":70},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06917875854549983,"sigma_x255":17.640583429102456},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8290246104692346384,"profile":"D6","realization_id":0,"realization_seed":6945006136561669972,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.6510409074684522},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Anomaly__000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Anomaly/000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/bad/000","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"44139ec9efb05d7106c45000d65f9310edf3bb47a9931b6a080b91ddd64222d5","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Anomaly/000.JPG","image_path":"fryum/Data/Images/Anomaly/000.JPG","image_sha256":"44139ec9efb05d7106c45000d65f9310edf3bb47a9931b6a080b91ddd64222d5","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Masks/Anomaly/000.png","mask_path":"fryum/Data/Masks/Anomaly/000.png","mask_sha256":"0573607887a9df24711fa0a69097a6316a1a7a101aa1e6c49f965370575bf0b9","official_split":"test","source_id":"fryum/Data/Images/Anomaly/000","width":1500}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":9.071185595918601,"sigma_minor_px_native":null,"sigma_px_at_512":4.644447025110324,"sigma_px_native":9.071185595918601},"blur_kind":null,"component_tiers":{"isotropic_gaussian":5},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5682094354888190651,"profile":"B1","realization_id":0,"realization_seed":5765650688011081816,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Anomaly__002.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Anomaly/002","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/bad/002","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"e3c2306694b9c2c3e17739cad6db820d2bd6f0eb13eae97edd5311c9f4d5c043","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Anomaly/002.JPG","image_path":"fryum/Data/Images/Anomaly/002.JPG","image_sha256":"e3c2306694b9c2c3e17739cad6db820d2bd6f0eb13eae97edd5311c9f4d5c043","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Masks/Anomaly/002.png","mask_path":"fryum/Data/Masks/Anomaly/002.png","mask_sha256":"d1e5057e62324014b35a9a4dfe980cb8391723386e52dc4becd6d01df9bcd0fa","official_split":"test","source_id":"fryum/Data/Images/Anomaly/002","width":1500}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.4748221251790725,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4639961065944381251,"profile":"C2","realization_id":0,"realization_seed":6899240029616212566,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Anomaly__004.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Anomaly/004","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/bad/004","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"c0ed8287db0248bde475a3dc858b83860f480c6e79bb988a4f0d258e9b08bb6c","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Anomaly/004.JPG","image_path":"fryum/Data/Images/Anomaly/004.JPG","image_sha256":"c0ed8287db0248bde475a3dc858b83860f480c6e79bb988a4f0d258e9b08bb6c","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Masks/Anomaly/004.png","mask_path":"fryum/Data/Masks/Anomaly/004.png","mask_sha256":"9367ecd99b7bbce0652720bf313dc6888bda59020e60605bd7b71d0e9b43ec37","official_split":"test","source_id":"fryum/Data/Images/Anomaly/004","width":1500}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":2},"dominant_effect":"overexposure","exposure_ev":0.8634154929167203,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":9070701078292012395,"profile":"C3","realization_id":0,"realization_seed":3065243973727228072,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Anomaly__014.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Anomaly/014","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/bad/014","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"8267abe3de1d28dbd35b1892e9bcb0e957f78fb15b04a4de787dc3d41e853494","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Anomaly/014.JPG","image_path":"fryum/Data/Images/Anomaly/014.JPG","image_sha256":"8267abe3de1d28dbd35b1892e9bcb0e957f78fb15b04a4de787dc3d41e853494","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Masks/Anomaly/014.png","mask_path":"fryum/Data/Masks/Anomaly/014.png","mask_sha256":"dd5fcc946c397d1b2393c741ae06e277118d87ef4cdd4fba64b7ce09fc335288","official_split":"test","source_id":"fryum/Data/Images/Anomaly/014","width":1500}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.9639383998060504,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":12.479716881633419,"length_px_native":24.37444703444027,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"jpeg":2,"linear_motion":2,"underexposure":2},"dominant_effect":"gaussian_noise","exposure_ev":-1.0160164905346154,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":60},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06499011002706859,"sigma_x255":16.57247805690249},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1467817945757028623,"profile":"D5","realization_id":0,"realization_seed":8396948213527991773,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Anomaly__015.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Anomaly/015","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/bad/015","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"7c988976fa1fafeccbd25c6acf52db826c9cd83186c72f96e725efcbae1bfea3","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Anomaly/015.JPG","image_path":"fryum/Data/Images/Anomaly/015.JPG","image_sha256":"7c988976fa1fafeccbd25c6acf52db826c9cd83186c72f96e725efcbae1bfea3","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Masks/Anomaly/015.png","mask_path":"fryum/Data/Masks/Anomaly/015.png","mask_sha256":"a1ce1ae119d636c2301946a639f078c2f1b5c3613087dbf3aa8fd0fbf56928dd","official_split":"test","source_id":"fryum/Data/Images/Anomaly/015","width":1500}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":1.4433808895040021,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":13.740888837834879,"length_px_native":26.837673511396247,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3278542716324219039,"profile":"B4","realization_id":0,"realization_seed":7469381704772398941,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Anomaly__021.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Anomaly/021","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/bad/021","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"81555cedb96880efecc598c62ceb396abce0fb6515db0ab9099410d558e8680f","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Anomaly/021.JPG","image_path":"fryum/Data/Images/Anomaly/021.JPG","image_sha256":"81555cedb96880efecc598c62ceb396abce0fb6515db0ab9099410d558e8680f","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Masks/Anomaly/021.png","mask_path":"fryum/Data/Masks/Anomaly/021.png","mask_sha256":"76b6058fa2a3ad9ea6d1522e63f0c20405285747e84f13a976ba1bb004a99bdc","official_split":"test","source_id":"fryum/Data/Images/Anomaly/021","width":1500}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.616361510681414,"sigma_minor_px_native":null,"sigma_px_at_512":3.387577093468884,"sigma_px_native":6.616361510681414},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":2,"gaussian_noise":2,"isotropic_gaussian":3,"jpeg":2},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":63},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05537968978232284,"sigma_x255":14.121820894492325},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5373883435041948922,"profile":"D6","realization_id":0,"realization_seed":6445212996300518515,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.5269075680494824},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Anomaly__025.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Anomaly/025","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/bad/025","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"066acf02798373007ef6a764778045cf7b8326fba1aecb49758a87f47d5b7850","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Anomaly/025.JPG","image_path":"fryum/Data/Images/Anomaly/025.JPG","image_sha256":"066acf02798373007ef6a764778045cf7b8326fba1aecb49758a87f47d5b7850","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Masks/Anomaly/025.png","mask_path":"fryum/Data/Masks/Anomaly/025.png","mask_sha256":"37c8ae779d614c8456c277ac58a2a3d474a20c8bce3a1893c0920f6490e7dd66","official_split":"test","source_id":"fryum/Data/Images/Anomaly/025","width":1500}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":0.1773517586105679,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":11.605980539777784,"length_px_native":22.667930741753484,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":2},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8709653056498804856,"profile":"B4","realization_id":0,"realization_seed":4669730285685425769,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Anomaly__028.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Anomaly/028","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/bad/028","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"d152dc0d50ba181d070fac84f002105b83f0bc2b9f7ae3291319e4a2e24fcb27","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Anomaly/028.JPG","image_path":"fryum/Data/Images/Anomaly/028.JPG","image_sha256":"d152dc0d50ba181d070fac84f002105b83f0bc2b9f7ae3291319e4a2e24fcb27","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Masks/Anomaly/028.png","mask_path":"fryum/Data/Masks/Anomaly/028.png","mask_sha256":"3d7552af2a73e490abcfe5f1480cfbc1376e80e4690eb546bacdf1890f10c6d5","official_split":"test","source_id":"fryum/Data/Images/Anomaly/028","width":1500}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.51048466837273,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":7.984199653988185,"length_px_native":15.594139949195673,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1,"jpeg":1,"linear_motion":1,"underexposure":1},"dominant_effect":"linear_motion","exposure_ev":-0.7244613291516988,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":72},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04236990153495564,"sigma_x255":10.804324891413687},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8928367906945563128,"profile":"D5","realization_id":0,"realization_seed":7405533367590126572,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Anomaly__029.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Anomaly/029","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/bad/029","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"133e01f64fedc1027d8e4b424b10af1031cd7722eed0c2e8369c47262ecfa2b3","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Anomaly/029.JPG","image_path":"fryum/Data/Images/Anomaly/029.JPG","image_sha256":"133e01f64fedc1027d8e4b424b10af1031cd7722eed0c2e8369c47262ecfa2b3","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Masks/Anomaly/029.png","mask_path":"fryum/Data/Masks/Anomaly/029.png","mask_sha256":"58c51fec05bff33f96e58675df3dd563f4dc943752213402a2005f6f41b84fac","official_split":"test","source_id":"fryum/Data/Images/Anomaly/029","width":1500}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":47},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":298250472664474893,"profile":"C4","realization_id":0,"realization_seed":6788160568521938845,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Anomaly__037.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Anomaly/037","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/bad/037","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"33dc9a7d67391f49d3b3f82e492c850d339ed616320c31f439cdafd0e7538416","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Anomaly/037.JPG","image_path":"fryum/Data/Images/Anomaly/037.JPG","image_sha256":"33dc9a7d67391f49d3b3f82e492c850d339ed616320c31f439cdafd0e7538416","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Masks/Anomaly/037.png","mask_path":"fryum/Data/Masks/Anomaly/037.png","mask_sha256":"885bc12ac43955dada937081e1e85f1d84085d31f8bb42b290391edc88b5d652","official_split":"test","source_id":"fryum/Data/Images/Anomaly/037","width":1500}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":1.3931033865378626,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":19.244429756119118,"length_px_native":37.58677686742015,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":5,"linear_motion":4},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.11385948034605013,"sigma_x255":29.034167488242783},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2124766393451796509,"profile":"D1","realization_id":0,"realization_seed":3936085633176221957,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Anomaly__056.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Anomaly/056","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/bad/056","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"f25f4f10e729b27fbbdc28bef8e86ee8bb9508e80942530d4508a366a6753de6","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Anomaly/056.JPG","image_path":"fryum/Data/Images/Anomaly/056.JPG","image_sha256":"f25f4f10e729b27fbbdc28bef8e86ee8bb9508e80942530d4508a366a6753de6","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Masks/Anomaly/056.png","mask_path":"fryum/Data/Masks/Anomaly/056.png","mask_sha256":"2dcb735d11748d5c9cd7110890bc2deeec6086de63380ed4d266f6f4c2d9f03d","official_split":"test","source_id":"fryum/Data/Images/Anomaly/056","width":1500}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":8.31533196433619,"sigma_minor_px_native":null,"sigma_px_at_512":4.257449965740129,"sigma_px_native":8.31533196433619},"blur_kind":null,"component_tiers":{"downsample_restore":4,"isotropic_gaussian":4,"jpeg":5},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":33},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3159416289241589380,"profile":"D3","realization_id":0,"realization_seed":5151676014454820258,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":true,"factor":2.2628714978614815},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Anomaly__062.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Anomaly/062","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/bad/062","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"d2ca64c303d4fa89a751ab977bb2d72d97e161906e04a8fdae315f3444262a5e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Anomaly/062.JPG","image_path":"fryum/Data/Images/Anomaly/062.JPG","image_sha256":"d2ca64c303d4fa89a751ab977bb2d72d97e161906e04a8fdae315f3444262a5e","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Masks/Anomaly/062.png","mask_path":"fryum/Data/Masks/Anomaly/062.png","mask_sha256":"322d44f92e43778936d54ce00ac52a873a20c21e7b1284e4bda9b47196d07db4","official_split":"test","source_id":"fryum/Data/Images/Anomaly/062","width":1500}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":1},"dominant_effect":"underexposure","exposure_ev":-0.7533314128115419,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":361107504131674328,"profile":"C2","realization_id":0,"realization_seed":2157549040668344178,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Anomaly__068.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Anomaly/068","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/bad/068","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"d09201a77e4190f9519d6aa938e6bbf25c51ab09a4fd7a1d509abbb8e81d9608","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Anomaly/068.JPG","image_path":"fryum/Data/Images/Anomaly/068.JPG","image_sha256":"d09201a77e4190f9519d6aa938e6bbf25c51ab09a4fd7a1d509abbb8e81d9608","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Masks/Anomaly/068.png","mask_path":"fryum/Data/Masks/Anomaly/068.png","mask_sha256":"d94360e0f575407f04460e961f0f4c4931f3d4ff8668170cc3751ae1639c7d6a","official_split":"test","source_id":"fryum/Data/Images/Anomaly/068","width":1500}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03622301860311161,"sigma_x255":9.236869743793461},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6930974131724651729,"profile":"C1","realization_id":0,"realization_seed":1339776207821362446,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Anomaly__076.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Anomaly/076","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/bad/076","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"dc4ac3faa4555bb81c6389645b3dac6feceee097d243bb1a5f485f9eb40b3749","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Anomaly/076.JPG","image_path":"fryum/Data/Images/Anomaly/076.JPG","image_sha256":"dc4ac3faa4555bb81c6389645b3dac6feceee097d243bb1a5f485f9eb40b3749","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Masks/Anomaly/076.png","mask_path":"fryum/Data/Masks/Anomaly/076.png","mask_sha256":"ca4c88666712797b2651d888cf9ef06c6a03a56705df0be1d492eaa95afc01a4","official_split":"test","source_id":"fryum/Data/Images/Anomaly/076","width":1500}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":2.3051826131963002,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":10.615295000781849,"length_px_native":20.73299804840205,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"linear_motion":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07913655631482325,"sigma_x255":20.17982186027993},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2100458252079689824,"profile":"D1","realization_id":0,"realization_seed":993501122714185831,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Anomaly__079.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Anomaly/079","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/bad/079","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"3eced07ae13e4fd6fdcc91f0f3e788992ac6537d2dd09ead123cef6b0ecce95e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Anomaly/079.JPG","image_path":"fryum/Data/Images/Anomaly/079.JPG","image_sha256":"3eced07ae13e4fd6fdcc91f0f3e788992ac6537d2dd09ead123cef6b0ecce95e","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Masks/Anomaly/079.png","mask_path":"fryum/Data/Masks/Anomaly/079.png","mask_sha256":"825c2d93f013829bba0fb470abfe461bb9a068072cc5dcb5e38cf35f41205844","official_split":"test","source_id":"fryum/Data/Images/Anomaly/079","width":1500}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.5083794189371282,"aniso_ratio":2.044992773050466,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.8335636956654464,"sigma_major_px_native":5.5343040930965754,"sigma_minor_px_at_512":1.3856106158452033,"sigma_minor_px_native":2.706270734072663,"sigma_px_at_512":2.8335636956654464,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2,"jpeg":1,"overexposure":1},"dominant_effect":"anisotropic_gaussian","exposure_ev":0.5023934253973016,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":75},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5159231571537032013,"profile":"D4","realization_id":0,"realization_seed":4001078694817563813,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Anomaly__081.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Anomaly/081","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/bad/081","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"6f55f9413413d3febdef98b1919cb5882c0df8a9b6d28580ab8665be92be8e60","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Anomaly/081.JPG","image_path":"fryum/Data/Images/Anomaly/081.JPG","image_sha256":"6f55f9413413d3febdef98b1919cb5882c0df8a9b6d28580ab8665be92be8e60","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Masks/Anomaly/081.png","mask_path":"fryum/Data/Masks/Anomaly/081.png","mask_sha256":"68444744b2553112b93499fbfb88fc495c773c5091f235081f3a018d86d9d438","official_split":"test","source_id":"fryum/Data/Images/Anomaly/081","width":1500}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.8653810183956185,"sigma_minor_px_native":null,"sigma_px_at_512":3.5150750814185567,"sigma_px_native":6.8653810183956185},"blur_kind":null,"component_tiers":{"isotropic_gaussian":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1689949857661363382,"profile":"B1","realization_id":0,"realization_seed":6378934677691514526,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Anomaly__084.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Anomaly/084","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/bad/084","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"7bc109297c8063017a7303fbe01620e03c5d3b70331590e251a4915470d54a9d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Anomaly/084.JPG","image_path":"fryum/Data/Images/Anomaly/084.JPG","image_sha256":"7bc109297c8063017a7303fbe01620e03c5d3b70331590e251a4915470d54a9d","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Masks/Anomaly/084.png","mask_path":"fryum/Data/Masks/Anomaly/084.png","mask_sha256":"f2ba59397264bd98d0fcb21b6b01322cc608f883aead4c1980112d1f0c1cd383","official_split":"test","source_id":"fryum/Data/Images/Anomaly/084","width":1500}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":2.728125469840969,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":15.894884421995668,"length_px_native":31.04469613671029,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6461880124529237802,"profile":"B4","realization_id":0,"realization_seed":604838659933833862,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Anomaly__090.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Anomaly/090","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/bad/090","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"3538f10a1d93329b6b3512454f12d304bad710ba16d6f873decf595de8daec7a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Anomaly/090.JPG","image_path":"fryum/Data/Images/Anomaly/090.JPG","image_sha256":"3538f10a1d93329b6b3512454f12d304bad710ba16d6f873decf595de8daec7a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Masks/Anomaly/090.png","mask_path":"fryum/Data/Masks/Anomaly/090.png","mask_sha256":"47c66b802630fec1f8311d340ecf2a7bbd91ee8ea71359c86a8460ef3d3c15ce","official_split":"test","source_id":"fryum/Data/Images/Anomaly/090","width":1500}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":4},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08780959600842775,"sigma_x255":22.391446982149077},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4735637459785699298,"profile":"C1","realization_id":0,"realization_seed":9026135879408947404,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Anomaly__096.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Anomaly/096","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/bad/096","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"73e90979debfe6975f680e272992a31ad1412400402c211a951411bbdb9c87b0","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Anomaly/096.JPG","image_path":"fryum/Data/Images/Anomaly/096.JPG","image_sha256":"73e90979debfe6975f680e272992a31ad1412400402c211a951411bbdb9c87b0","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Masks/Anomaly/096.png","mask_path":"fryum/Data/Masks/Anomaly/096.png","mask_sha256":"ca78e760abdedab0a7d0cb6bd0b069117d81b25204bdaa4f50cc609a100ad961","official_split":"test","source_id":"fryum/Data/Images/Anomaly/096","width":1500}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":1.1205496248212607,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":15.659201304933854,"length_px_native":30.58437754869893,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":4,"linear_motion":3},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08757600934918815,"sigma_x255":22.331882384042977},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4452806044172585896,"profile":"D1","realization_id":0,"realization_seed":8371513947710084542,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Anomaly__099.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Anomaly/099","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/bad/099","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"86e42da714c928179061b16e68e462ca16b7a4cd1ac87c4914b404dcdc9bf4bf","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Anomaly/099.JPG","image_path":"fryum/Data/Images/Anomaly/099.JPG","image_sha256":"86e42da714c928179061b16e68e462ca16b7a4cd1ac87c4914b404dcdc9bf4bf","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Masks/Anomaly/099.png","mask_path":"fryum/Data/Masks/Anomaly/099.png","mask_sha256":"777bf780b61a1b485235e9480f6f57388976074e9273d2c307f71d07941b590e","official_split":"test","source_id":"fryum/Data/Images/Anomaly/099","width":1500}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.803508073303828,"sigma_minor_px_native":null,"sigma_px_at_512":2.45939613353156,"sigma_px_native":4.803508073303828},"blur_kind":null,"component_tiers":{"downsample_restore":3,"isotropic_gaussian":2,"jpeg":2},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":67},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":430002626672539770,"profile":"D3","realization_id":0,"realization_seed":3377480997671154098,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.982028099539215},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Normal__050.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Normal/050","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/good/050","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"dc6eb2c122b8d610d3cf769f8f09fd18b827bb70874addf3cf648c16efe77126","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Normal/050.JPG","image_path":"fryum/Data/Images/Normal/050.JPG","image_sha256":"dc6eb2c122b8d610d3cf769f8f09fd18b827bb70874addf3cf648c16efe77126","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"fryum/Data/Images/Normal/050","width":1500}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":2.936166517990131,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":13.893706319976797,"length_px_native":27.13614515620468,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05591381009822548,"sigma_x255":14.258021575047497},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6996997301743688020,"profile":"D1","realization_id":0,"realization_seed":1551145894391243625,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Normal__084.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Normal/084","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/good/084","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"5bb8b3388658191483923f5b34608e65fba98564addd8e4a52453226ac064605","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Normal/084.JPG","image_path":"fryum/Data/Images/Normal/084.JPG","image_sha256":"5bb8b3388658191483923f5b34608e65fba98564addd8e4a52453226ac064605","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"fryum/Data/Images/Normal/084","width":1500}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":0.6389998011447866,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":16.3107948451225,"length_px_native":31.857021181879887,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3460969468632647554,"profile":"B4","realization_id":0,"realization_seed":4838350443847574915,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Normal__098.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Normal/098","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/good/098","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"85e89ddf9c346894b6a58e546b80b9cebcab342cb7b2f011f99e506cf0f096ba","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Normal/098.JPG","image_path":"fryum/Data/Images/Normal/098.JPG","image_sha256":"85e89ddf9c346894b6a58e546b80b9cebcab342cb7b2f011f99e506cf0f096ba","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"fryum/Data/Images/Normal/098","width":1500}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07429763917585461,"sigma_x255":18.945897989842926},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1126761584874382694,"profile":"C1","realization_id":0,"realization_seed":1755126326535037101,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Normal__245.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Normal/245","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/good/245","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"d42890c01abf725b80e8360530afeb6a748323685bbcf585281346a6c7239c47","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Normal/245.JPG","image_path":"fryum/Data/Images/Normal/245.JPG","image_sha256":"d42890c01abf725b80e8360530afeb6a748323685bbcf585281346a6c7239c47","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"fryum/Data/Images/Normal/245","width":1500}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":0.241570106584371,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":18.04984645657759,"length_px_native":35.253606360503106,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":4},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4414387141027559388,"profile":"B4","realization_id":0,"realization_seed":2356959620230549450,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Normal__398.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Normal/398","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/good/398","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"a8c37ff17773f2f94c5c2a96f3a9d81797313fa941890cbf5bb426f68a8936c2","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Normal/398.JPG","image_path":"fryum/Data/Images/Normal/398.JPG","image_sha256":"a8c37ff17773f2f94c5c2a96f3a9d81797313fa941890cbf5bb426f68a8936c2","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"fryum/Data/Images/Normal/398","width":1500}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.8842585348143918,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":11.185740608692651,"length_px_native":21.847149626352834,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"jpeg":2,"linear_motion":2,"underexposure":2},"dominant_effect":"gaussian_noise","exposure_ev":-0.8601790791103956,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":65},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08255262310497519,"sigma_x255":21.050918891768674},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2636873893925428892,"profile":"D5","realization_id":0,"realization_seed":1900638975064099074,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Normal__400.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Normal/400","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/good/400","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"6a20b1475d7e035227787df106808474ebc07be0530f10fc8d347f92588d492d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Normal/400.JPG","image_path":"fryum/Data/Images/Normal/400.JPG","image_sha256":"6a20b1475d7e035227787df106808474ebc07be0530f10fc8d347f92588d492d","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"fryum/Data/Images/Normal/400","width":1500}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.8096102662279705,"sigma_minor_px_native":null,"sigma_px_at_512":2.462520456308721,"sigma_px_native":4.8096102662279705},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":2,"gaussian_noise":3,"isotropic_gaussian":2,"jpeg":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":61},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06676868570323592,"sigma_x255":17.02601485432516},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4182187195879180694,"profile":"D6","realization_id":0,"realization_seed":6193574531190392890,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.600399028702301},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Normal__446.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Normal/446","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/good/446","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"872aab6e3dcbd647acfe00c52917ba413f1c0efdc352230dc3aefdbfafdc4bb2","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Normal/446.JPG","image_path":"fryum/Data/Images/Normal/446.JPG","image_sha256":"872aab6e3dcbd647acfe00c52917ba413f1c0efdc352230dc3aefdbfafdc4bb2","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"fryum/Data/Images/Normal/446","width":1500}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.615187370686121,"sigma_minor_px_native":null,"sigma_px_at_512":2.8749759337912937,"sigma_px_native":5.615187370686121},"blur_kind":null,"component_tiers":{"isotropic_gaussian":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":271955492594605932,"profile":"B1","realization_id":0,"realization_seed":3206181037308287343,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Normal__461.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Normal/461","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/good/461","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"901b4a48f87721635f6d475c0c41de9ac80e423d6dd8b2ed035b08da74b4ba85","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Normal/461.JPG","image_path":"fryum/Data/Images/Normal/461.JPG","image_sha256":"901b4a48f87721635f6d475c0c41de9ac80e423d6dd8b2ed035b08da74b4ba85","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"fryum/Data/Images/Normal/461","width":1500}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.1499539027851946,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":8.427346468576186,"length_px_native":16.459661071437864,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1,"jpeg":2,"linear_motion":1,"underexposure":1},"dominant_effect":"jpeg","exposure_ev":-0.550150522879365,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":62},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04431589938033277,"sigma_x255":11.300554341984856},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5749034238528732433,"profile":"D5","realization_id":0,"realization_seed":6656214181221054989,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Normal__467.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Normal/467","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/good/467","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"c8f66a8a4fe18d7cdf8dc5055add8f704548a8ed3fdd1a90a60e217d28136544","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Normal/467.JPG","image_path":"fryum/Data/Images/Normal/467.JPG","image_sha256":"c8f66a8a4fe18d7cdf8dc5055add8f704548a8ed3fdd1a90a60e217d28136544","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"fryum/Data/Images/Normal/467","width":1500}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":53},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8533367812826806977,"profile":"C4","realization_id":0,"realization_seed":4703731982649042320,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/fryum/visa__fryum__Data__Images__Normal__484.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::fryum/Data/Images/Normal/484","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"fryum","compat_id":"fryum/test/good/484","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"9300491f5b8e48d854c5b877a661990da4f37f351d5ee6571486df73871d920a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/fryum/Data/Images/Normal/484.JPG","image_path":"fryum/Data/Images/Normal/484.JPG","image_sha256":"9300491f5b8e48d854c5b877a661990da4f37f351d5ee6571486df73871d920a","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"fryum/Data/Images/Normal/484","width":1500}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":48},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6091594973917921466,"profile":"C4","realization_id":0,"realization_seed":7740191468761660342,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Anomaly__011.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Anomaly/011","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/bad/011","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"c32480dad6beb0160b5bc969d18a533c4cd7242dc8ca96cd100cd3d067620c1d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Anomaly/011.JPG","image_path":"macaroni1/Data/Images/Anomaly/011.JPG","image_sha256":"c32480dad6beb0160b5bc969d18a533c4cd7242dc8ca96cd100cd3d067620c1d","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Masks/Anomaly/011.png","mask_path":"macaroni1/Data/Masks/Anomaly/011.png","mask_sha256":"62af31afbe4b36b859dd8c12aba7dd43862becd2c7386adac1444a9e4150d5e7","official_split":"test","source_id":"macaroni1/Data/Images/Anomaly/011","width":1500}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.3166856000795173,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":10.41185883805459,"length_px_native":20.33566179307537,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"jpeg":2,"linear_motion":2,"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.2170905180495417,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":70},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.052427712288169996,"sigma_x255":13.36906663348335},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3221865130963364256,"profile":"D5","realization_id":0,"realization_seed":5079380508672051632,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Anomaly__013.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Anomaly/013","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/bad/013","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"2ac867400afbba6cacb21c9668b7b254b1e754c2e71e7c9833dc4becf6b37946","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Anomaly/013.JPG","image_path":"macaroni1/Data/Images/Anomaly/013.JPG","image_sha256":"2ac867400afbba6cacb21c9668b7b254b1e754c2e71e7c9833dc4becf6b37946","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Masks/Anomaly/013.png","mask_path":"macaroni1/Data/Masks/Anomaly/013.png","mask_sha256":"9211f7f8723678d3716a3bc077804c34c9615342df32caf67b7b5503a05546a8","official_split":"test","source_id":"macaroni1/Data/Images/Anomaly/013","width":1500}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.6824478611251,"sigma_minor_px_native":null,"sigma_px_at_512":2.9094133048960513,"sigma_px_native":5.6824478611251},"blur_kind":null,"component_tiers":{"downsample_restore":3,"isotropic_gaussian":3,"jpeg":4},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":36},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4269410741367940001,"profile":"D3","realization_id":0,"realization_seed":3536878485687125606,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.969188765232364},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Anomaly__014.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Anomaly/014","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/bad/014","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"2cd17e726689c3dd4daceb8118071d77369e8bd7777908e042d0b9dc83105537","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Anomaly/014.JPG","image_path":"macaroni1/Data/Images/Anomaly/014.JPG","image_sha256":"2cd17e726689c3dd4daceb8118071d77369e8bd7777908e042d0b9dc83105537","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Masks/Anomaly/014.png","mask_path":"macaroni1/Data/Masks/Anomaly/014.png","mask_sha256":"931bc56e32879970dc376815110bbc0f199a9497c98e4d6022cb9783eda74130","official_split":"test","source_id":"macaroni1/Data/Images/Anomaly/014","width":1500}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":4.315852631533787,"radius_px_native":8.429399670964427,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3,"gaussian_noise":4,"underexposure":3},"dominant_effect":"gaussian_noise","exposure_ev":-1.4480062091928236,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.09183849480712099,"sigma_x255":23.418816175815852},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1106008756784034319,"profile":"D2","realization_id":0,"realization_seed":5925604277162912651,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Anomaly__015.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Anomaly/015","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/bad/015","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"2f72ab07dfa60961713f80dd1d3fb4ff743060e23b695dac32f62ea0076ac4d0","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Anomaly/015.JPG","image_path":"macaroni1/Data/Images/Anomaly/015.JPG","image_sha256":"2f72ab07dfa60961713f80dd1d3fb4ff743060e23b695dac32f62ea0076ac4d0","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Masks/Anomaly/015.png","mask_path":"macaroni1/Data/Masks/Anomaly/015.png","mask_sha256":"91ab87172ad443e229c16dba0ede8a6c9cbd43ef79cae6ccb3e4ceee4ca9777c","official_split":"test","source_id":"macaroni1/Data/Images/Anomaly/015","width":1500}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":3.7429428124969535,"sigma_minor_px_native":null,"sigma_px_at_512":1.9163867199984401,"sigma_px_native":3.7429428124969535},"blur_kind":null,"component_tiers":{"downsample_restore":1,"isotropic_gaussian":1,"jpeg":1},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":79},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7197970245883662067,"profile":"D3","realization_id":0,"realization_seed":4472515770096444938,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.425319919961364},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Anomaly__023.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Anomaly/023","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/bad/023","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"dc08336b97a6f1edd6e47069804f610e0348c393aca1c5040a93b13eb705240f","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Anomaly/023.JPG","image_path":"macaroni1/Data/Images/Anomaly/023.JPG","image_sha256":"dc08336b97a6f1edd6e47069804f610e0348c393aca1c5040a93b13eb705240f","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Masks/Anomaly/023.png","mask_path":"macaroni1/Data/Masks/Anomaly/023.png","mask_sha256":"5c2e74a566a4ffb6397f9d6d48c4f462e4d9a392de5f0f02d7b23dfeb2233dff","official_split":"test","source_id":"macaroni1/Data/Images/Anomaly/023","width":1500}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":2.6579680939676114,"aniso_ratio":2.2244599635399918,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.943302913705118,"sigma_major_px_native":5.748638503330309,"sigma_minor_px_at_512":1.3231539168819941,"sigma_minor_px_native":2.5842849939101447,"sigma_px_at_512":2.943302913705118,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3861077949758059794,"profile":"B2","realization_id":0,"realization_seed":5487121787354197273,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Anomaly__025.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Anomaly/025","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/bad/025","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"73ee79b8b1f5e528e61ad441c76ce886d76d7041ce05c28b2829fa1545e866e3","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Anomaly/025.JPG","image_path":"macaroni1/Data/Images/Anomaly/025.JPG","image_sha256":"73ee79b8b1f5e528e61ad441c76ce886d76d7041ce05c28b2829fa1545e866e3","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Masks/Anomaly/025.png","mask_path":"macaroni1/Data/Masks/Anomaly/025.png","mask_sha256":"ea7737527d692282bc7327033eb62be358a67cdc074ea8331dc80b45d60cc05b","official_split":"test","source_id":"macaroni1/Data/Images/Anomaly/025","width":1500}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.0633687512899071,"sigma_x255":16.15903157892631},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3939042558575367092,"profile":"C1","realization_id":0,"realization_seed":4332131076457240866,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Anomaly__040.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Anomaly/040","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/bad/040","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"8a29979fca23b2648470483294ac423607a7b985ad05a2baa8ec80f4b9d08910","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Anomaly/040.JPG","image_path":"macaroni1/Data/Images/Anomaly/040.JPG","image_sha256":"8a29979fca23b2648470483294ac423607a7b985ad05a2baa8ec80f4b9d08910","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Masks/Anomaly/040.png","mask_path":"macaroni1/Data/Masks/Anomaly/040.png","mask_sha256":"48f476f4b985e2af5878d7297131acfbcac397c375b49f796c82217efb9b202d","official_split":"test","source_id":"macaroni1/Data/Images/Anomaly/040","width":1500}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.2033719766240365,"sigma_minor_px_native":null,"sigma_px_at_512":3.176126452031507,"sigma_px_native":6.2033719766240365},"blur_kind":null,"component_tiers":{"isotropic_gaussian":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3958233757796174999,"profile":"B1","realization_id":0,"realization_seed":3790382920107805311,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Anomaly__042.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Anomaly/042","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/bad/042","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"3b0255496a92014fd5493dc153e37c64f76ee8eb43cf8f0534cf3414e0ef4cb3","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Anomaly/042.JPG","image_path":"macaroni1/Data/Images/Anomaly/042.JPG","image_sha256":"3b0255496a92014fd5493dc153e37c64f76ee8eb43cf8f0534cf3414e0ef4cb3","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Masks/Anomaly/042.png","mask_path":"macaroni1/Data/Masks/Anomaly/042.png","mask_sha256":"691b268ec053c94ae800d1a6357edb40f945cf43031908b12de164fbbc21f066","official_split":"test","source_id":"macaroni1/Data/Images/Anomaly/042","width":1500}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":1.8845618567351778,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":6.604542046762532,"length_px_native":12.89949618508307,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":1},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6168643603622478229,"profile":"B4","realization_id":0,"realization_seed":2021061136479836513,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Anomaly__052.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Anomaly/052","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/bad/052","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"e3bfc211d1223f887170892910d53b68a0b2ece4aba309d74e7146eef104b365","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Anomaly/052.JPG","image_path":"macaroni1/Data/Images/Anomaly/052.JPG","image_sha256":"e3bfc211d1223f887170892910d53b68a0b2ece4aba309d74e7146eef104b365","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Masks/Anomaly/052.png","mask_path":"macaroni1/Data/Masks/Anomaly/052.png","mask_sha256":"0b3fc28294a310656672be44813b9327e5a8a2e406e38e76e5a050e90ae2676e","official_split":"test","source_id":"macaroni1/Data/Images/Anomaly/052","width":1500}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":7.670773752995062,"radius_px_native":14.981979986318482,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":5},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6413137260492543626,"profile":"B3","realization_id":0,"realization_seed":110402057596902454,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Anomaly__053.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Anomaly/053","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/bad/053","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"ce7a324629995ab5ebe2ce2c4c5ce6d220bb59590bb368356496bc547dd8a5a3","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Anomaly/053.JPG","image_path":"macaroni1/Data/Images/Anomaly/053.JPG","image_sha256":"ce7a324629995ab5ebe2ce2c4c5ce6d220bb59590bb368356496bc547dd8a5a3","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Masks/Anomaly/053.png","mask_path":"macaroni1/Data/Masks/Anomaly/053.png","mask_sha256":"8258589167bdc9ace90e52de8d6e0afb08f04df783d5989e7e3bca0e260271ec","official_split":"test","source_id":"macaroni1/Data/Images/Anomaly/053","width":1500}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.6694018500522911,"aniso_ratio":2.219311478945419,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.2212286024312617,"sigma_major_px_native":6.291462114123558,"sigma_minor_px_at_512":1.4514540356281749,"sigma_minor_px_native":2.834871163336279,"sigma_px_at_512":3.2212286024312617,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2,"jpeg":3,"overexposure":2},"dominant_effect":"jpeg","exposure_ev":0.8415480575684551,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":50},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7885057022425414798,"profile":"D4","realization_id":0,"realization_seed":9013845160101764415,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Anomaly__057.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Anomaly/057","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/bad/057","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"274537cc9cf2df811c54a90477f1af5c0bc01ed89b8d1f586040f844f7aefb31","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Anomaly/057.JPG","image_path":"macaroni1/Data/Images/Anomaly/057.JPG","image_sha256":"274537cc9cf2df811c54a90477f1af5c0bc01ed89b8d1f586040f844f7aefb31","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Masks/Anomaly/057.png","mask_path":"macaroni1/Data/Masks/Anomaly/057.png","mask_sha256":"4449463fd19db7cc24e35250cfc7f333a24d7b49291dbc9ad14b0736336638dc","official_split":"test","source_id":"macaroni1/Data/Images/Anomaly/057","width":1500}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":2.95499444751262,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":13.99390245154491,"length_px_native":27.331840725673654,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7376273595917918558,"profile":"B4","realization_id":0,"realization_seed":3287980253061347842,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Anomaly__062.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Anomaly/062","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/bad/062","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"d0a7e12ba5c9a44a9043482462683bba9129095b4fd0ae6b92236ed174093986","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Anomaly/062.JPG","image_path":"macaroni1/Data/Images/Anomaly/062.JPG","image_sha256":"d0a7e12ba5c9a44a9043482462683bba9129095b4fd0ae6b92236ed174093986","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Masks/Anomaly/062.png","mask_path":"macaroni1/Data/Masks/Anomaly/062.png","mask_sha256":"015fccbcffa4e3921897e25b485a0b97f89c75f4308315874cf0b3a911a7f9bd","official_split":"test","source_id":"macaroni1/Data/Images/Anomaly/062","width":1500}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":4.040750647339444,"radius_px_native":7.892091108084852,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":739369659799015990,"profile":"B3","realization_id":0,"realization_seed":6543706435700270292,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Anomaly__068.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Anomaly/068","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/bad/068","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"1cce621d9561d3841c60b8700955be9012c9bef8ca9ed221834eede02acf9de7","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Anomaly/068.JPG","image_path":"macaroni1/Data/Images/Anomaly/068.JPG","image_sha256":"1cce621d9561d3841c60b8700955be9012c9bef8ca9ed221834eede02acf9de7","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Masks/Anomaly/068.png","mask_path":"macaroni1/Data/Masks/Anomaly/068.png","mask_sha256":"545181c13b28c1289e565f21cfccccf0874b56af7982bb59e1a3ea91efd28d58","official_split":"test","source_id":"macaroni1/Data/Images/Anomaly/068","width":1500}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":4.483225570365544,"radius_px_native":8.756299942120203,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6240578220613176555,"profile":"B3","realization_id":0,"realization_seed":5531413379311813024,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Anomaly__072.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Anomaly/072","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/bad/072","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"2535de349fa0adc0c0cb1bd7de5c531aaa982f2ca13d0e8668b26d7f07255fe5","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Anomaly/072.JPG","image_path":"macaroni1/Data/Images/Anomaly/072.JPG","image_sha256":"2535de349fa0adc0c0cb1bd7de5c531aaa982f2ca13d0e8668b26d7f07255fe5","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Masks/Anomaly/072.png","mask_path":"macaroni1/Data/Masks/Anomaly/072.png","mask_sha256":"dff2c1db64ce3927cb7e88cab6c4f145d48f4fe41827ce085b6e589fd5fd3fc6","official_split":"test","source_id":"macaroni1/Data/Images/Anomaly/072","width":1500}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":4.048452822535841,"radius_px_native":7.907134419015315,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2,"gaussian_noise":1,"underexposure":1},"dominant_effect":"disk_defocus","exposure_ev":-0.5510175098085432,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.034704274459687726,"sigma_x255":8.84958998722037},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":369670440911062706,"profile":"D2","realization_id":0,"realization_seed":4334452684566532228,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Anomaly__077.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Anomaly/077","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/bad/077","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"280129c4f3842411f3ea52a197615c9083c6ad1be529eae4613c2d1090eda162","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Anomaly/077.JPG","image_path":"macaroni1/Data/Images/Anomaly/077.JPG","image_sha256":"280129c4f3842411f3ea52a197615c9083c6ad1be529eae4613c2d1090eda162","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Masks/Anomaly/077.png","mask_path":"macaroni1/Data/Masks/Anomaly/077.png","mask_sha256":"87b349d631e8963522fce3033f72817705f17d40dfb3d5575fd54cf97ce38a4e","official_split":"test","source_id":"macaroni1/Data/Images/Anomaly/077","width":1500}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":5},"dominant_effect":"overexposure","exposure_ev":1.815395565465708,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1416888974676568647,"profile":"C3","realization_id":0,"realization_seed":6994391417183772499,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Anomaly__078.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Anomaly/078","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/bad/078","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"ea6ff49b03336888e8c61140fc760f45a01d824c44b29f8eb8845cde817fbeb6","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Anomaly/078.JPG","image_path":"macaroni1/Data/Images/Anomaly/078.JPG","image_sha256":"ea6ff49b03336888e8c61140fc760f45a01d824c44b29f8eb8845cde817fbeb6","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Masks/Anomaly/078.png","mask_path":"macaroni1/Data/Masks/Anomaly/078.png","mask_sha256":"3be1e7199b4ce62541c109d459855ec44890cd4b80d12215c52e82ed7ac512cc","official_split":"test","source_id":"macaroni1/Data/Images/Anomaly/078","width":1500}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.636013242114705,"sigma_minor_px_native":null,"sigma_px_at_512":2.373638779962729,"sigma_px_native":4.636013242114705},"blur_kind":null,"component_tiers":{"isotropic_gaussian":2},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8120973527807115952,"profile":"B1","realization_id":0,"realization_seed":1433549143087352489,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Anomaly__082.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Anomaly/082","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/bad/082","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"0fd1aab45d29bbbde9055e3764e6047cf0bb60f06aa737e91e859a5741d265c0","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Anomaly/082.JPG","image_path":"macaroni1/Data/Images/Anomaly/082.JPG","image_sha256":"0fd1aab45d29bbbde9055e3764e6047cf0bb60f06aa737e91e859a5741d265c0","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Masks/Anomaly/082.png","mask_path":"macaroni1/Data/Masks/Anomaly/082.png","mask_sha256":"ec7dda2260c60700f51c058c2fb05bc1f3dc06e27d12838eb519e90a28b2b9d1","official_split":"test","source_id":"macaroni1/Data/Images/Anomaly/082","width":1500}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.7636393663986802,"aniso_ratio":1.7945206981635546,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.478252112321584,"sigma_major_px_native":8.746586156878095,"sigma_minor_px_at_512":2.495514326975699,"sigma_minor_px_native":4.874051419874412,"sigma_px_at_512":4.478252112321584,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3,"jpeg":3,"overexposure":4},"dominant_effect":"overexposure","exposure_ev":1.3548285951184336,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":48},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8628704728130249574,"profile":"D4","realization_id":0,"realization_seed":2704413671525588342,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Anomaly__085.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Anomaly/085","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/bad/085","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"654efd9955e7cf55e240e5dcc6c4b45319ad3f688c48a853e584e83e25d40fb4","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Anomaly/085.JPG","image_path":"macaroni1/Data/Images/Anomaly/085.JPG","image_sha256":"654efd9955e7cf55e240e5dcc6c4b45319ad3f688c48a853e584e83e25d40fb4","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Masks/Anomaly/085.png","mask_path":"macaroni1/Data/Masks/Anomaly/085.png","mask_sha256":"d21cbc34ff2a85fa055b38b80366639a38af2f93c9ab41dce3a82cf004c7b974","official_split":"test","source_id":"macaroni1/Data/Images/Anomaly/085","width":1500}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.4698340383964756,"aniso_ratio":2.3263892080520856,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.705739437947801,"sigma_major_px_native":9.190897339741799,"sigma_minor_px_at_512":2.0227653316394014,"sigma_minor_px_native":3.9507135383582055,"sigma_px_at_512":4.705739437947801,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":4,"jpeg":4,"overexposure":5},"dominant_effect":"overexposure","exposure_ev":1.8793805890883308,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":37},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":9036416888270283028,"profile":"D4","realization_id":0,"realization_seed":7268510533823003631,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Anomaly__089.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Anomaly/089","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/bad/089","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"b39aa1f42a8eb0a685c755b75ce937d8a77259f5464327094e321b09b0897014","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Anomaly/089.JPG","image_path":"macaroni1/Data/Images/Anomaly/089.JPG","image_sha256":"b39aa1f42a8eb0a685c755b75ce937d8a77259f5464327094e321b09b0897014","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Masks/Anomaly/089.png","mask_path":"macaroni1/Data/Masks/Anomaly/089.png","mask_sha256":"5950d14731093877ff13c13b5f51d4592337b2346da608f2872e5623be6b07a1","official_split":"test","source_id":"macaroni1/Data/Images/Anomaly/089","width":1500}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":1.3348094225958702,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":13.310857365236723,"length_px_native":25.997768291477975,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5383668740981811742,"profile":"B4","realization_id":0,"realization_seed":774377918988429872,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Anomaly__090.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Anomaly/090","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/bad/090","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"c548433c45a5cb792d136f42b8cf34e7fc4404bd9a1a681e6eb02765a52b2765","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Anomaly/090.JPG","image_path":"macaroni1/Data/Images/Anomaly/090.JPG","image_sha256":"c548433c45a5cb792d136f42b8cf34e7fc4404bd9a1a681e6eb02765a52b2765","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Masks/Anomaly/090.png","mask_path":"macaroni1/Data/Masks/Anomaly/090.png","mask_sha256":"9a93ced1e3f5a94f5ec1817a394b5b2cbd76e548a5637fc847a794cb1f077510","official_split":"test","source_id":"macaroni1/Data/Images/Anomaly/090","width":1500}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06936076222891244,"sigma_x255":17.686994368372673},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3430797310362562197,"profile":"C1","realization_id":0,"realization_seed":8315429999499661194,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Normal__0013.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Normal/0013","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/good/0013","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"b2961c30ec7ec668dedbe4f151b3aff6cfbbc1eea44b346c8e4d19c52d7a6986","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Normal/0013.JPG","image_path":"macaroni1/Data/Images/Normal/0013.JPG","image_sha256":"b2961c30ec7ec668dedbe4f151b3aff6cfbbc1eea44b346c8e4d19c52d7a6986","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni1/Data/Images/Normal/0013","width":1500}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":4},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":45},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":527133227521655628,"profile":"C4","realization_id":0,"realization_seed":515652642668421313,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Normal__0024.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Normal/0024","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/good/0024","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"305217e60992770b60451f3ad2660c9ed5f7fbcc3f3ebeb50a57b37f3206c2da","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Normal/0024.JPG","image_path":"macaroni1/Data/Images/Normal/0024.JPG","image_sha256":"305217e60992770b60451f3ad2660c9ed5f7fbcc3f3ebeb50a57b37f3206c2da","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni1/Data/Images/Normal/0024","width":1500}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":3.7757102847051667,"radius_px_native":7.374434149814778,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7672754416412050337,"profile":"B3","realization_id":0,"realization_seed":1503051837846780859,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Normal__0170.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Normal/0170","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/good/0170","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"9dfac0b821609c09f741e2d89a4586d7d7009105986762b19692658cb371e0c3","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Normal/0170.JPG","image_path":"macaroni1/Data/Images/Normal/0170.JPG","image_sha256":"9dfac0b821609c09f741e2d89a4586d7d7009105986762b19692658cb371e0c3","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni1/Data/Images/Normal/0170","width":1500}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.128014123122628,"sigma_minor_px_native":null,"sigma_px_at_512":2.6255432310387854,"sigma_px_native":5.128014123122628},"blur_kind":null,"component_tiers":{"downsample_restore":3,"isotropic_gaussian":2,"jpeg":2},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":61},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3067994494149070694,"profile":"D3","realization_id":0,"realization_seed":4638390074871440111,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":2.0488880440359036},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Normal__0208.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Normal/0208","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/good/0208","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"fa789973b1a39ce23f837910486a3d6afcb48cb4ef5ba45e4093fed5f0bc7385","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Normal/0208.JPG","image_path":"macaroni1/Data/Images/Normal/0208.JPG","image_sha256":"fa789973b1a39ce23f837910486a3d6afcb48cb4ef5ba45e4093fed5f0bc7385","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni1/Data/Images/Normal/0208","width":1500}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":1},"dominant_effect":"underexposure","exposure_ev":-0.5026597834519315,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":115259954056644263,"profile":"C2","realization_id":0,"realization_seed":6092895169642795079,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Normal__0237.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Normal/0237","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/good/0237","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"e37a019f3f66f741876caa6be4395922602d32cec0fc2bd59c892b5f8a9a70b1","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Normal/0237.JPG","image_path":"macaroni1/Data/Images/Normal/0237.JPG","image_sha256":"e37a019f3f66f741876caa6be4395922602d32cec0fc2bd59c892b5f8a9a70b1","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni1/Data/Images/Normal/0237","width":1500}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":0.8838833258266172,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":19.095360327028285,"length_px_native":37.29562563872712,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":4},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1087511679863392971,"profile":"B4","realization_id":0,"realization_seed":5959662321996295795,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Normal__0286.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Normal/0286","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/good/0286","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"32fbba22190d121d6bec38ab9431c389c086c7e16c048f911c8e5b18280a744b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Normal/0286.JPG","image_path":"macaroni1/Data/Images/Normal/0286.JPG","image_sha256":"32fbba22190d121d6bec38ab9431c389c086c7e16c048f911c8e5b18280a744b","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni1/Data/Images/Normal/0286","width":1500}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":6.440631526283415,"radius_px_native":12.579358449772295,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":4,"gaussian_noise":3,"underexposure":3},"dominant_effect":"disk_defocus","exposure_ev":-1.2422619638576449,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07691695489447928,"sigma_x255":19.613823498092216},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2207500263257633127,"profile":"D2","realization_id":0,"realization_seed":7807794426283662271,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Normal__0320.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Normal/0320","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/good/0320","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"e4f379517b79c7221d07f8f6c8dd13ffc8ab3c8c50440386f0ba5aa875c8d5dc","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Normal/0320.JPG","image_path":"macaroni1/Data/Images/Normal/0320.JPG","image_sha256":"e4f379517b79c7221d07f8f6c8dd13ffc8ab3c8c50440386f0ba5aa875c8d5dc","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni1/Data/Images/Normal/0320","width":1500}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":1},"dominant_effect":"overexposure","exposure_ev":0.6268842757219086,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7146538608197687599,"profile":"C3","realization_id":0,"realization_seed":1955118725508259940,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Normal__0479.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Normal/0479","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/good/0479","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"23b57a093425eae0681e4126feb9be3418e0f3cda79a254ac6b2b5dde910c9b0","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Normal/0479.JPG","image_path":"macaroni1/Data/Images/Normal/0479.JPG","image_sha256":"23b57a093425eae0681e4126feb9be3418e0f3cda79a254ac6b2b5dde910c9b0","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni1/Data/Images/Normal/0479","width":1500}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":7.7938879025057375,"sigma_minor_px_native":null,"sigma_px_at_512":3.990470606082938,"sigma_px_native":7.7938879025057375},"blur_kind":null,"component_tiers":{"isotropic_gaussian":4},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":915114019695958253,"profile":"B1","realization_id":0,"realization_seed":5154538957729709220,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Normal__0520.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Normal/0520","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/good/0520","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"d13c06a647be72b1f7d7eadb9b5212037e5f2770ea5b36e63bfb2da9db5408f7","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Normal/0520.JPG","image_path":"macaroni1/Data/Images/Normal/0520.JPG","image_sha256":"d13c06a647be72b1f7d7eadb9b5212037e5f2770ea5b36e63bfb2da9db5408f7","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni1/Data/Images/Normal/0520","width":1500}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.985120313730656,"sigma_minor_px_native":null,"sigma_px_at_512":3.576381600630096,"sigma_px_native":6.985120313730656},"blur_kind":null,"component_tiers":{"isotropic_gaussian":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":64679971559865387,"profile":"B1","realization_id":0,"realization_seed":6595659839010918377,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Normal__0629.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Normal/0629","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/good/0629","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"2dcbc273acf0ea169316448ae7c6dd316f0f43c42fc9e716fce847c6b0572489","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Normal/0629.JPG","image_path":"macaroni1/Data/Images/Normal/0629.JPG","image_sha256":"2dcbc273acf0ea169316448ae7c6dd316f0f43c42fc9e716fce847c6b0572489","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni1/Data/Images/Normal/0629","width":1500}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.122815061131528,"sigma_minor_px_native":null,"sigma_px_at_512":2.6228813112993423,"sigma_px_native":5.122815061131528},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":2,"gaussian_noise":2,"isotropic_gaussian":2,"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":48},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05844649792388464,"sigma_x255":14.903856970590583},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7208627282017100311,"profile":"D6","realization_id":0,"realization_seed":4241547662670000811,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.6841989505577077},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Normal__0725.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Normal/0725","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/good/0725","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"5f8bdf6ba7395792643ca6874f286b8208b419111e23de0a82c7e67cae4fd9e2","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Normal/0725.JPG","image_path":"macaroni1/Data/Images/Normal/0725.JPG","image_sha256":"5f8bdf6ba7395792643ca6874f286b8208b419111e23de0a82c7e67cae4fd9e2","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni1/Data/Images/Normal/0725","width":1500}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":3},"dominant_effect":"overexposure","exposure_ev":0.9698259991485954,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7739584314264956048,"profile":"C3","realization_id":0,"realization_seed":3385147844937815419,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Normal__0735.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Normal/0735","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/good/0735","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"9ca1ed02a751fe47806a42784605e03ef18063f6cfd10e42116a6d55b97037dc","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Normal/0735.JPG","image_path":"macaroni1/Data/Images/Normal/0735.JPG","image_sha256":"9ca1ed02a751fe47806a42784605e03ef18063f6cfd10e42116a6d55b97037dc","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni1/Data/Images/Normal/0735","width":1500}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":4},"dominant_effect":"underexposure","exposure_ev":-1.901911139520486,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":518949272054867029,"profile":"C2","realization_id":0,"realization_seed":5952915007443883046,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Normal__0739.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Normal/0739","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/good/0739","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"67067e91e77ed3e649bbb5c14d749f9832ee2db6540f480e97ee0c38a4dde47a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Normal/0739.JPG","image_path":"macaroni1/Data/Images/Normal/0739.JPG","image_sha256":"67067e91e77ed3e649bbb5c14d749f9832ee2db6540f480e97ee0c38a4dde47a","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni1/Data/Images/Normal/0739","width":1500}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":3.131880710712902,"sigma_minor_px_native":null,"sigma_px_at_512":1.603522923885006,"sigma_px_native":3.131880710712902},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":1,"gaussian_noise":1,"isotropic_gaussian":1,"jpeg":1},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":73},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03842639239342304,"sigma_x255":9.798730060322875},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7586376898365227988,"profile":"D6","realization_id":0,"realization_seed":6950217911486756688,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.4005663976934801},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Normal__0764.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Normal/0764","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/good/0764","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"544be7e5ce360b2376060f5a0e6838a340962e916baa0022f1159c84997a58d3","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Normal/0764.JPG","image_path":"macaroni1/Data/Images/Normal/0764.JPG","image_sha256":"544be7e5ce360b2376060f5a0e6838a340962e916baa0022f1159c84997a58d3","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni1/Data/Images/Normal/0764","width":1500}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.391954446223278,"sigma_minor_px_native":null,"sigma_px_at_512":2.7606806764663183,"sigma_px_native":5.391954446223278},"blur_kind":null,"component_tiers":{"downsample_restore":2,"isotropic_gaussian":2,"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":47},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7417957305421459329,"profile":"D3","realization_id":0,"realization_seed":6270637561413649040,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.4948050995503595},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Normal__0768.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Normal/0768","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/good/0768","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"f933b270757794301bfef6d79f288e2a1e6c6ff433dea1cb17581c9b11f22a6b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Normal/0768.JPG","image_path":"macaroni1/Data/Images/Normal/0768.JPG","image_sha256":"f933b270757794301bfef6d79f288e2a1e6c6ff433dea1cb17581c9b11f22a6b","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni1/Data/Images/Normal/0768","width":1500}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.338995964202828,"aniso_ratio":2.0898098551650754,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.0065648834719525,"sigma_major_px_native":5.872197038031157,"sigma_minor_px_at_512":1.4386786798048008,"sigma_minor_px_native":2.809919296493751,"sigma_px_at_512":3.0065648834719525,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2,"jpeg":3,"overexposure":2},"dominant_effect":"jpeg","exposure_ev":0.8823849449818212,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":50},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1723345623497202061,"profile":"D4","realization_id":0,"realization_seed":6486586024802570998,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Normal__0779.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Normal/0779","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/good/0779","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"4f25c9feb517f6a935709dba1bfb6e4d1c2ba1134a9bd0f500b87f02919071da","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Normal/0779.JPG","image_path":"macaroni1/Data/Images/Normal/0779.JPG","image_sha256":"4f25c9feb517f6a935709dba1bfb6e4d1c2ba1134a9bd0f500b87f02919071da","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni1/Data/Images/Normal/0779","width":1500}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.8531901562927745,"aniso_ratio":1.9598851998533207,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":5.288564742143498,"sigma_major_px_native":10.32922801199902,"sigma_minor_px_at_512":2.6984053670793053,"sigma_minor_px_native":5.270322982576769,"sigma_px_at_512":5.288564742143498,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":4,"downsample_restore":4,"gaussian_noise":4,"jpeg":5},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":31},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.1012340965211565,"sigma_x255":25.814694612894908},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1377025555801093445,"profile":"D6","realization_id":0,"realization_seed":3608610017919149919,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":true,"factor":2.1636872148270165},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Normal__0784.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Normal/0784","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/good/0784","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"e7bf8c9ca71975258407bcb95f0ec2aed6bc18f4e9600bbc0a716fe35f46b638","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Normal/0784.JPG","image_path":"macaroni1/Data/Images/Normal/0784.JPG","image_sha256":"e7bf8c9ca71975258407bcb95f0ec2aed6bc18f4e9600bbc0a716fe35f46b638","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni1/Data/Images/Normal/0784","width":1500}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.778680694588038,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":6.311541804861971,"length_px_native":12.327230087621038,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1,"jpeg":1,"linear_motion":1,"underexposure":1},"dominant_effect":"jpeg","exposure_ev":-0.6507106682099576,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":77},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03149904471832126,"sigma_x255":8.032256403171921},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8539035039756591640,"profile":"D5","realization_id":0,"realization_seed":3541238303739443212,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Normal__0790.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Normal/0790","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/good/0790","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"c33178ab7591ce1ff82fb1009428599564ab578d9672bd123c38e9663771ea09","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Normal/0790.JPG","image_path":"macaroni1/Data/Images/Normal/0790.JPG","image_sha256":"c33178ab7591ce1ff82fb1009428599564ab578d9672bd123c38e9663771ea09","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni1/Data/Images/Normal/0790","width":1500}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":1.6457253404789225,"aniso_ratio":1.6446096142889575,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.525681567764203,"sigma_major_px_native":6.886096812039459,"sigma_minor_px_at_512":2.143780224274392,"sigma_minor_px_native":4.187070750535923,"sigma_px_at_512":3.525681567764203,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4135469868605398018,"profile":"B2","realization_id":0,"realization_seed":7508805112286270095,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Normal__0920.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Normal/0920","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/good/0920","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"2afaf4722c48a35a7fed32a46c72959240688569050a52561bdf5a6b33743ff1","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Normal/0920.JPG","image_path":"macaroni1/Data/Images/Normal/0920.JPG","image_sha256":"2afaf4722c48a35a7fed32a46c72959240688569050a52561bdf5a6b33743ff1","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni1/Data/Images/Normal/0920","width":1500}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":1.5941590605065588,"aniso_ratio":2.0227728802846907,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":6.168528513524849,"sigma_major_px_native":12.04790725297822,"sigma_minor_px_at_512":3.049540842497687,"sigma_minor_px_native":5.956134458003295,"sigma_px_at_512":6.168528513524849,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":5},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5265555731728935720,"profile":"B2","realization_id":0,"realization_seed":3886082323581826459,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni1/visa__macaroni1__Data__Images__Normal__0974.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni1/Data/Images/Normal/0974","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni1","compat_id":"macaroni1/test/good/0974","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"359e4727bec6853a0b85e2a07d523b2c149e1c3c471c6039360f6e5f7afa1f65","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni1/Data/Images/Normal/0974.JPG","image_path":"macaroni1/Data/Images/Normal/0974.JPG","image_sha256":"359e4727bec6853a0b85e2a07d523b2c149e1c3c471c6039360f6e5f7afa1f65","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni1/Data/Images/Normal/0974","width":1500}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":5.375915681066626,"radius_px_native":10.499835314583255,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3,"gaussian_noise":3,"underexposure":4},"dominant_effect":"underexposure","exposure_ev":-1.8053227045230593,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08136061804706259,"sigma_x255":20.746957602000958},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5387183516962514036,"profile":"D2","realization_id":0,"realization_seed":956615894276871152,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Anomaly__008.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Anomaly/008","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/bad/008","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"ebd68622c43b708de1f83adce2cb176bfc2d1b3082d0e23c1decf60a3bb3d149","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Anomaly/008.JPG","image_path":"macaroni2/Data/Images/Anomaly/008.JPG","image_sha256":"ebd68622c43b708de1f83adce2cb176bfc2d1b3082d0e23c1decf60a3bb3d149","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Masks/Anomaly/008.png","mask_path":"macaroni2/Data/Masks/Anomaly/008.png","mask_sha256":"733829462d53d3cb88d8073bc16eeab91f09ce83a88e62a45505de725b60c195","official_split":"test","source_id":"macaroni2/Data/Images/Anomaly/008","width":1500}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":9.716410992316334,"sigma_minor_px_native":null,"sigma_px_at_512":4.974802428065963,"sigma_px_native":9.716410992316334},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":4,"gaussian_noise":4,"isotropic_gaussian":5,"jpeg":4},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":38},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08926476291094103,"sigma_x255":22.762514542289964},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1850298497712282046,"profile":"D6","realization_id":0,"realization_seed":8701521703283651076,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":true,"factor":2.3186160150233976},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Anomaly__011.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Anomaly/011","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/bad/011","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"0a96de4c596c250f12ff61780983d8c3756b7a66c7b34e222068e10083fd8cb2","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Anomaly/011.JPG","image_path":"macaroni2/Data/Images/Anomaly/011.JPG","image_sha256":"0a96de4c596c250f12ff61780983d8c3756b7a66c7b34e222068e10083fd8cb2","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Masks/Anomaly/011.png","mask_path":"macaroni2/Data/Masks/Anomaly/011.png","mask_sha256":"f22d5c8674ca5d0805d37408435e35d962ef7fe3be25f90b4fccaad31229c2f4","official_split":"test","source_id":"macaroni2/Data/Images/Anomaly/011","width":1500}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.137655294697603,"aniso_ratio":2.310863324055771,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":5.246807999369947,"sigma_major_px_native":10.247671873769429,"sigma_minor_px_at_512":2.2704968938454275,"sigma_minor_px_native":4.434564245791851,"sigma_px_at_512":5.246807999369947,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":4,"jpeg":5,"overexposure":4},"dominant_effect":"jpeg","exposure_ev":1.4780943658268442,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":34},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5459065441074238889,"profile":"D4","realization_id":0,"realization_seed":1605090706006492977,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Anomaly__012.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Anomaly/012","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/bad/012","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"de72214c79777745fe18fa271a12b4a73a03587bac5e96cc7d8cae7ac8235778","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Anomaly/012.JPG","image_path":"macaroni2/Data/Images/Anomaly/012.JPG","image_sha256":"de72214c79777745fe18fa271a12b4a73a03587bac5e96cc7d8cae7ac8235778","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Masks/Anomaly/012.png","mask_path":"macaroni2/Data/Masks/Anomaly/012.png","mask_sha256":"f8cca9079d5ac680ae735c442b00e936955e4efc3ee1962e26508b7a45f27e08","official_split":"test","source_id":"macaroni2/Data/Images/Anomaly/012","width":1500}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.039127249888460496,"sigma_x255":9.977448721557426},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":788908609927118794,"profile":"C1","realization_id":0,"realization_seed":91730043120788156,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Anomaly__013.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Anomaly/013","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/bad/013","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"774077523f79bd541e5e9301b3cf4d2c2af105e257a360a95b3dfba354b237a8","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Anomaly/013.JPG","image_path":"macaroni2/Data/Images/Anomaly/013.JPG","image_sha256":"774077523f79bd541e5e9301b3cf4d2c2af105e257a360a95b3dfba354b237a8","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Masks/Anomaly/013.png","mask_path":"macaroni2/Data/Masks/Anomaly/013.png","mask_sha256":"c2d1bbb8f4b984afd23aca59762dd1cd02203c53db5acfed1639df1b35fd0d3b","official_split":"test","source_id":"macaroni2/Data/Images/Anomaly/013","width":1500}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.8297652873965493,"aniso_ratio":1.9494114141829084,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.6125263315153835,"sigma_major_px_native":5.102590491240983,"sigma_minor_px_at_512":1.3401616059637254,"sigma_minor_px_native":2.617503136647901,"sigma_px_at_512":2.6125263315153835,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":1,"jpeg":2,"overexposure":1},"dominant_effect":"jpeg","exposure_ev":0.6161709028162052,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":63},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6539310183322484314,"profile":"D4","realization_id":0,"realization_seed":8455684193313502561,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Anomaly__016.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Anomaly/016","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/bad/016","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"64c6c58c8934e71ce145364b8955993284790d51c79fd2e92a0f7f4bba076539","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Anomaly/016.JPG","image_path":"macaroni2/Data/Images/Anomaly/016.JPG","image_sha256":"64c6c58c8934e71ce145364b8955993284790d51c79fd2e92a0f7f4bba076539","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Masks/Anomaly/016.png","mask_path":"macaroni2/Data/Masks/Anomaly/016.png","mask_sha256":"da8eff8c25907f687fe4c8e480859dc860e705c8946a421c04af7ac53d4be758","official_split":"test","source_id":"macaroni2/Data/Images/Anomaly/016","width":1500}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":1},"dominant_effect":"overexposure","exposure_ev":0.40481679203566723,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6345040261287142586,"profile":"C3","realization_id":0,"realization_seed":6059694720439455441,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Anomaly__028.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Anomaly/028","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/bad/028","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"eb355c5ba93ad82fc37353e8dfcd893b80ebabc1efe54ca0eff3334246ac7d80","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Anomaly/028.JPG","image_path":"macaroni2/Data/Images/Anomaly/028.JPG","image_sha256":"eb355c5ba93ad82fc37353e8dfcd893b80ebabc1efe54ca0eff3334246ac7d80","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Masks/Anomaly/028.png","mask_path":"macaroni2/Data/Masks/Anomaly/028.png","mask_sha256":"f9cd92e456cd9ec52d2986d568a9befe478a8f3b8247c8a6ae1b4e3ccb8750ef","official_split":"test","source_id":"macaroni2/Data/Images/Anomaly/028","width":1500}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":0.4922751528525558,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":22.892132102672953,"length_px_native":44.71119551303311,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":4,"linear_motion":5},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.09801044597041238,"sigma_x255":24.992663722455156},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6101088766057770285,"profile":"D1","realization_id":0,"realization_seed":396174612186779722,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Anomaly__033.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Anomaly/033","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/bad/033","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"317e816014971aba9b15bb42aa852490303c86a2970b5de4309c7e4f581e03cb","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Anomaly/033.JPG","image_path":"macaroni2/Data/Images/Anomaly/033.JPG","image_sha256":"317e816014971aba9b15bb42aa852490303c86a2970b5de4309c7e4f581e03cb","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Masks/Anomaly/033.png","mask_path":"macaroni2/Data/Masks/Anomaly/033.png","mask_sha256":"6abad29873848e8b396832d53cabd0a235341ad73ef3f95e54d2c22257fa0069","official_split":"test","source_id":"macaroni2/Data/Images/Anomaly/033","width":1500}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.13981824624288156,"aniso_ratio":2.8394984563983723,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.4714267527932128,"sigma_major_px_native":6.780130376549244,"sigma_minor_px_at_512":1.2225492656884132,"sigma_minor_px_native":2.387791534547682,"sigma_px_at_512":3.4714267527932128,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2,"jpeg":3,"overexposure":2},"dominant_effect":"jpeg","exposure_ev":0.9398939991073737,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":47},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7287217145775055245,"profile":"D4","realization_id":0,"realization_seed":7035599589488135641,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Anomaly__037.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Anomaly/037","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/bad/037","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"937015412bdd9ed80364e2ca3f3abe131949a3d03827684d764e626df0b84cd4","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Anomaly/037.JPG","image_path":"macaroni2/Data/Images/Anomaly/037.JPG","image_sha256":"937015412bdd9ed80364e2ca3f3abe131949a3d03827684d764e626df0b84cd4","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Masks/Anomaly/037.png","mask_path":"macaroni2/Data/Masks/Anomaly/037.png","mask_sha256":"a18a5c5cd73dfba2aaa071ccc1b7f72f580642ce341337ced6e01cc5967649f8","official_split":"test","source_id":"macaroni2/Data/Images/Anomaly/037","width":1500}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.2551426681147815,"aniso_ratio":2.140603653072758,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":5.073732952295517,"sigma_major_px_native":9.909634672452182,"sigma_minor_px_at_512":2.3702346508716636,"sigma_minor_px_native":4.629364552483718,"sigma_px_at_512":5.073732952295517,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":4,"jpeg":3,"overexposure":3},"dominant_effect":"anisotropic_gaussian","exposure_ev":0.9920641975581107,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":52},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6435621824551147775,"profile":"D4","realization_id":0,"realization_seed":6939344312082834067,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Anomaly__040.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Anomaly/040","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/bad/040","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"8b2f7978eadfd72ddea5b8a7a894d99e43a6515894faa6d8eb014401fe32e2e6","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Anomaly/040.JPG","image_path":"macaroni2/Data/Images/Anomaly/040.JPG","image_sha256":"8b2f7978eadfd72ddea5b8a7a894d99e43a6515894faa6d8eb014401fe32e2e6","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Masks/Anomaly/040.png","mask_path":"macaroni2/Data/Masks/Anomaly/040.png","mask_sha256":"6923d9fe930922629236ab635b8b1c2c3b2f96d61ae9289435dc1df4672e8c07","official_split":"test","source_id":"macaroni2/Data/Images/Anomaly/040","width":1500}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.0723117177816635,"sigma_x255":18.439488034324192},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":39979852450109701,"profile":"C1","realization_id":0,"realization_seed":2343274338806927447,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Anomaly__043.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Anomaly/043","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/bad/043","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"03a262856a04d6cee23274e1884d3f83309dff16c8d8ed741498cd042cae2e4d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Anomaly/043.JPG","image_path":"macaroni2/Data/Images/Anomaly/043.JPG","image_sha256":"03a262856a04d6cee23274e1884d3f83309dff16c8d8ed741498cd042cae2e4d","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Masks/Anomaly/043.png","mask_path":"macaroni2/Data/Masks/Anomaly/043.png","mask_sha256":"2fd05c3514e1f21147b68e11e4be485cc8f226b2e27a040f21b5c01bc6c8a369","official_split":"test","source_id":"macaroni2/Data/Images/Anomaly/043","width":1500}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":2},"dominant_effect":"overexposure","exposure_ev":0.6658819312690197,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1028730944046071422,"profile":"C3","realization_id":0,"realization_seed":148716638959122660,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Anomaly__044.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Anomaly/044","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/bad/044","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"b6924e7ab67077da2e3da2e907d24fa8030138ef06d938be3080f88520fa7c1e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Anomaly/044.JPG","image_path":"macaroni2/Data/Images/Anomaly/044.JPG","image_sha256":"b6924e7ab67077da2e3da2e907d24fa8030138ef06d938be3080f88520fa7c1e","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Masks/Anomaly/044.png","mask_path":"macaroni2/Data/Masks/Anomaly/044.png","mask_sha256":"b8f1a095047711b3858ba351bba68f78b8a640d2f10d91a33e22382d71c13368","official_split":"test","source_id":"macaroni2/Data/Images/Anomaly/044","width":1500}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.906162278021272,"sigma_minor_px_native":null,"sigma_px_at_512":3.0239550863468914,"sigma_px_native":5.906162278021272},"blur_kind":null,"component_tiers":{"isotropic_gaussian":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3071280652999096081,"profile":"B1","realization_id":0,"realization_seed":3901087540946086,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Anomaly__051.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Anomaly/051","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/bad/051","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"d3e182327459a89be860c0ecff5c3a112d8ff277163c28217a3096a8585f7019","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Anomaly/051.JPG","image_path":"macaroni2/Data/Images/Anomaly/051.JPG","image_sha256":"d3e182327459a89be860c0ecff5c3a112d8ff277163c28217a3096a8585f7019","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Masks/Anomaly/051.png","mask_path":"macaroni2/Data/Masks/Anomaly/051.png","mask_sha256":"cff2e52201e48b91bbbceffd143d337247cb1f640fc77f77224dbd9edbca328a","official_split":"test","source_id":"macaroni2/Data/Images/Anomaly/051","width":1500}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":2},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":68},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4832379672259706949,"profile":"C4","realization_id":0,"realization_seed":7812156980520655244,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Anomaly__065.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Anomaly/065","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/bad/065","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"c44a6a547d8c96525ee3edab60bacd2f63ac6ca4b098a35854b66774308caa5d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Anomaly/065.JPG","image_path":"macaroni2/Data/Images/Anomaly/065.JPG","image_sha256":"c44a6a547d8c96525ee3edab60bacd2f63ac6ca4b098a35854b66774308caa5d","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Masks/Anomaly/065.png","mask_path":"macaroni2/Data/Masks/Anomaly/065.png","mask_sha256":"a6a75054c77ba1af4ab03559d9502f6ac072e075e1594639e9596e4addec3ca8","official_split":"test","source_id":"macaroni2/Data/Images/Anomaly/065","width":1500}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":2.7256006044961762,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":6.81164035091075,"length_px_native":13.303985060372558,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"linear_motion":1},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.054312857790645534,"sigma_x255":13.849778736614612},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5049110270090424321,"profile":"D1","realization_id":0,"realization_seed":2463959689017744730,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Anomaly__066.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Anomaly/066","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/bad/066","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"517b414963ad80dbafe44aabb35df0902ad0be964e7eb896d51352be133b7cbb","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Anomaly/066.JPG","image_path":"macaroni2/Data/Images/Anomaly/066.JPG","image_sha256":"517b414963ad80dbafe44aabb35df0902ad0be964e7eb896d51352be133b7cbb","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Masks/Anomaly/066.png","mask_path":"macaroni2/Data/Masks/Anomaly/066.png","mask_sha256":"1334bfda7f3a9cbffe220abcf2af62d7555278588540e68fe524c4155be9cc3b","official_split":"test","source_id":"macaroni2/Data/Images/Anomaly/066","width":1500}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":2},"dominant_effect":"underexposure","exposure_ev":-1.1355805177841682,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5598633872016787645,"profile":"C2","realization_id":0,"realization_seed":8554279549342252959,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Anomaly__068.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Anomaly/068","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/bad/068","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"5f2a78493b82001fb1e6c810b1e790a1ab5465e55746b5b2e34b4d1373bb7517","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Anomaly/068.JPG","image_path":"macaroni2/Data/Images/Anomaly/068.JPG","image_sha256":"5f2a78493b82001fb1e6c810b1e790a1ab5465e55746b5b2e34b4d1373bb7517","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Masks/Anomaly/068.png","mask_path":"macaroni2/Data/Masks/Anomaly/068.png","mask_sha256":"1565d46886c3b758fa91055515406d1475e61ff059d37039eee142063a47731b","official_split":"test","source_id":"macaroni2/Data/Images/Anomaly/068","width":1500}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":0.16726941008845478,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":19.82975632325033,"length_px_native":38.7299928188483,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":4},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8063925256277266909,"profile":"B4","realization_id":0,"realization_seed":4214892801163217515,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Anomaly__074.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Anomaly/074","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/bad/074","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"adabf177b3c2accf98d08158566bfb6100bf30735f65630f301e3133e2530000","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Anomaly/074.JPG","image_path":"macaroni2/Data/Images/Anomaly/074.JPG","image_sha256":"adabf177b3c2accf98d08158566bfb6100bf30735f65630f301e3133e2530000","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Masks/Anomaly/074.png","mask_path":"macaroni2/Data/Masks/Anomaly/074.png","mask_sha256":"cc6695b2bf34b36ec913b87c88f7c2a6649ea08e9f2d667c629db6ee41064fcb","official_split":"test","source_id":"macaroni2/Data/Images/Anomaly/074","width":1500}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06835102635286645,"sigma_x255":17.429511719980944},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5192283413305759235,"profile":"C1","realization_id":0,"realization_seed":5395897868159152473,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Anomaly__082.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Anomaly/082","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/bad/082","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"a39b43591cca576bea83708cfcd883006cf75a16f119ffb0382b3b2a5ae51883","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Anomaly/082.JPG","image_path":"macaroni2/Data/Images/Anomaly/082.JPG","image_sha256":"a39b43591cca576bea83708cfcd883006cf75a16f119ffb0382b3b2a5ae51883","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Masks/Anomaly/082.png","mask_path":"macaroni2/Data/Masks/Anomaly/082.png","mask_sha256":"b0131afa0c6b256a740f76c2bba0e708e6890dc20110e6a255e4c7e29bbf0978","official_split":"test","source_id":"macaroni2/Data/Images/Anomaly/082","width":1500}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":0.5654013729740193,"aniso_ratio":2.79591149591636,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.9332396752162784,"sigma_major_px_native":7.682108740656794,"sigma_minor_px_at_512":1.40678261130979,"sigma_minor_px_native":2.747622287714434,"sigma_px_at_512":3.9332396752162784,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2605754559690171106,"profile":"B2","realization_id":0,"realization_seed":1275376403754365373,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Anomaly__090.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Anomaly/090","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/bad/090","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"667a8dca2cec15abf74f6be0d383cd6e2200190096ac4ac66b19950f07aacbd6","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Anomaly/090.JPG","image_path":"macaroni2/Data/Images/Anomaly/090.JPG","image_sha256":"667a8dca2cec15abf74f6be0d383cd6e2200190096ac4ac66b19950f07aacbd6","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Masks/Anomaly/090.png","mask_path":"macaroni2/Data/Masks/Anomaly/090.png","mask_sha256":"78828d256b4caf188304025fd77b29587d01c263f3bd3b0ed5ec2a5296c81b87","official_split":"test","source_id":"macaroni2/Data/Images/Anomaly/090","width":1500}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":2.256592506394068,"radius_px_native":4.407407239050914,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":1,"gaussian_noise":1,"underexposure":1},"dominant_effect":"gaussian_noise","exposure_ev":-0.6911274663413836,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.040258873329669376,"sigma_x255":10.26601269906569},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8445776040915433753,"profile":"D2","realization_id":0,"realization_seed":5251071096046025498,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Anomaly__094.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Anomaly/094","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/bad/094","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"1366a2eb4a422208dbdbda6f81a5737e8971da68c5116cc128d78590cba0785d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Anomaly/094.JPG","image_path":"macaroni2/Data/Images/Anomaly/094.JPG","image_sha256":"1366a2eb4a422208dbdbda6f81a5737e8971da68c5116cc128d78590cba0785d","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Masks/Anomaly/094.png","mask_path":"macaroni2/Data/Masks/Anomaly/094.png","mask_sha256":"e416bc91b5d080dc5c090cd9d679cd196fd80bed7c0dc9f9a0ab609aadf66416","official_split":"test","source_id":"macaroni2/Data/Images/Anomaly/094","width":1500}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":5},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":30},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2096477184842467932,"profile":"C4","realization_id":0,"realization_seed":5403326979675750864,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Anomaly__097.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Anomaly/097","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/bad/097","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1000,"identity_group":"0f34f2ca22f6fe74f94bb38c446554780b15da0abfd8378b2d333219929e0f72","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Anomaly/097.JPG","image_path":"macaroni2/Data/Images/Anomaly/097.JPG","image_sha256":"0f34f2ca22f6fe74f94bb38c446554780b15da0abfd8378b2d333219929e0f72","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Masks/Anomaly/097.png","mask_path":"macaroni2/Data/Masks/Anomaly/097.png","mask_sha256":"615de2c900f98791d31bfd8af01d94a6fb71e0a63de2b3efa25d51f56bc9cf43","official_split":"test","source_id":"macaroni2/Data/Images/Anomaly/097","width":1500}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":1.4278081020411366,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":11.472909815760747,"length_px_native":22.40802698390771,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1,"linear_motion":2},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03785084688963438,"sigma_x255":9.651965956856767},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2182297781125335750,"profile":"D1","realization_id":0,"realization_seed":247351502744967950,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Normal__0026.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Normal/0026","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/good/0026","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"5c99c59dd7e32d55540ae0db4c9130b0503949d2e0f9a35d336fd6c3e86ab8a5","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Normal/0026.JPG","image_path":"macaroni2/Data/Images/Normal/0026.JPG","image_sha256":"5c99c59dd7e32d55540ae0db4c9130b0503949d2e0f9a35d336fd6c3e86ab8a5","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni2/Data/Images/Normal/0026","width":1500}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.4197321107269183,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7802127318634119953,"profile":"C2","realization_id":0,"realization_seed":7384375164228107249,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Normal__0168.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Normal/0168","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/good/0168","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"45ed3f0eea318e7847c64af19348f2bf07ceded8a3d16aafca5f9f889d7b052c","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Normal/0168.JPG","image_path":"macaroni2/Data/Images/Normal/0168.JPG","image_sha256":"45ed3f0eea318e7847c64af19348f2bf07ceded8a3d16aafca5f9f889d7b052c","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni2/Data/Images/Normal/0168","width":1500}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":3.043539131632596,"aniso_ratio":1.7965969794109422,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":5.537695845040666,"sigma_major_px_native":10.815812197345052,"sigma_minor_px_at_512":3.0823250336624377,"sigma_minor_px_native":6.020166081371949,"sigma_px_at_512":5.537695845040666,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":4},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5397799208833020525,"profile":"B2","realization_id":0,"realization_seed":6669883527083599427,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Normal__0196.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Normal/0196","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/good/0196","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"bbf6859c0200f6fd694cafa1d55cb12c76a040865028a67daaf726b919052e66","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Normal/0196.JPG","image_path":"macaroni2/Data/Images/Normal/0196.JPG","image_sha256":"bbf6859c0200f6fd694cafa1d55cb12c76a040865028a67daaf726b919052e66","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni2/Data/Images/Normal/0196","width":1500}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":1.769925369689925,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":20.376892085958705,"length_px_native":39.798617355388096,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":5,"linear_motion":4},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.11084748286951795,"sigma_x255":28.26610813172708},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7876318444262821698,"profile":"D1","realization_id":0,"realization_seed":5602241451310921304,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Normal__0237.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Normal/0237","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/good/0237","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"dce8751c9d5524859ae3e961dbbe90e85248ece0e0d8b563726468c3cf913f2f","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Normal/0237.JPG","image_path":"macaroni2/Data/Images/Normal/0237.JPG","image_sha256":"dce8751c9d5524859ae3e961dbbe90e85248ece0e0d8b563726468c3cf913f2f","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni2/Data/Images/Normal/0237","width":1500}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.9638260014744877,"aniso_ratio":1.9928254884353216,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.0582225609328364,"sigma_major_px_native":4.0199659393219465,"sigma_minor_px_at_512":1.0328162565548384,"sigma_minor_px_native":2.0172192510836693,"sigma_px_at_512":2.0582225609328364,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":1,"downsample_restore":1,"gaussian_noise":1,"jpeg":1},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":71},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03654001161363664,"sigma_x255":9.317702961477343},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2285810578695056351,"profile":"D6","realization_id":0,"realization_seed":5636170810866647733,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.4424465971818001},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Normal__0286.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Normal/0286","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/good/0286","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"8ab3bfdb3daa805d24f3ae2831a8bc204cded1c6717788f7e6b31c4f03f6abed","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Normal/0286.JPG","image_path":"macaroni2/Data/Images/Normal/0286.JPG","image_sha256":"8ab3bfdb3daa805d24f3ae2831a8bc204cded1c6717788f7e6b31c4f03f6abed","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni2/Data/Images/Normal/0286","width":1500}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":2.6066329585696972,"aniso_ratio":2.7388188973275724,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.8901347871371046,"sigma_major_px_native":5.644794506127157,"sigma_minor_px_at_512":1.0552485927262953,"sigma_minor_px_native":2.0610324076685456,"sigma_px_at_512":2.8901347871371046,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2024257472333563460,"profile":"B2","realization_id":0,"realization_seed":3716580130592946102,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Normal__0303.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Normal/0303","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/good/0303","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"e6ddf133393bc49477a646171ded27067c6c6c8b31ff9a1379c3c591a6bdd90a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Normal/0303.JPG","image_path":"macaroni2/Data/Images/Normal/0303.JPG","image_sha256":"e6ddf133393bc49477a646171ded27067c6c6c8b31ff9a1379c3c591a6bdd90a","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni2/Data/Images/Normal/0303","width":1500}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08067306934872656,"sigma_x255":20.571632683925273},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1938060090300776319,"profile":"C1","realization_id":0,"realization_seed":2080856209075135117,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Normal__0377.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Normal/0377","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/good/0377","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"57299be6b70486dad59756634e6008d4e01dd2ec3b5a0a61b9e6ea3a3dafb88c","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Normal/0377.JPG","image_path":"macaroni2/Data/Images/Normal/0377.JPG","image_sha256":"57299be6b70486dad59756634e6008d4e01dd2ec3b5a0a61b9e6ea3a3dafb88c","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni2/Data/Images/Normal/0377","width":1500}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":5.86619850560877,"radius_px_native":11.457418956267128,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":4},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":9117251334789564026,"profile":"B3","realization_id":0,"realization_seed":1045275938743151949,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Normal__0394.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Normal/0394","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/good/0394","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"ea18407158cd703e4ba15d11607398f8de230fc6ffaeda9d57d152c4775b142c","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Normal/0394.JPG","image_path":"macaroni2/Data/Images/Normal/0394.JPG","image_sha256":"ea18407158cd703e4ba15d11607398f8de230fc6ffaeda9d57d152c4775b142c","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni2/Data/Images/Normal/0394","width":1500}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.011533971823165373,"aniso_ratio":2.1942953455243908,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.8434323324221613,"sigma_major_px_native":7.506703774262034,"sigma_minor_px_at_512":1.751556525998856,"sigma_minor_px_native":3.421008839841516,"sigma_px_at_512":3.8434323324221613,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3,"jpeg":3,"overexposure":4},"dominant_effect":"overexposure","exposure_ev":1.5282050724542355,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":57},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6048308094916272697,"profile":"D4","realization_id":0,"realization_seed":7323054659089413537,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Normal__0484.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Normal/0484","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/good/0484","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"25a689cfc9c2dcbf0fbff5249f260733edf2432dc28718fbbadb1a2bf370345a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Normal/0484.JPG","image_path":"macaroni2/Data/Images/Normal/0484.JPG","image_sha256":"25a689cfc9c2dcbf0fbff5249f260733edf2432dc28718fbbadb1a2bf370345a","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni2/Data/Images/Normal/0484","width":1500}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":5.477284544937279,"radius_px_native":10.697821376830623,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3,"gaussian_noise":4,"underexposure":3},"dominant_effect":"gaussian_noise","exposure_ev":-1.5093206445776792,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.09728616926634302,"sigma_x255":24.80797316291747},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7407615361209300688,"profile":"D2","realization_id":0,"realization_seed":8163216088120941378,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Normal__0490.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Normal/0490","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/good/0490","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"5be104d70c1b38748df761582730a127ffdae512ac9587264df3d1ef3cad9c6f","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Normal/0490.JPG","image_path":"macaroni2/Data/Images/Normal/0490.JPG","image_sha256":"5be104d70c1b38748df761582730a127ffdae512ac9587264df3d1ef3cad9c6f","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni2/Data/Images/Normal/0490","width":1500}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.6986616532049775,"aniso_ratio":2.4239250484743122,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.004294364669264,"sigma_major_px_native":7.820887430994657,"sigma_minor_px_at_512":1.651987699532905,"sigma_minor_px_native":3.226538475650205,"sigma_px_at_512":4.004294364669264,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":3,"downsample_restore":4,"gaussian_noise":3,"jpeg":3},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":54},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08044317044860277,"sigma_x255":20.513008464393707},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3211246126836658880,"profile":"D6","realization_id":0,"realization_seed":5360976146361158960,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":true,"factor":2.3954758418514124},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Normal__0518.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Normal/0518","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/good/0518","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"a4cdd659b91d85a07628a9d00c5ae1937d570530f2bf92e7aa25394cde7187e4","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Normal/0518.JPG","image_path":"macaroni2/Data/Images/Normal/0518.JPG","image_sha256":"a4cdd659b91d85a07628a9d00c5ae1937d570530f2bf92e7aa25394cde7187e4","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni2/Data/Images/Normal/0518","width":1500}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":0.489691463404525,"aniso_ratio":2.3871191246591468,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.189031511999703,"sigma_major_px_native":8.18170217187442,"sigma_minor_px_at_512":1.7548481216235277,"sigma_minor_px_native":3.427437737545952,"sigma_px_at_512":4.189031511999703,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3461354642351225763,"profile":"B2","realization_id":0,"realization_seed":3460469186548236102,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Normal__0525.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Normal/0525","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/good/0525","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"578b61190ca232dbea2315985605753b1aa9a2257a00f5af4799e59a3fcfbe17","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Normal/0525.JPG","image_path":"macaroni2/Data/Images/Normal/0525.JPG","image_sha256":"578b61190ca232dbea2315985605753b1aa9a2257a00f5af4799e59a3fcfbe17","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni2/Data/Images/Normal/0525","width":1500}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":0.36761457534384534,"aniso_ratio":2.689771025780266,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.273747152706084,"sigma_major_px_native":8.347162407629071,"sigma_minor_px_at_512":1.5888888354228325,"sigma_minor_px_native":3.1032985066852197,"sigma_px_at_512":4.273747152706084,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4864455559784194723,"profile":"B2","realization_id":0,"realization_seed":3003553413523835245,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Normal__0545.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Normal/0545","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/good/0545","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"18742fa2988973f48bb74a106e79fad5fb58c67f8e61623d57e6415bb24b06a8","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Normal/0545.JPG","image_path":"macaroni2/Data/Images/Normal/0545.JPG","image_sha256":"18742fa2988973f48bb74a106e79fad5fb58c67f8e61623d57e6415bb24b06a8","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni2/Data/Images/Normal/0545","width":1500}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.402743754650409,"sigma_minor_px_native":null,"sigma_px_at_512":2.7662048023810093,"sigma_px_native":5.402743754650409},"blur_kind":null,"component_tiers":{"isotropic_gaussian":2},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1792426691504087228,"profile":"B1","realization_id":0,"realization_seed":2033974554708178689,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Normal__0619.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Normal/0619","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/good/0619","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"03ad84c4fba175bb7881690da620a58d5489120c25b8c1edf19a0f71b3ffe42b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Normal/0619.JPG","image_path":"macaroni2/Data/Images/Normal/0619.JPG","image_sha256":"03ad84c4fba175bb7881690da620a58d5489120c25b8c1edf19a0f71b3ffe42b","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni2/Data/Images/Normal/0619","width":1500}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.32296730552226366,"aniso_ratio":2.9706806691803065,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.899001659950406,"sigma_major_px_native":5.662112617090637,"sigma_minor_px_at_512":0.97587118333736,"sigma_minor_px_native":1.9059984049557812,"sigma_px_at_512":2.899001659950406,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2,"jpeg":3,"overexposure":2},"dominant_effect":"jpeg","exposure_ev":0.7952104457069646,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":54},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5820683049743563473,"profile":"D4","realization_id":0,"realization_seed":5489704130016371485,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Normal__0688.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Normal/0688","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/good/0688","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"09bf23e9f258fc1e502f92f2d1560f664ad5b639939d5cb00e6e31009cd48655","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Normal/0688.JPG","image_path":"macaroni2/Data/Images/Normal/0688.JPG","image_sha256":"09bf23e9f258fc1e502f92f2d1560f664ad5b639939d5cb00e6e31009cd48655","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni2/Data/Images/Normal/0688","width":1500}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":2.471418996711812,"aniso_ratio":1.7072568512068305,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.143785579294912,"sigma_major_px_native":4.187081209560374,"sigma_minor_px_at_512":1.2556901310892423,"sigma_minor_px_native":2.452519787283676,"sigma_px_at_512":2.143785579294912,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":1},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6894047925563593916,"profile":"B2","realization_id":0,"realization_seed":881293028482273415,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Normal__0694.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Normal/0694","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/good/0694","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"89dd14c2cdc792437516a4866f88a47d70dbd16f6fccc804d02e299811ff4bc0","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Normal/0694.JPG","image_path":"macaroni2/Data/Images/Normal/0694.JPG","image_sha256":"89dd14c2cdc792437516a4866f88a47d70dbd16f6fccc804d02e299811ff4bc0","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni2/Data/Images/Normal/0694","width":1500}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":3.4373996195085286,"sigma_minor_px_native":null,"sigma_px_at_512":1.7599486051883666,"sigma_px_native":3.4373996195085286},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":2,"gaussian_noise":1,"isotropic_gaussian":1,"jpeg":1},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":78},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04134884038159196,"sigma_x255":10.54395429730595},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1294198697883658527,"profile":"D6","realization_id":0,"realization_seed":824093472824873541,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.6557245995967689},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Normal__0725.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Normal/0725","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/good/0725","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"077792864064e9062bd66d523c9c8e2b95ac2b68db970dd79741f1123d2dd357","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Normal/0725.JPG","image_path":"macaroni2/Data/Images/Normal/0725.JPG","image_sha256":"077792864064e9062bd66d523c9c8e2b95ac2b68db970dd79741f1123d2dd357","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni2/Data/Images/Normal/0725","width":1500}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":3.580217575261942,"sigma_minor_px_native":null,"sigma_px_at_512":1.8330713985341143,"sigma_px_native":3.580217575261942},"blur_kind":null,"component_tiers":{"isotropic_gaussian":1},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4771003695404621885,"profile":"B1","realization_id":0,"realization_seed":6702979699480302662,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Normal__0739.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Normal/0739","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/good/0739","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"1e552fdab5597f26fd1c77c2f8873f0269bb8e30a78738da46ff3df90d6a16cb","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Normal/0739.JPG","image_path":"macaroni2/Data/Images/Normal/0739.JPG","image_sha256":"1e552fdab5597f26fd1c77c2f8873f0269bb8e30a78738da46ff3df90d6a16cb","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni2/Data/Images/Normal/0739","width":1500}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.661507034347258,"sigma_minor_px_native":null,"sigma_px_at_512":3.4106916015857958,"sigma_px_native":6.661507034347258},"blur_kind":null,"component_tiers":{"isotropic_gaussian":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1884869663876121175,"profile":"B1","realization_id":0,"realization_seed":4242881983167198607,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Normal__0844.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Normal/0844","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/good/0844","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"77dfebcc39f64ae3e24988e6124543030cc547c13fb877b2a41111acac4d4224","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Normal/0844.JPG","image_path":"macaroni2/Data/Images/Normal/0844.JPG","image_sha256":"77dfebcc39f64ae3e24988e6124543030cc547c13fb877b2a41111acac4d4224","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni2/Data/Images/Normal/0844","width":1500}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":7.043558383501076,"sigma_minor_px_native":null,"sigma_px_at_512":3.606301892352551,"sigma_px_native":7.043558383501076},"blur_kind":null,"component_tiers":{"downsample_restore":3,"isotropic_gaussian":4,"jpeg":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":55},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2798350870773084542,"profile":"D3","realization_id":0,"realization_seed":2965213358335151187,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.8149862774787384},"spatial_scale_q":1.953125,"track":"core"},"output":{"path":"visa/macaroni2/visa__macaroni2__Data__Images__Normal__0900.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::macaroni2/Data/Images/Normal/0900","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"macaroni2","compat_id":"macaroni2/test/good/0900","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1000,"identity_group":"703617ebfddd15112d2ea1bb92240708407829bcbf069a8a29f272985e890240","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/macaroni2/Data/Images/Normal/0900.JPG","image_path":"macaroni2/Data/Images/Normal/0900.JPG","image_sha256":"703617ebfddd15112d2ea1bb92240708407829bcbf069a8a29f272985e890240","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"macaroni2/Data/Images/Normal/0900","width":1500}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":2.16100922945915,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":7.122740437248458,"length_px_native":14.885414585655958,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1,"linear_motion":1},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03540977678265509,"sigma_x255":9.029493079577048},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":467065809388696611,"profile":"D1","realization_id":0,"realization_seed":5568765206648160262,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Anomaly__001.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Anomaly/001","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/bad/001","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"4e255d79adde14e83171896fe571113aa632de1202a32b263bd8bd6ba04c105c","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Anomaly/001.JPG","image_path":"pcb1/Data/Images/Anomaly/001.JPG","image_sha256":"4e255d79adde14e83171896fe571113aa632de1202a32b263bd8bd6ba04c105c","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Masks/Anomaly/001.png","mask_path":"pcb1/Data/Masks/Anomaly/001.png","mask_sha256":"ca0b6d879480bb44a76d6054e7defb035247991b966e9e6e7a736cc97df6abf4","official_split":"test","source_id":"pcb1/Data/Images/Anomaly/001","width":1404}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.555610302946057,"sigma_minor_px_native":null,"sigma_px_at_512":2.1798808178583005,"sigma_px_native":4.555610302946057},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":1,"gaussian_noise":2,"isotropic_gaussian":1,"jpeg":1},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":76},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.057337117812928516,"sigma_x255":14.620965042296772},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8762025803410412522,"profile":"D6","realization_id":0,"realization_seed":3184579387116216293,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.3447074913495194},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Anomaly__003.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Anomaly/003","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/bad/003","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"a5cab41d212f58f5e8265a60273c6b52667299d0c97bdba66b29e9298296cb84","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Anomaly/003.JPG","image_path":"pcb1/Data/Images/Anomaly/003.JPG","image_sha256":"a5cab41d212f58f5e8265a60273c6b52667299d0c97bdba66b29e9298296cb84","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Masks/Anomaly/003.png","mask_path":"pcb1/Data/Masks/Anomaly/003.png","mask_sha256":"ee5fc9bf317c2eb76eb0ea4453bda737798f69f93a8594f81bbf673fd71e3fdf","official_split":"test","source_id":"pcb1/Data/Images/Anomaly/003","width":1404}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07847569689669859,"sigma_x255":20.01130270865814},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1902053437687237249,"profile":"C1","realization_id":0,"realization_seed":4905914269968246553,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Anomaly__009.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Anomaly/009","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/bad/009","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"e05c40ca6a95bfcea04598dac35b13f6b7f41a45901168abcf0def187ebcf0e9","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Anomaly/009.JPG","image_path":"pcb1/Data/Images/Anomaly/009.JPG","image_sha256":"e05c40ca6a95bfcea04598dac35b13f6b7f41a45901168abcf0def187ebcf0e9","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Masks/Anomaly/009.png","mask_path":"pcb1/Data/Masks/Anomaly/009.png","mask_sha256":"5e6d3737d9c622691eaf48574ed90490d378fbe6b9e1b7d81b76d4859c39315f","official_split":"test","source_id":"pcb1/Data/Images/Anomaly/009","width":1404}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.61945253690718,"aniso_ratio":2.5496058854225545,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.221585231625903,"sigma_major_px_native":8.822453511405694,"sigma_minor_px_at_512":1.655779528813821,"sigma_minor_px_native":3.4603204996695087,"sigma_px_at_512":4.221585231625903,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3,"jpeg":2,"overexposure":2},"dominant_effect":"anisotropic_gaussian","exposure_ev":0.673425133153833,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":65},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5079168937333482576,"profile":"D4","realization_id":0,"realization_seed":3055089785475668415,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Anomaly__018.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Anomaly/018","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/bad/018","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"4a547d79fee844759b73d4b5dceaecec31899a0771ff6e3f2c4c48dde175c7d9","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Anomaly/018.JPG","image_path":"pcb1/Data/Images/Anomaly/018.JPG","image_sha256":"4a547d79fee844759b73d4b5dceaecec31899a0771ff6e3f2c4c48dde175c7d9","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Masks/Anomaly/018.png","mask_path":"pcb1/Data/Masks/Anomaly/018.png","mask_sha256":"4883a72a79bea9e707bff9c9711d9fbd2f7c7ef8a60c035bb7a9f171d6851146","official_split":"test","source_id":"pcb1/Data/Images/Anomaly/018","width":1404}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":0.734939195025126,"aniso_ratio":2.974528612772625,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.415604811695266,"sigma_major_px_native":9.227924118191279,"sigma_minor_px_at_512":1.4844721253427047,"sigma_minor_px_native":3.1023147931966686,"sigma_px_at_512":4.415604811695266,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":16419485504625565,"profile":"B2","realization_id":0,"realization_seed":7681333744624736308,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Anomaly__022.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Anomaly/022","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/bad/022","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"1f3b60ebc78ada22947b15a30337593c84c76a8b53964554f5751fbeba319217","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Anomaly/022.JPG","image_path":"pcb1/Data/Images/Anomaly/022.JPG","image_sha256":"1f3b60ebc78ada22947b15a30337593c84c76a8b53964554f5751fbeba319217","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Masks/Anomaly/022.png","mask_path":"pcb1/Data/Masks/Anomaly/022.png","mask_sha256":"19c2a4a04e661e78a31f73a78ab7a3240a8af81a2cd8eb3e07b32209f262a294","official_split":"test","source_id":"pcb1/Data/Images/Anomaly/022","width":1404}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.2857701341345211,"aniso_ratio":1.9709992207487432,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.3371438513732103,"sigma_major_px_native":6.974109220643233,"sigma_minor_px_at_512":1.6931228669413152,"sigma_minor_px_native":3.5383622414593896,"sigma_px_at_512":3.3371438513732103,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":2,"downsample_restore":2,"gaussian_noise":2,"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":52},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.0493264267952003,"sigma_x255":12.578238832776076},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8857984026561280171,"profile":"D6","realization_id":0,"realization_seed":7785405053269944686,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.4953416310869236},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Anomaly__024.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Anomaly/024","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/bad/024","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"2b2f19d8bfbb2761a5f2b3afba2d73f04435eb68d5f10a590a2d9de74a3475c5","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Anomaly/024.JPG","image_path":"pcb1/Data/Images/Anomaly/024.JPG","image_sha256":"2b2f19d8bfbb2761a5f2b3afba2d73f04435eb68d5f10a590a2d9de74a3475c5","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Masks/Anomaly/024.png","mask_path":"pcb1/Data/Masks/Anomaly/024.png","mask_sha256":"97e1f772ee42acbb1e6d8122d17e68f9d4c34ac87a3d08d9721534d63c63d277","official_split":"test","source_id":"pcb1/Data/Images/Anomaly/024","width":1404}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03953733908149342,"sigma_x255":10.082021465780823},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4141981818140267187,"profile":"C1","realization_id":0,"realization_seed":6520389815454545287,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Anomaly__032.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Anomaly/032","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/bad/032","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"25892cdc117ba887a921533d7e8057bbd52f68b74de484542851e70b60a789cb","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Anomaly/032.JPG","image_path":"pcb1/Data/Images/Anomaly/032.JPG","image_sha256":"25892cdc117ba887a921533d7e8057bbd52f68b74de484542851e70b60a789cb","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Masks/Anomaly/032.png","mask_path":"pcb1/Data/Masks/Anomaly/032.png","mask_sha256":"b5365250013559b8a1ddd86c2a2f44c94b712fa474a76b8a399afa67d8a4afbf","official_split":"test","source_id":"pcb1/Data/Images/Anomaly/032","width":1404}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":1.1296543584637506,"aniso_ratio":2.657680314992323,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.79250455474742,"sigma_major_px_native":5.835898190585429,"sigma_minor_px_at_512":1.0507300441646559,"sigma_minor_px_native":2.19586161573473,"sigma_px_at_512":2.79250455474742,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":1},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8863754768252844696,"profile":"B2","realization_id":0,"realization_seed":5205405605898524248,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Anomaly__033.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Anomaly/033","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/bad/033","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"97ea033ede8dc38894cc300973176add4ddc48075fbe0a1af5f3faf337844b90","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Anomaly/033.JPG","image_path":"pcb1/Data/Images/Anomaly/033.JPG","image_sha256":"97ea033ede8dc38894cc300973176add4ddc48075fbe0a1af5f3faf337844b90","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Masks/Anomaly/033.png","mask_path":"pcb1/Data/Masks/Anomaly/033.png","mask_sha256":"460f5098f3a53a96ff7c3533f38f1a96287e0f3e3b6d66e63158500c242ee4af","official_split":"test","source_id":"pcb1/Data/Images/Anomaly/033","width":1404}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":3.6661167092500166,"sigma_minor_px_native":null,"sigma_px_at_512":1.7542539767626248,"sigma_px_native":3.6661167092500166},"blur_kind":null,"component_tiers":{"downsample_restore":2,"isotropic_gaussian":1,"jpeg":1},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":71},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7644338991895025089,"profile":"D3","realization_id":0,"realization_seed":394048670865435103,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.51362991802566},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Anomaly__036.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Anomaly/036","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/bad/036","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"630344c77ee4372f10d04477777673356d3595061c08a382a5ae1d18805855f4","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Anomaly/036.JPG","image_path":"pcb1/Data/Images/Anomaly/036.JPG","image_sha256":"630344c77ee4372f10d04477777673356d3595061c08a382a5ae1d18805855f4","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Masks/Anomaly/036.png","mask_path":"pcb1/Data/Masks/Anomaly/036.png","mask_sha256":"7ca7dced442ef0d389f58c8ff7e3ad0222eed7dd1153b6b68a227411eaa9779d","official_split":"test","source_id":"pcb1/Data/Images/Anomaly/036","width":1404}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":0.2722181519531082,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":16.66451387074452,"length_px_native":34.82623015956374,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.048006007745432115,"sigma_x255":12.24153197508519},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1234766883219003589,"profile":"D1","realization_id":0,"realization_seed":5837947640468407102,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Anomaly__046.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Anomaly/046","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/bad/046","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"903f3e5f6ec4f5fbcd4f2472f688356ac6709bd2dd7e91237ce8c8ee32b528a7","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Anomaly/046.JPG","image_path":"pcb1/Data/Images/Anomaly/046.JPG","image_sha256":"903f3e5f6ec4f5fbcd4f2472f688356ac6709bd2dd7e91237ce8c8ee32b528a7","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Masks/Anomaly/046.png","mask_path":"pcb1/Data/Masks/Anomaly/046.png","mask_sha256":"46d677ee5d349df1b429b190e35af61e1c575936b3de25b89ddca1a05ee3d4ba","official_split":"test","source_id":"pcb1/Data/Images/Anomaly/046","width":1404}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.511465786822226,"sigma_minor_px_native":null,"sigma_px_at_512":2.1587574606102615,"sigma_px_native":4.511465786822226},"blur_kind":null,"component_tiers":{"isotropic_gaussian":1},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5188437612026752674,"profile":"B1","realization_id":0,"realization_seed":5913758601656724783,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Anomaly__055.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Anomaly/055","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/bad/055","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"95cb1b4b9610e9452291459f532e9369acf6e8f58b5b07abf53cc43112843cdc","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Anomaly/055.JPG","image_path":"pcb1/Data/Images/Anomaly/055.JPG","image_sha256":"95cb1b4b9610e9452291459f532e9369acf6e8f58b5b07abf53cc43112843cdc","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Masks/Anomaly/055.png","mask_path":"pcb1/Data/Masks/Anomaly/055.png","mask_sha256":"b2efd22b60aa2b9dd1c1e7f8d19fb429658686718a4e3288919e3e721a42a837","official_split":"test","source_id":"pcb1/Data/Images/Anomaly/055","width":1404}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.182372200221117,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":13.17976130229759,"length_px_native":27.54364178409848,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"jpeg":3,"linear_motion":3,"underexposure":4},"dominant_effect":"underexposure","exposure_ev":-1.8454532164859119,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":54},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06582294544368443,"sigma_x255":16.78485108813953},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4596508650854814773,"profile":"D5","realization_id":0,"realization_seed":4436705571876635565,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Anomaly__058.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Anomaly/058","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/bad/058","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"d101ac67568b78bf3ac0e2e23c7a929c25fef0f52e976c9063dc28034a5b54cc","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Anomaly/058.JPG","image_path":"pcb1/Data/Images/Anomaly/058.JPG","image_sha256":"d101ac67568b78bf3ac0e2e23c7a929c25fef0f52e976c9063dc28034a5b54cc","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Masks/Anomaly/058.png","mask_path":"pcb1/Data/Masks/Anomaly/058.png","mask_sha256":"ce9c65d5cfc4e258dd5916fe1861268af47aa832d5a0abdac956b7fe5819017f","official_split":"test","source_id":"pcb1/Data/Images/Anomaly/058","width":1404}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.9388912010731596,"aniso_ratio":2.905724440537808,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":5.718912102235267,"sigma_major_px_native":11.951632713655734,"sigma_minor_px_at_512":1.968153628902532,"sigma_minor_px_native":4.113133560401776,"sigma_px_at_512":5.718912102235267,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":5,"jpeg":4,"overexposure":4},"dominant_effect":"anisotropic_gaussian","exposure_ev":1.6925861962578124,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":40},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1126613548921243163,"profile":"D4","realization_id":0,"realization_seed":5436605894733802059,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Anomaly__061.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Anomaly/061","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/bad/061","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"fafccb3223285e5240e3f825a6bc53662ffdcd19bb44e7805ecd046967093a68","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Anomaly/061.JPG","image_path":"pcb1/Data/Images/Anomaly/061.JPG","image_sha256":"fafccb3223285e5240e3f825a6bc53662ffdcd19bb44e7805ecd046967093a68","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Masks/Anomaly/061.png","mask_path":"pcb1/Data/Masks/Anomaly/061.png","mask_sha256":"11322849ca30da35ecb7f62ad23b49a6c5f846ce404c2bfe18619954f8c74b09","official_split":"test","source_id":"pcb1/Data/Images/Anomaly/061","width":1404}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":4.829404834396433,"radius_px_native":10.09270150938317,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2956920436397625426,"profile":"B3","realization_id":0,"realization_seed":942946262966998174,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Anomaly__068.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Anomaly/068","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/bad/068","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"2d5c96ec2cf8cc3fb2ded81671569a60604b395194613a9642c710ad7d67b221","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Anomaly/068.JPG","image_path":"pcb1/Data/Images/Anomaly/068.JPG","image_sha256":"2d5c96ec2cf8cc3fb2ded81671569a60604b395194613a9642c710ad7d67b221","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Masks/Anomaly/068.png","mask_path":"pcb1/Data/Masks/Anomaly/068.png","mask_sha256":"4d37238deaff55b4bc3a869fcae5c4488138742643ab7174a7bb1d318f9bcc05","official_split":"test","source_id":"pcb1/Data/Images/Anomaly/068","width":1404}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.6243624106752338,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":13.884336860470672,"length_px_native":29.016094610749256,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"jpeg":2,"linear_motion":3,"underexposure":2},"dominant_effect":"linear_motion","exposure_ev":-0.9633840355860229,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":64},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.047256071123293816,"sigma_x255":12.050298136439924},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3390004860095546858,"profile":"D5","realization_id":0,"realization_seed":2705523425298989841,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Anomaly__071.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Anomaly/071","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/bad/071","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"1865a23a9a2ddb43b0c202e0637f78693c33a119471b272f69294561c52260e7","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Anomaly/071.JPG","image_path":"pcb1/Data/Images/Anomaly/071.JPG","image_sha256":"1865a23a9a2ddb43b0c202e0637f78693c33a119471b272f69294561c52260e7","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Masks/Anomaly/071.png","mask_path":"pcb1/Data/Masks/Anomaly/071.png","mask_sha256":"38c91aab9d099e9032049e9978a4fa3b99786801cd7cfa3bddd5b8bcb439d24a","official_split":"test","source_id":"pcb1/Data/Images/Anomaly/071","width":1404}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":4},"dominant_effect":"underexposure","exposure_ev":-1.6118619147619955,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1397289833838558020,"profile":"C2","realization_id":0,"realization_seed":9065701671661994219,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Anomaly__073.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Anomaly/073","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/bad/073","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"f2c672946729be8bc2ab5aeb0e9c3a0f5e126b7dac16a5f54c0a37e736282bf0","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Anomaly/073.JPG","image_path":"pcb1/Data/Images/Anomaly/073.JPG","image_sha256":"f2c672946729be8bc2ab5aeb0e9c3a0f5e126b7dac16a5f54c0a37e736282bf0","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Masks/Anomaly/073.png","mask_path":"pcb1/Data/Masks/Anomaly/073.png","mask_sha256":"78d36eace685a622f870c7e7311fbf160c823efddad620feaa738a8093233a24","official_split":"test","source_id":"pcb1/Data/Images/Anomaly/073","width":1404}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":0.6102651508437571,"aniso_ratio":2.0276634383375596,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.54808759833235,"sigma_major_px_native":9.504792441827371,"sigma_minor_px_at_512":2.2430189904007123,"sigma_minor_px_native":4.687559218220239,"sigma_px_at_512":4.54808759833235,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":496119222716386749,"profile":"B2","realization_id":0,"realization_seed":6293207897846289776,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Anomaly__075.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Anomaly/075","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/bad/075","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"0a85ad297d464dc303892f0c682e75ffb5f77e1d3df10fcf43787a35fcda8efb","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Anomaly/075.JPG","image_path":"pcb1/Data/Images/Anomaly/075.JPG","image_sha256":"0a85ad297d464dc303892f0c682e75ffb5f77e1d3df10fcf43787a35fcda8efb","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Masks/Anomaly/075.png","mask_path":"pcb1/Data/Masks/Anomaly/075.png","mask_sha256":"d4f9ee23d0ac39861719bd9efa10a562e6f988dc10cc2a0443ad9b700def82df","official_split":"test","source_id":"pcb1/Data/Images/Anomaly/075","width":1404}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.588339814968054,"aniso_ratio":2.1516421611447427,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.501387583034891,"sigma_major_px_native":7.317352956733073,"sigma_minor_px_at_512":1.6273094319605823,"sigma_minor_px_native":3.400822445698873,"sigma_px_at_512":3.501387583034891,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":2,"downsample_restore":3,"gaussian_noise":2,"jpeg":2},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":68},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04862414077178006,"sigma_x255":12.399155896803915},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6633616793207954445,"profile":"D6","realization_id":0,"realization_seed":7395249383281538067,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.9146192994929665},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Anomaly__084.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Anomaly/084","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/bad/084","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"6a8be28d02e63c3973905c59ac682b819ed61a7e08335c170cdeb27fb5161a74","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Anomaly/084.JPG","image_path":"pcb1/Data/Images/Anomaly/084.JPG","image_sha256":"6a8be28d02e63c3973905c59ac682b819ed61a7e08335c170cdeb27fb5161a74","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Masks/Anomaly/084.png","mask_path":"pcb1/Data/Masks/Anomaly/084.png","mask_sha256":"73f2f0635c0d6fc5d5b5275d6dc684bfff0a07cc34788da62477d34beb02c210","official_split":"test","source_id":"pcb1/Data/Images/Anomaly/084","width":1404}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":2},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":64},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8624658319143726220,"profile":"C4","realization_id":0,"realization_seed":718253905380356560,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Anomaly__088.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Anomaly/088","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/bad/088","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"b340ef3805e0887d9e607bdbd40ca8f43dbedc952fc7bfca7f04c34965523225","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Anomaly/088.JPG","image_path":"pcb1/Data/Images/Anomaly/088.JPG","image_sha256":"b340ef3805e0887d9e607bdbd40ca8f43dbedc952fc7bfca7f04c34965523225","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Masks/Anomaly/088.png","mask_path":"pcb1/Data/Masks/Anomaly/088.png","mask_sha256":"32309c9fc8c356dc7244f2e25126cc528764fee26cd3a30e3739d9408483b0f2","official_split":"test","source_id":"pcb1/Data/Images/Anomaly/088","width":1404}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.864163664967267,"sigma_minor_px_native":null,"sigma_px_at_512":2.3275250434235892,"sigma_px_native":4.864163664967267},"blur_kind":null,"component_tiers":{"downsample_restore":2,"isotropic_gaussian":2,"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":53},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4630700620625368408,"profile":"D3","realization_id":0,"realization_seed":3229512200646570791,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.5959961189202116},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Anomaly__090.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Anomaly/090","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/bad/090","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"f67fd6308abf72e2ae864ccd5dfe8c3b1dfa5a46fc8eba0f47517dbcb7499f6d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Anomaly/090.JPG","image_path":"pcb1/Data/Images/Anomaly/090.JPG","image_sha256":"f67fd6308abf72e2ae864ccd5dfe8c3b1dfa5a46fc8eba0f47517dbcb7499f6d","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Masks/Anomaly/090.png","mask_path":"pcb1/Data/Masks/Anomaly/090.png","mask_sha256":"7edb11b432846ba7ae89c0043aae10726320bfcbedf31e28cb488125725ec976","official_split":"test","source_id":"pcb1/Data/Images/Anomaly/090","width":1404}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.074276008892589,"sigma_minor_px_native":null,"sigma_px_at_512":2.4280647818252388,"sigma_px_native":5.074276008892589},"blur_kind":null,"component_tiers":{"isotropic_gaussian":2},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2102635021799503627,"profile":"B1","realization_id":0,"realization_seed":1741062578587876114,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Normal__0168.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Normal/0168","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/good/0168","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"7b2fbab154db941c91a751430f31662a5cb14c5fe0a1cdf6ba1bcd3ab471d3b5","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Normal/0168.JPG","image_path":"pcb1/Data/Images/Normal/0168.JPG","image_sha256":"7b2fbab154db941c91a751430f31662a5cb14c5fe0a1cdf6ba1bcd3ab471d3b5","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb1/Data/Images/Normal/0168","width":1404}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":2.7705833496286916,"aniso_ratio":2.4888646256606903,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.994848792207286,"sigma_major_px_native":10.438453530589445,"sigma_minor_px_at_512":2.0068784540185107,"sigma_minor_px_native":4.194062394140247,"sigma_px_at_512":4.994848792207286,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":4},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":459233096118445218,"profile":"B2","realization_id":0,"realization_seed":2119405647704814022,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Normal__0196.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Normal/0196","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/good/0196","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"fb5df83054bafca371b8acd255ac72bdb03191fc6f2664b69725747799c26692","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Normal/0196.JPG","image_path":"pcb1/Data/Images/Normal/0196.JPG","image_sha256":"fb5df83054bafca371b8acd255ac72bdb03191fc6f2664b69725747799c26692","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb1/Data/Images/Normal/0196","width":1404}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03363839124363844,"sigma_x255":8.577789767127802},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":474638114907670021,"profile":"C1","realization_id":0,"realization_seed":8507803239196142845,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Normal__0237.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Normal/0237","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/good/0237","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"fc8d3edb28b94ab50f26350ca480e75c8e1d5b92034bfd5543d475bea1b61077","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Normal/0237.JPG","image_path":"pcb1/Data/Images/Normal/0237.JPG","image_sha256":"fc8d3edb28b94ab50f26350ca480e75c8e1d5b92034bfd5543d475bea1b61077","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb1/Data/Images/Normal/0237","width":1404}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07670039527909657,"sigma_x255":19.558600796169625},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1282859984575513560,"profile":"C1","realization_id":0,"realization_seed":3403877843171091785,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Normal__0333.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Normal/0333","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/good/0333","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"ccdcba7ba28b98819931140a0170cdb51adef8a6f43123d20f3136b1fab18714","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Normal/0333.JPG","image_path":"pcb1/Data/Images/Normal/0333.JPG","image_sha256":"ccdcba7ba28b98819931140a0170cdb51adef8a6f43123d20f3136b1fab18714","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb1/Data/Images/Normal/0333","width":1404}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.5676860337369388,"aniso_ratio":2.9784661502528174,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.782596510766968,"sigma_major_px_native":7.905035676798156,"sigma_minor_px_at_512":1.2699813662296933,"sigma_minor_px_native":2.654062620831586,"sigma_px_at_512":3.782596510766968,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3,"jpeg":3,"overexposure":4},"dominant_effect":"overexposure","exposure_ev":1.6259258050120722,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":58},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7911087143573900224,"profile":"D4","realization_id":0,"realization_seed":6931032621573225114,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Normal__0377.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Normal/0377","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/good/0377","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"23543934da28485f68e78c30b295a4f485d8d2c62956dd382ef0aae2eebc452c","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Normal/0377.JPG","image_path":"pcb1/Data/Images/Normal/0377.JPG","image_sha256":"23543934da28485f68e78c30b295a4f485d8d2c62956dd382ef0aae2eebc452c","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb1/Data/Images/Normal/0377","width":1404}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.988523648968889,"aniso_ratio":2.11851450273256,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.0656912270442778,"sigma_major_px_native":6.406815650268315,"sigma_minor_px_at_512":1.4470947558253695,"sigma_minor_px_native":3.0242019311194244,"sigma_px_at_512":3.0656912270442778,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":2,"downsample_restore":2,"gaussian_noise":3,"jpeg":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":63},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08580503648382103,"sigma_x255":21.88028430337436},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8784671322088523079,"profile":"D6","realization_id":0,"realization_seed":5282839292575029316,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.5833838172661934},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Normal__0423.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Normal/0423","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/good/0423","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"6635a2d8b6dd4778f0f8dc9e6726343217373eb595f6b94565e36f4be54792f1","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Normal/0423.JPG","image_path":"pcb1/Data/Images/Normal/0423.JPG","image_sha256":"6635a2d8b6dd4778f0f8dc9e6726343217373eb595f6b94565e36f4be54792f1","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb1/Data/Images/Normal/0423","width":1404}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.721206893811967,"sigma_minor_px_native":null,"sigma_px_at_512":2.7376242333006795,"sigma_px_native":5.721206893811967},"blur_kind":null,"component_tiers":{"downsample_restore":3,"isotropic_gaussian":2,"jpeg":2},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":64},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2906212453434226905,"profile":"D3","realization_id":0,"realization_seed":7587459822638555549,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.7337142296267116},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Normal__0427.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Normal/0427","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/good/0427","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"e9b4278b3d5877a6021ec5af92c418a8188e9fbe30b66eedd7252f2597125856","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Normal/0427.JPG","image_path":"pcb1/Data/Images/Normal/0427.JPG","image_sha256":"e9b4278b3d5877a6021ec5af92c418a8188e9fbe30b66eedd7252f2597125856","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb1/Data/Images/Normal/0427","width":1404}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":5.385977385812655,"radius_px_native":11.255851177381915,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6043443553136077359,"profile":"B3","realization_id":0,"realization_seed":2260701664275819971,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Normal__0518.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Normal/0518","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/good/0518","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"82c618a43e22857eb6eef209ea6f40b4b22e30567953e2fc3e9b3d53b41335a8","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Normal/0518.JPG","image_path":"pcb1/Data/Images/Normal/0518.JPG","image_sha256":"82c618a43e22857eb6eef209ea6f40b4b22e30567953e2fc3e9b3d53b41335a8","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb1/Data/Images/Normal/0518","width":1404}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":3.8386772953450725,"sigma_minor_px_native":null,"sigma_px_at_512":1.836825023566988,"sigma_px_native":3.8386772953450725},"blur_kind":null,"component_tiers":{"downsample_restore":1,"isotropic_gaussian":1,"jpeg":1},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":72},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5451452267924926768,"profile":"D3","realization_id":0,"realization_seed":573440015632377396,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.302478902702601},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Normal__0657.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Normal/0657","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/good/0657","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"bd68671b9952ffbc1efcfe369b372af91cff1b9c81ae9ba187f34f8b0bd880bf","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Normal/0657.JPG","image_path":"pcb1/Data/Images/Normal/0657.JPG","image_sha256":"bd68671b9952ffbc1efcfe369b372af91cff1b9c81ae9ba187f34f8b0bd880bf","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb1/Data/Images/Normal/0657","width":1404}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":3.7088063916066396,"radius_px_native":7.750825857459188,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2,"gaussian_noise":2,"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.331750404207772,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05523644275384313,"sigma_x255":14.085292902229998},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3650391232649592098,"profile":"D2","realization_id":0,"realization_seed":1767587402762623963,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Normal__0674.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Normal/0674","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/good/0674","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"efcdfed11141ed54759884ed0fce8f3aab8e7cb16cb8b3be9f428b80a0a341f0","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Normal/0674.JPG","image_path":"pcb1/Data/Images/Normal/0674.JPG","image_sha256":"efcdfed11141ed54759884ed0fce8f3aab8e7cb16cb8b3be9f428b80a0a341f0","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb1/Data/Images/Normal/0674","width":1404}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":3.0776062898068317,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":10.945315300919377,"length_px_native":22.87399877340573,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"jpeg":3,"linear_motion":2,"underexposure":2},"dominant_effect":"jpeg","exposure_ev":-0.8284329733082361,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":57},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06007961145354326,"sigma_x255":15.32030092065353},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6923789156393700062,"profile":"D5","realization_id":0,"realization_seed":4602482609472923362,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Normal__0694.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Normal/0694","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/good/0694","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"f02a36e6376236fbc1b113fa81324d383cc337b9c490846d273044bf7e8cf9a2","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Normal/0694.JPG","image_path":"pcb1/Data/Images/Normal/0694.JPG","image_sha256":"f02a36e6376236fbc1b113fa81324d383cc337b9c490846d273044bf7e8cf9a2","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb1/Data/Images/Normal/0694","width":1404}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.291254592400997,"aniso_ratio":2.202576384087015,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.184793147079331,"sigma_major_px_native":8.74556380346657,"sigma_minor_px_at_512":1.899953698456619,"sigma_minor_px_native":3.9706063620089496,"sigma_px_at_512":4.184793147079331,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3,"jpeg":2,"overexposure":2},"dominant_effect":"anisotropic_gaussian","exposure_ev":0.9225179762743294,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":61},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1459367598333359557,"profile":"D4","realization_id":0,"realization_seed":351521948727918456,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Normal__0705.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Normal/0705","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/good/0705","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"72207fb8941a9b099cfa1e163d12900e11743696fb2e0eb45e256374af9345ea","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Normal/0705.JPG","image_path":"pcb1/Data/Images/Normal/0705.JPG","image_sha256":"72207fb8941a9b099cfa1e163d12900e11743696fb2e0eb45e256374af9345ea","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb1/Data/Images/Normal/0705","width":1404}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.911250389262767,"sigma_minor_px_native":null,"sigma_px_at_512":3.3070656068248008,"sigma_px_native":6.911250389262767},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":3,"gaussian_noise":4,"isotropic_gaussian":3,"jpeg":3},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":56},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.0961666220677953,"sigma_x255":24.522488627287803},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":41814091297889009,"profile":"D6","realization_id":0,"realization_seed":2164825627755623065,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.7190594177494434},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Normal__0725.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Normal/0725","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/good/0725","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"9a86c52d1f27298cc199874430e96cde30c275184880099163b50176a9d23698","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Normal/0725.JPG","image_path":"pcb1/Data/Images/Normal/0725.JPG","image_sha256":"9a86c52d1f27298cc199874430e96cde30c275184880099163b50176a9d23698","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb1/Data/Images/Normal/0725","width":1404}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":2.7151310665475297,"aniso_ratio":2.1411777074303275,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":6.32050980483643,"sigma_major_px_native":13.208877912451133,"sigma_minor_px_at_512":2.951884742169209,"sigma_minor_px_native":6.168977879142682,"sigma_px_at_512":6.32050980483643,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":5},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4347714470366344960,"profile":"B2","realization_id":0,"realization_seed":4090882386834746731,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Normal__0768.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Normal/0768","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/good/0768","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"6d38e46508dd89529d5060d7e4b09acf2d73b1dcd5b16ed79fc1b028a8695907","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Normal/0768.JPG","image_path":"pcb1/Data/Images/Normal/0768.JPG","image_sha256":"6d38e46508dd89529d5060d7e4b09acf2d73b1dcd5b16ed79fc1b028a8695907","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb1/Data/Images/Normal/0768","width":1404}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":6.200281161054597,"radius_px_native":12.957618832672692,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":4,"gaussian_noise":5,"underexposure":4},"dominant_effect":"gaussian_noise","exposure_ev":-1.7139183431981888,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.1041569138896455,"sigma_x255":26.5600130418596},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5573269009792562717,"profile":"D2","realization_id":0,"realization_seed":7384771695929342760,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Normal__0797.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Normal/0797","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/good/0797","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"9cb6c71afbcaaf70df40a7188daae613ee1759e94c18965ff23532c66db25ed5","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Normal/0797.JPG","image_path":"pcb1/Data/Images/Normal/0797.JPG","image_sha256":"9cb6c71afbcaaf70df40a7188daae613ee1759e94c18965ff23532c66db25ed5","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb1/Data/Images/Normal/0797","width":1404}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.817971258203345,"sigma_minor_px_native":null,"sigma_px_at_512":2.3054217609346845,"sigma_px_native":4.817971258203345},"blur_kind":null,"component_tiers":{"downsample_restore":2,"isotropic_gaussian":2,"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":56},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6842284782406670422,"profile":"D3","realization_id":0,"realization_seed":217570073249855686,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.482229483477049},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Normal__0900.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Normal/0900","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/good/0900","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"11fc84543bf2fcdbc98cc0a54a989ad948ca184d868256f145748ab0c6ce65fa","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Normal/0900.JPG","image_path":"pcb1/Data/Images/Normal/0900.JPG","image_sha256":"11fc84543bf2fcdbc98cc0a54a989ad948ca184d868256f145748ab0c6ce65fa","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb1/Data/Images/Normal/0900","width":1404}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":2},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":62},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7413572167017035288,"profile":"C4","realization_id":0,"realization_seed":6998134358749861785,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Normal__0923.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Normal/0923","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/good/0923","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"435d29169bf99e01c14f11809727b7ed30b0edbdc73d33ea2b59a03ba7e72991","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Normal/0923.JPG","image_path":"pcb1/Data/Images/Normal/0923.JPG","image_sha256":"435d29169bf99e01c14f11809727b7ed30b0edbdc73d33ea2b59a03ba7e72991","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb1/Data/Images/Normal/0923","width":1404}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":0.4790633833885264,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":12.377804636131074,"length_px_native":25.86767765753955,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"linear_motion":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08551551762704084,"sigma_x255":21.806456994895413},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6521229588443038942,"profile":"D1","realization_id":0,"realization_seed":7968177007518702131,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Normal__0964.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Normal/0964","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/good/0964","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"16e5e43c38f0935bb23aabf6b171606ea789eeed918deca773bbc8a83dae52c9","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Normal/0964.JPG","image_path":"pcb1/Data/Images/Normal/0964.JPG","image_sha256":"16e5e43c38f0935bb23aabf6b171606ea789eeed918deca773bbc8a83dae52c9","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb1/Data/Images/Normal/0964","width":1404}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":0.01090615319814012,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":15.595519144933073,"length_px_native":32.59219821304373,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4928412267914340785,"profile":"B4","realization_id":0,"realization_seed":7086381239774164339,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Normal__0971.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Normal/0971","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/good/0971","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"5734655fe05d4ee58a1acfb16e6bcce970fdf54be8743a255b96ff6d6e26caa7","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Normal/0971.JPG","image_path":"pcb1/Data/Images/Normal/0971.JPG","image_sha256":"5734655fe05d4ee58a1acfb16e6bcce970fdf54be8743a255b96ff6d6e26caa7","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb1/Data/Images/Normal/0971","width":1404}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.2911347839620286,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":7.000642804349008,"length_px_native":14.630249610651246,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1,"jpeg":1,"linear_motion":1,"underexposure":2},"dominant_effect":"underexposure","exposure_ev":-1.063423843194007,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":71},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03927122610540812,"sigma_x255":10.014162656879071},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6602570795681612996,"profile":"D5","realization_id":0,"realization_seed":1285459442046015515,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb1/visa__pcb1__Data__Images__Normal__1000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb1/Data/Images/Normal/1000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb1","compat_id":"pcb1/test/good/1000","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"affa14246b93c45862a5f0f60d9932f724cb2d67c2a8bde8cc50e2466131081a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb1/Data/Images/Normal/1000.JPG","image_path":"pcb1/Data/Images/Normal/1000.JPG","image_sha256":"affa14246b93c45862a5f0f60d9932f724cb2d67c2a8bde8cc50e2466131081a","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb1/Data/Images/Normal/1000","width":1404}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":2},"dominant_effect":"underexposure","exposure_ev":-0.9327371624821545,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2562538774402131354,"profile":"C2","realization_id":0,"realization_seed":7804399236556870106,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Anomaly__005.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Anomaly/005","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/bad/005","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"55248263bd27b7637820fa907e0f32057a515967fd7195dce9a51cbb98df758d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Anomaly/005.JPG","image_path":"pcb2/Data/Images/Anomaly/005.JPG","image_sha256":"55248263bd27b7637820fa907e0f32057a515967fd7195dce9a51cbb98df758d","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Masks/Anomaly/005.png","mask_path":"pcb2/Data/Masks/Anomaly/005.png","mask_sha256":"f3d49973d02531b00736d201f93bae57824141f804927d4af14447f1d1aa321b","official_split":"test","source_id":"pcb2/Data/Images/Anomaly/005","width":1404}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":5.029658098271432,"radius_px_native":10.51119954130944,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3,"gaussian_noise":2,"underexposure":2},"dominant_effect":"disk_defocus","exposure_ev":-0.9968863492882045,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05023280972231418,"sigma_x255":12.809366479190116},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3674069215167116797,"profile":"D2","realization_id":0,"realization_seed":7831403831869825806,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Anomaly__007.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Anomaly/007","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/bad/007","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"8c9c27c464af8dbb8b6ba98ed939295fdaf7bdacbad41a1923078dffc47648ab","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Anomaly/007.JPG","image_path":"pcb2/Data/Images/Anomaly/007.JPG","image_sha256":"8c9c27c464af8dbb8b6ba98ed939295fdaf7bdacbad41a1923078dffc47648ab","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Masks/Anomaly/007.png","mask_path":"pcb2/Data/Masks/Anomaly/007.png","mask_sha256":"44ab19fb1da23ce49139daa0197d22ed81664c169bf0bc70cf26f29976fbd087","official_split":"test","source_id":"pcb2/Data/Images/Anomaly/007","width":1404}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.111764028125554,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":9.43416428995579,"length_px_native":19.715929277837297,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1,"jpeg":1,"linear_motion":2,"underexposure":1},"dominant_effect":"linear_motion","exposure_ev":-0.7739965144133528,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":74},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03472613105348539,"sigma_x255":8.855163418638774},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7004351625216398493,"profile":"D5","realization_id":0,"realization_seed":5406831796946596747,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Anomaly__010.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Anomaly/010","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/bad/010","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"f2a9758e961a446ded92f68287e810b401b74d0d731d2e33475e335efb158ab7","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Anomaly/010.JPG","image_path":"pcb2/Data/Images/Anomaly/010.JPG","image_sha256":"f2a9758e961a446ded92f68287e810b401b74d0d731d2e33475e335efb158ab7","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Masks/Anomaly/010.png","mask_path":"pcb2/Data/Masks/Anomaly/010.png","mask_sha256":"801a0f64e146b910b873b576ace928c11e587a0b1bb027ff8d1eb3302afb33fd","official_split":"test","source_id":"pcb2/Data/Images/Anomaly/010","width":1404}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.2469999358863886,"aniso_ratio":2.197770322976054,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.336306749160763,"sigma_major_px_native":9.062203557816439,"sigma_minor_px_at_512":1.9730481860765436,"sigma_minor_px_native":4.123362420120902,"sigma_px_at_512":4.336306749160763,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3,"jpeg":4,"overexposure":3},"dominant_effect":"jpeg","exposure_ev":1.2082782601826618,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":46},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":94722847710105451,"profile":"D4","realization_id":0,"realization_seed":1401096189112267087,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Anomaly__011.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Anomaly/011","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/bad/011","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"18004aad0cd4de743a5d76e66c89d3a2b5992b1f6379edb56aeceda53eb9ee98","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Anomaly/011.JPG","image_path":"pcb2/Data/Images/Anomaly/011.JPG","image_sha256":"18004aad0cd4de743a5d76e66c89d3a2b5992b1f6379edb56aeceda53eb9ee98","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Masks/Anomaly/011.png","mask_path":"pcb2/Data/Masks/Anomaly/011.png","mask_sha256":"81e463afd8fe0e9546e0c408c8039b0d4940a481ddcaff6aece6555d3b9608d7","official_split":"test","source_id":"pcb2/Data/Images/Anomaly/011","width":1404}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":2.7155997095340147,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":21.42753115139697,"length_px_native":44.78019205467726,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":4,"linear_motion":5},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.09522465776644631,"sigma_x255":24.28228773044381},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5191888801922823800,"profile":"D1","realization_id":0,"realization_seed":6535006551126035071,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Anomaly__017.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Anomaly/017","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/bad/017","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"9a825497685ae9ba789025a608d4655eac6d9e600fb5309f66f7b50347667050","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Anomaly/017.JPG","image_path":"pcb2/Data/Images/Anomaly/017.JPG","image_sha256":"9a825497685ae9ba789025a608d4655eac6d9e600fb5309f66f7b50347667050","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Masks/Anomaly/017.png","mask_path":"pcb2/Data/Masks/Anomaly/017.png","mask_sha256":"6df4b8763a56aa3b66ddd87e0b4eb11ecae71e3a6fe3598a1a7021e97a4d5391","official_split":"test","source_id":"pcb2/Data/Images/Anomaly/017","width":1404}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":3.955700179021262,"radius_px_native":8.266795296001465,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2,"gaussian_noise":1,"underexposure":1},"dominant_effect":"disk_defocus","exposure_ev":-0.659942959850478,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03862626503558604,"sigma_x255":9.849697584074441},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7056430249007192971,"profile":"D2","realization_id":0,"realization_seed":8088099973778771691,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Anomaly__021.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Anomaly/021","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/bad/021","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"2682d9dbf77ec25e1ff0a413783f20c85803b0b58400001c268fd97be9a77939","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Anomaly/021.JPG","image_path":"pcb2/Data/Images/Anomaly/021.JPG","image_sha256":"2682d9dbf77ec25e1ff0a413783f20c85803b0b58400001c268fd97be9a77939","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Masks/Anomaly/021.png","mask_path":"pcb2/Data/Masks/Anomaly/021.png","mask_sha256":"273c993281fb1dccaffe245a9acfbdaafb4141f141bda91d8bb1ebaac3f06d02","official_split":"test","source_id":"pcb2/Data/Images/Anomaly/021","width":1404}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.071601014901637,"sigma_minor_px_native":null,"sigma_px_at_512":2.9052894575977923,"sigma_px_native":6.071601014901637},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":3,"gaussian_noise":3,"isotropic_gaussian":3,"jpeg":4},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":45},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07014663524530051,"sigma_x255":17.88739198755163},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3147740516514949629,"profile":"D6","realization_id":0,"realization_seed":8569924791480738394,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":true,"factor":2.0127215630523922},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Anomaly__025.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Anomaly/025","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/bad/025","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"093511f120ffc3fa281376d1a3bb436cffe759186d181099ba9c3650c314fa7d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Anomaly/025.JPG","image_path":"pcb2/Data/Images/Anomaly/025.JPG","image_sha256":"093511f120ffc3fa281376d1a3bb436cffe759186d181099ba9c3650c314fa7d","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Masks/Anomaly/025.png","mask_path":"pcb2/Data/Masks/Anomaly/025.png","mask_sha256":"7413e5544ef730012a6990fec4dc0b8b843104f459fdcd3815246162d2de8edc","official_split":"test","source_id":"pcb2/Data/Images/Anomaly/025","width":1404}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":5.770859165031397,"radius_px_native":12.060193958171084,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":4},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1284423547477630752,"profile":"B3","realization_id":0,"realization_seed":6198700258233848611,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Anomaly__043.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Anomaly/043","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/bad/043","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"d66a748ed43f099f0f31ebdf2d502e3cca10c506e184a1a5290791edf0d2facf","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Anomaly/043.JPG","image_path":"pcb2/Data/Images/Anomaly/043.JPG","image_sha256":"d66a748ed43f099f0f31ebdf2d502e3cca10c506e184a1a5290791edf0d2facf","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Masks/Anomaly/043.png","mask_path":"pcb2/Data/Masks/Anomaly/043.png","mask_sha256":"c73e5ffd1c0cb76111e94b07a477cc2e2c6395fe201593665799fe63f6bba066","official_split":"test","source_id":"pcb2/Data/Images/Anomaly/043","width":1404}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":54},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8228600933006489537,"profile":"C4","realization_id":0,"realization_seed":1215098448509423222,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Anomaly__049.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Anomaly/049","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/bad/049","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"f6f93e0798cca51623a0bd1b6216a1ee79c98a76693589d7f769ee1fb3a232fd","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Anomaly/049.JPG","image_path":"pcb2/Data/Images/Anomaly/049.JPG","image_sha256":"f6f93e0798cca51623a0bd1b6216a1ee79c98a76693589d7f769ee1fb3a232fd","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Masks/Anomaly/049.png","mask_path":"pcb2/Data/Masks/Anomaly/049.png","mask_sha256":"b67dd6935ce1ca8e65b2c4dcf0e76bc2664e2ab27db100171a917a9570ef4037","official_split":"test","source_id":"pcb2/Data/Images/Anomaly/049","width":1404}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.3307950495121543,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6548858515174782382,"profile":"C2","realization_id":0,"realization_seed":5901418664900570109,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Anomaly__051.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Anomaly/051","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/bad/051","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"2a8b69465218f38c8148a93b3d268da4dcacfc43f22f1852abe429211eedf45e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Anomaly/051.JPG","image_path":"pcb2/Data/Images/Anomaly/051.JPG","image_sha256":"2a8b69465218f38c8148a93b3d268da4dcacfc43f22f1852abe429211eedf45e","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Masks/Anomaly/051.png","mask_path":"pcb2/Data/Masks/Anomaly/051.png","mask_sha256":"2ff98899ad26415844c5122492f785b93b58a87bb2c146b91696d1a4480b7ea9","official_split":"test","source_id":"pcb2/Data/Images/Anomaly/051","width":1404}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":4.212322177065923,"radius_px_native":8.803095174727613,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5265614409737606584,"profile":"B3","realization_id":0,"realization_seed":671931591151667588,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Anomaly__058.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Anomaly/058","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/bad/058","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"3fad89f851ef907b35580926d68f88c47d5447f4232fd5b4d27256b98bdac3c1","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Anomaly/058.JPG","image_path":"pcb2/Data/Images/Anomaly/058.JPG","image_sha256":"3fad89f851ef907b35580926d68f88c47d5447f4232fd5b4d27256b98bdac3c1","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Masks/Anomaly/058.png","mask_path":"pcb2/Data/Masks/Anomaly/058.png","mask_sha256":"347a91c2c96f6cdc1b392296ee4aa9d7483cefe905cbbb6a90c33c54595b07f1","official_split":"test","source_id":"pcb2/Data/Images/Anomaly/058","width":1404}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":2.7303602198385355,"radius_px_native":5.706026240678189,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":1,"gaussian_noise":1,"underexposure":1},"dominant_effect":"underexposure","exposure_ev":-0.6686007895998386,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04527209110180314,"sigma_x255":11.544383230959802},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6479697369692394746,"profile":"D2","realization_id":0,"realization_seed":5719203634068700406,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Anomaly__060.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Anomaly/060","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/bad/060","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"f2833ebe3c2b0aef8c8b7d121827c0ab526b2bc3dd2d650e25166875f9b02f7c","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Anomaly/060.JPG","image_path":"pcb2/Data/Images/Anomaly/060.JPG","image_sha256":"f2833ebe3c2b0aef8c8b7d121827c0ab526b2bc3dd2d650e25166875f9b02f7c","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Masks/Anomaly/060.png","mask_path":"pcb2/Data/Masks/Anomaly/060.png","mask_sha256":"9dce23196438f1eede0cb7c9dffc7d007edb833f05fc6873c7608836dba22c61","official_split":"test","source_id":"pcb2/Data/Images/Anomaly/060","width":1404}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":3.9381824521905835,"radius_px_native":8.230185984070165,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7649880076943857306,"profile":"B3","realization_id":0,"realization_seed":4577809349687502742,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Anomaly__061.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Anomaly/061","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/bad/061","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"c685710337256c764b20cff7292ec37eed0a6ff47d85c32dcde3daa2d15bc2ec","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Anomaly/061.JPG","image_path":"pcb2/Data/Images/Anomaly/061.JPG","image_sha256":"c685710337256c764b20cff7292ec37eed0a6ff47d85c32dcde3daa2d15bc2ec","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Masks/Anomaly/061.png","mask_path":"pcb2/Data/Masks/Anomaly/061.png","mask_sha256":"5a849f0f69c7ad92c91228492494dae5b3109e6e3abc9d6d511c725c50337ada","official_split":"test","source_id":"pcb2/Data/Images/Anomaly/061","width":1404}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":5.241976185338793,"radius_px_native":10.95491116857912,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":9167673986671372157,"profile":"B3","realization_id":0,"realization_seed":2924774554979837960,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Anomaly__068.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Anomaly/068","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/bad/068","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"1eea67f5451ac604fdc0aebc34d8f54889d3101e02234673c6dbf71a94632ff7","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Anomaly/068.JPG","image_path":"pcb2/Data/Images/Anomaly/068.JPG","image_sha256":"1eea67f5451ac604fdc0aebc34d8f54889d3101e02234673c6dbf71a94632ff7","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Masks/Anomaly/068.png","mask_path":"pcb2/Data/Masks/Anomaly/068.png","mask_sha256":"3d5ba3cd795919056e1518768fe6dd3989920a7745f5f6a6ebd06371259e783b","official_split":"test","source_id":"pcb2/Data/Images/Anomaly/068","width":1404}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":2.5596394651900374,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":15.388121349172431,"length_px_native":32.15876922580957,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6792372581937452717,"profile":"B4","realization_id":0,"realization_seed":798515127886996233,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Anomaly__080.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Anomaly/080","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/bad/080","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"65562ae12fd17b2dde339e9e87238b432aa6889e0caac948c0969d18d7c1047a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Anomaly/080.JPG","image_path":"pcb2/Data/Images/Anomaly/080.JPG","image_sha256":"65562ae12fd17b2dde339e9e87238b432aa6889e0caac948c0969d18d7c1047a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Masks/Anomaly/080.png","mask_path":"pcb2/Data/Masks/Anomaly/080.png","mask_sha256":"192104fd4ae9be8da3f7d1fbc9036d416c8086034eff6d6b5e25a5112dc0cb4d","official_split":"test","source_id":"pcb2/Data/Images/Anomaly/080","width":1404}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":3.3516488856060023,"radius_px_native":7.004422475778169,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6644715901446267202,"profile":"B3","realization_id":0,"realization_seed":2769419046151376297,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Anomaly__082.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Anomaly/082","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/bad/082","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"2acdf853d45bce30ec45c5bc7b2f67c36555e822e33db757d03bde20538695da","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Anomaly/082.JPG","image_path":"pcb2/Data/Images/Anomaly/082.JPG","image_sha256":"2acdf853d45bce30ec45c5bc7b2f67c36555e822e33db757d03bde20538695da","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Masks/Anomaly/082.png","mask_path":"pcb2/Data/Masks/Anomaly/082.png","mask_sha256":"2238b5298761256fc186be0958178b03113b04da43b9b82b2318ea1a21159a2c","official_split":"test","source_id":"pcb2/Data/Images/Anomaly/082","width":1404}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.4495818196506165,"aniso_ratio":2.477063851141101,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":5.017338227031563,"sigma_major_px_native":10.485452935397992,"sigma_minor_px_at_512":2.0255183267561883,"sigma_minor_px_native":4.233016815681878,"sigma_px_at_512":5.017338227031563,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":4,"jpeg":4,"overexposure":5},"dominant_effect":"overexposure","exposure_ev":1.8566330668664701,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":38},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1537591553104737201,"profile":"D4","realization_id":0,"realization_seed":1460544480877136624,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Anomaly__085.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Anomaly/085","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/bad/085","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"909980734853582784a024ba7191b0e9a916c7f8a6c5015efebc2839140d3731","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Anomaly/085.JPG","image_path":"pcb2/Data/Images/Anomaly/085.JPG","image_sha256":"909980734853582784a024ba7191b0e9a916c7f8a6c5015efebc2839140d3731","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Masks/Anomaly/085.png","mask_path":"pcb2/Data/Masks/Anomaly/085.png","mask_sha256":"5e24ac4a1d35181495fc36833d6731002ac9d21ebec57cc7cc1f1cdc951dc668","official_split":"test","source_id":"pcb2/Data/Images/Anomaly/085","width":1404}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":2.6787115235541816,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":14.593186969471503,"length_px_native":30.497480580731462,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05191817563183295,"sigma_x255":13.239134786117402},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5110523943577681530,"profile":"D1","realization_id":0,"realization_seed":5723183866736672491,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Anomaly__090.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Anomaly/090","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/bad/090","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"220730e2d5953a49db277fff8ac0ef2fe1d90dc1140ee99b38bb3a01141d156d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Anomaly/090.JPG","image_path":"pcb2/Data/Images/Anomaly/090.JPG","image_sha256":"220730e2d5953a49db277fff8ac0ef2fe1d90dc1140ee99b38bb3a01141d156d","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Masks/Anomaly/090.png","mask_path":"pcb2/Data/Masks/Anomaly/090.png","mask_sha256":"f0b2796c89f280fd66b54ba96c1375cafda796fce2278ea371a78f0ae79df035","official_split":"test","source_id":"pcb2/Data/Images/Anomaly/090","width":1404}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":3.1012920824931776,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":16.78638579257687,"length_px_native":35.080923433705564,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7941030566112338143,"profile":"B4","realization_id":0,"realization_seed":8539317040481970787,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Anomaly__092.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Anomaly/092","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/bad/092","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"ae5d8f1c2120b1d5f4c8f6244a97c218463dd0beaa684e5d91f454f6ae980f95","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Anomaly/092.JPG","image_path":"pcb2/Data/Images/Anomaly/092.JPG","image_sha256":"ae5d8f1c2120b1d5f4c8f6244a97c218463dd0beaa684e5d91f454f6ae980f95","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Masks/Anomaly/092.png","mask_path":"pcb2/Data/Masks/Anomaly/092.png","mask_sha256":"29c69c0280fbd7825c7ef5bf960156c9cb6f584592f835f5201957b375d0fcde","official_split":"test","source_id":"pcb2/Data/Images/Anomaly/092","width":1404}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":1.2339673805389901,"aniso_ratio":2.8107381901796336,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.2841817294738433,"sigma_major_px_native":6.863426661205103,"sigma_minor_px_at_512":1.1684409956602724,"sigma_minor_px_native":2.4418591120243978,"sigma_px_at_512":3.2841817294738433,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1475358303997096668,"profile":"B2","realization_id":0,"realization_seed":3508354472904070539,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Anomaly__094.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Anomaly/094","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/bad/094","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1070,"identity_group":"50ce6bfc29c44835997be18c08f51e91bac4f2919656fa814df6128f6b9e9a25","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Anomaly/094.JPG","image_path":"pcb2/Data/Images/Anomaly/094.JPG","image_sha256":"50ce6bfc29c44835997be18c08f51e91bac4f2919656fa814df6128f6b9e9a25","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Masks/Anomaly/094.png","mask_path":"pcb2/Data/Masks/Anomaly/094.png","mask_sha256":"c971b33fc2a9d5c08cf9e996ea4b9fa468aa23e7b818c068c18988cd93260321","official_split":"test","source_id":"pcb2/Data/Images/Anomaly/094","width":1404}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":1},"dominant_effect":"underexposure","exposure_ev":-0.6199852912902049,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6672515807246529777,"profile":"C2","realization_id":0,"realization_seed":5161743551217797642,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Normal__0159.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Normal/0159","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/good/0159","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"75fbe3313fa5f7dfe399d80d0061f935dbdf38c1c5d5f0eec42ff9a2c07ab664","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Normal/0159.JPG","image_path":"pcb2/Data/Images/Normal/0159.JPG","image_sha256":"75fbe3313fa5f7dfe399d80d0061f935dbdf38c1c5d5f0eec42ff9a2c07ab664","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb2/Data/Images/Normal/0159","width":1404}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":4.68801793190246,"radius_px_native":9.797224974874283,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3,"gaussian_noise":2,"underexposure":2},"dominant_effect":"disk_defocus","exposure_ev":-0.8889646586978671,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04756269869986342,"sigma_x255":12.128488168465172},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3259108461015120122,"profile":"D2","realization_id":0,"realization_seed":2512918281874923136,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Normal__0170.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Normal/0170","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/good/0170","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"2f93b51a7065d84fac39d3939b57241f436fa4139e2067352c643709034a2282","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Normal/0170.JPG","image_path":"pcb2/Data/Images/Normal/0170.JPG","image_sha256":"2f93b51a7065d84fac39d3939b57241f436fa4139e2067352c643709034a2282","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb2/Data/Images/Normal/0170","width":1404}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.1532241794629372,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1770147472037552730,"profile":"C2","realization_id":0,"realization_seed":7173942651769045693,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Normal__0178.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Normal/0178","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/good/0178","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"770182b3497e3dcf610a1a32bc1e63d32af91384a6e29cde07e5b7236c054714","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Normal/0178.JPG","image_path":"pcb2/Data/Images/Normal/0178.JPG","image_sha256":"770182b3497e3dcf610a1a32bc1e63d32af91384a6e29cde07e5b7236c054714","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb2/Data/Images/Normal/0178","width":1404}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":3.5888892779917,"sigma_minor_px_native":null,"sigma_px_at_512":1.7173002900296732,"sigma_px_native":3.5888892779917},"blur_kind":null,"component_tiers":{"downsample_restore":1,"isotropic_gaussian":1,"jpeg":1},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":76},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3786486189385082490,"profile":"D3","realization_id":0,"realization_seed":1043930615705669550,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.3390640585624147},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Normal__0196.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Normal/0196","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/good/0196","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"54c2085f4c608bd74ff492c3d249e28662370a2a7cb8513942e89eb52d8dfa77","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Normal/0196.JPG","image_path":"pcb2/Data/Images/Normal/0196.JPG","image_sha256":"54c2085f4c608bd74ff492c3d249e28662370a2a7cb8513942e89eb52d8dfa77","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb2/Data/Images/Normal/0196","width":1404}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.769995173702183,"sigma_minor_px_native":null,"sigma_px_at_512":3.2394743261079606,"sigma_px_native":6.769995173702183},"blur_kind":null,"component_tiers":{"isotropic_gaussian":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5398419356301230246,"profile":"B1","realization_id":0,"realization_seed":8243499820032979986,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Normal__0294.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Normal/0294","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/good/0294","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"7bc4a46873d61d53eb1a0fcf16e22854e48cd7bc6957df6662fc497156703666","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Normal/0294.JPG","image_path":"pcb2/Data/Images/Normal/0294.JPG","image_sha256":"7bc4a46873d61d53eb1a0fcf16e22854e48cd7bc6957df6662fc497156703666","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb2/Data/Images/Normal/0294","width":1404}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.5644618644245025,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":20.05708371983085,"length_px_native":41.91617105511525,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"jpeg":3,"linear_motion":4,"underexposure":3},"dominant_effect":"linear_motion","exposure_ev":-1.154873572787332,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":46},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.0774284702619546,"sigma_x255":19.744259916798423},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":435971325442166992,"profile":"D5","realization_id":0,"realization_seed":1840256256657241887,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Normal__0297.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Normal/0297","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/good/0297","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"55c0e143669ca3cc5b2904e8f93b97a787b608af445d247fabf8ca10f8c7c766","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Normal/0297.JPG","image_path":"pcb2/Data/Images/Normal/0297.JPG","image_sha256":"55c0e143669ca3cc5b2904e8f93b97a787b608af445d247fabf8ca10f8c7c766","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb2/Data/Images/Normal/0297","width":1404}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.7027780597133607,"aniso_ratio":2.2677902355258164,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.0567607092378717,"sigma_major_px_native":4.298308513446333,"sigma_minor_px_at_512":0.9069448651016814,"sigma_minor_px_native":1.8953730579273418,"sigma_px_at_512":2.0567607092378717,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":1,"jpeg":1,"overexposure":2},"dominant_effect":"overexposure","exposure_ev":0.7654796549393308,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":79},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8334913088820293365,"profile":"D4","realization_id":0,"realization_seed":2962948202627225107,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Normal__0303.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Normal/0303","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/good/0303","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"39f8368450fca09c41c622d792e6d7a7dd7082889cfd98f92e986ac7ebf9fb39","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Normal/0303.JPG","image_path":"pcb2/Data/Images/Normal/0303.JPG","image_sha256":"39f8368450fca09c41c622d792e6d7a7dd7082889cfd98f92e986ac7ebf9fb39","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb2/Data/Images/Normal/0303","width":1404}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":1.7848830116862402,"aniso_ratio":2.2544146033500425,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.97592188240961,"sigma_major_px_native":8.309055496441959,"sigma_minor_px_at_512":1.7636160963921281,"sigma_minor_px_native":3.6856820764444866,"sigma_px_at_512":3.97592188240961,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8165054127892402734,"profile":"B2","realization_id":0,"realization_seed":137886515828167300,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Normal__0333.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Normal/0333","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/good/0333","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"06b9d4050515a96c757604f7fd811ddea942f8424e8c1b79850a999ed5c0c63f","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Normal/0333.JPG","image_path":"pcb2/Data/Images/Normal/0333.JPG","image_sha256":"06b9d4050515a96c757604f7fd811ddea942f8424e8c1b79850a999ed5c0c63f","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb2/Data/Images/Normal/0333","width":1404}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.7421694546964004,"aniso_ratio":1.8482465437507107,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.3509046930823803,"sigma_major_px_native":4.913023479683881,"sigma_minor_px_at_512":1.271964879918892,"sigma_minor_px_native":2.6582078545179977,"sigma_px_at_512":2.3509046930823803,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":1,"downsample_restore":1,"gaussian_noise":1,"jpeg":1},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":78},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04408353337605758,"sigma_x255":11.241301010894684},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6715425959871744476,"profile":"D6","realization_id":0,"realization_seed":2766784403005325442,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.4227194543742978},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Normal__0363.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Normal/0363","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/good/0363","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"58da046e75b7a18fbe965ce9cbd932c5fcb3df9cb9be8550f223dd6f83458997","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Normal/0363.JPG","image_path":"pcb2/Data/Images/Normal/0363.JPG","image_sha256":"58da046e75b7a18fbe965ce9cbd932c5fcb3df9cb9be8550f223dd6f83458997","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb2/Data/Images/Normal/0363","width":1404}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":50},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5921822067736047662,"profile":"C4","realization_id":0,"realization_seed":9212015713995572875,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Normal__0490.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Normal/0490","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/good/0490","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"6d020daf25be5ad5eab49e75baa980a09d5e96f6715a54ea6252a19188b4e61d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Normal/0490.JPG","image_path":"pcb2/Data/Images/Normal/0490.JPG","image_sha256":"6d020daf25be5ad5eab49e75baa980a09d5e96f6715a54ea6252a19188b4e61d","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb2/Data/Images/Normal/0490","width":1404}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":3.141318641848448,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":22.881765745594258,"length_px_native":47.81931513239425,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":4,"jpeg":4,"linear_motion":5,"underexposure":4},"dominant_effect":"linear_motion","exposure_ev":-1.625572603275489,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":38},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.10099039924579874,"sigma_x255":25.752551807678678},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8253969640030681530,"profile":"D5","realization_id":0,"realization_seed":2362543680793595255,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Normal__0518.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Normal/0518","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/good/0518","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"3fc31adf0606a519822311134f6fae923df37d8a8bc5f321ffa1be76b03275f7","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Normal/0518.JPG","image_path":"pcb2/Data/Images/Normal/0518.JPG","image_sha256":"3fc31adf0606a519822311134f6fae923df37d8a8bc5f321ffa1be76b03275f7","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb2/Data/Images/Normal/0518","width":1404}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.545377929510941,"sigma_minor_px_native":null,"sigma_px_at_512":2.6534892522519646,"sigma_px_native":5.545377929510941},"blur_kind":null,"component_tiers":{"isotropic_gaussian":2},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1890583827428516659,"profile":"B1","realization_id":0,"realization_seed":3942131214530189424,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Normal__0631.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Normal/0631","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/good/0631","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"1e56f4e9d4ac43f590d76dc1a2224ec5735139a720b0b8777c2ae7d2c063c884","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Normal/0631.JPG","image_path":"pcb2/Data/Images/Normal/0631.JPG","image_sha256":"1e56f4e9d4ac43f590d76dc1a2224ec5735139a720b0b8777c2ae7d2c063c884","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb2/Data/Images/Normal/0631","width":1404}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":2},"dominant_effect":"underexposure","exposure_ev":-0.8457317326488343,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6446452632941186907,"profile":"C2","realization_id":0,"realization_seed":6402714106374624856,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Normal__0648.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Normal/0648","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/good/0648","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"e427ab53ab40eec3c3ab4f659bb9e819b56d9dc54f0d8e5c3e7ef4ff95c98e90","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Normal/0648.JPG","image_path":"pcb2/Data/Images/Normal/0648.JPG","image_sha256":"e427ab53ab40eec3c3ab4f659bb9e819b56d9dc54f0d8e5c3e7ef4ff95c98e90","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb2/Data/Images/Normal/0648","width":1404}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":2.5649124539132844,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":17.96794547100211,"length_px_native":37.550198542914565,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":5,"linear_motion":4},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.10489711608708617,"sigma_x255":26.748764602206972},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7660544204984765358,"profile":"D1","realization_id":0,"realization_seed":2368323728462002373,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Normal__0657.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Normal/0657","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/good/0657","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"5794ab99f496fad1253eb38687e53d48c9b4bfb7d45498a394e7c6fb9aeab0ad","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Normal/0657.JPG","image_path":"pcb2/Data/Images/Normal/0657.JPG","image_sha256":"5794ab99f496fad1253eb38687e53d48c9b4bfb7d45498a394e7c6fb9aeab0ad","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb2/Data/Images/Normal/0657","width":1404}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":4},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":43},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1353881170380074484,"profile":"C4","realization_id":0,"realization_seed":3314849603535667394,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Normal__0705.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Normal/0705","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/good/0705","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"b323efbdd63fd2096cf42e733e195a72ecd34c66378c05be8eabf42c9e13f250","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Normal/0705.JPG","image_path":"pcb2/Data/Images/Normal/0705.JPG","image_sha256":"b323efbdd63fd2096cf42e733e195a72ecd34c66378c05be8eabf42c9e13f250","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb2/Data/Images/Normal/0705","width":1404}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":4.235666373364268,"radius_px_native":8.85188089746048,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3,"gaussian_noise":4,"underexposure":3},"dominant_effect":"gaussian_noise","exposure_ev":-1.3341200825822135,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.10068896986068446,"sigma_x255":25.675687314474537},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2241386635191959435,"profile":"D2","realization_id":0,"realization_seed":2509333242902988437,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Normal__0739.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Normal/0739","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/good/0739","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"c29c28f2991bc85f3bc319eaffcadcd3ca039e1de5d1c46eaca7fd5f5d5a474e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Normal/0739.JPG","image_path":"pcb2/Data/Images/Normal/0739.JPG","image_sha256":"c29c28f2991bc85f3bc319eaffcadcd3ca039e1de5d1c46eaca7fd5f5d5a474e","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb2/Data/Images/Normal/0739","width":1404}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.6919541858236506,"aniso_ratio":2.6147763988477943,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.882810716480007,"sigma_major_px_native":6.024623958268765,"sigma_minor_px_at_512":1.1025075481598818,"sigma_minor_px_native":2.304068508849753,"sigma_px_at_512":2.882810716480007,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":2,"downsample_restore":2,"gaussian_noise":3,"jpeg":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":59},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06300351846349252,"sigma_x255":16.06589720819059},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1239592454064018170,"profile":"D6","realization_id":0,"realization_seed":915605343106127922,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.5082743047659077},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Normal__0869.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Normal/0869","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/good/0869","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"62f63706e69f6c534b2b6cf5f35a77f9aefbe7018c582087386929d3a4df77fd","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Normal/0869.JPG","image_path":"pcb2/Data/Images/Normal/0869.JPG","image_sha256":"62f63706e69f6c534b2b6cf5f35a77f9aefbe7018c582087386929d3a4df77fd","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb2/Data/Images/Normal/0869","width":1404}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":2.536608852576612,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":8.947374657287206,"length_px_native":18.698615006440058,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":1},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":736215656342598739,"profile":"B4","realization_id":0,"realization_seed":7375677508138498029,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Normal__0940.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Normal/0940","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/good/0940","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"12ed9899e65db98ecc1adc4a5d5fa179fc1fe4fbed5f77ff5177ae403b959b74","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Normal/0940.JPG","image_path":"pcb2/Data/Images/Normal/0940.JPG","image_sha256":"12ed9899e65db98ecc1adc4a5d5fa179fc1fe4fbed5f77ff5177ae403b959b74","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb2/Data/Images/Normal/0940","width":1404}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":3},"dominant_effect":"overexposure","exposure_ev":1.253408018560065,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4145540547303248325,"profile":"C3","realization_id":0,"realization_seed":2879751553837529609,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Normal__0964.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Normal/0964","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/good/0964","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"4139be7d3882a82d9f3c3b314b36ca50a96bb284c4b245973e6a0ae45a9cf340","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Normal/0964.JPG","image_path":"pcb2/Data/Images/Normal/0964.JPG","image_sha256":"4139be7d3882a82d9f3c3b314b36ca50a96bb284c4b245973e6a0ae45a9cf340","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb2/Data/Images/Normal/0964","width":1404}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06501550896536369,"sigma_x255":16.578954786167742},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":729874414348516278,"profile":"C1","realization_id":0,"realization_seed":8993337746635266371,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.08984375,"track":"core"},"output":{"path":"visa/pcb2/visa__pcb2__Data__Images__Normal__0986.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb2/Data/Images/Normal/0986","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb2","compat_id":"pcb2/test/good/0986","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1070,"identity_group":"2b22d57f94b03283b274141bebddcc1449eb7c632be629ff128a0976aaf9eebc","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb2/Data/Images/Normal/0986.JPG","image_path":"pcb2/Data/Images/Normal/0986.JPG","image_sha256":"2b22d57f94b03283b274141bebddcc1449eb7c632be629ff128a0976aaf9eebc","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb2/Data/Images/Normal/0986","width":1404}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":0.18644289157584779,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":16.186550392067254,"length_px_native":30.3497819851261,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":4,"linear_motion":3},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08895463763722955,"sigma_x255":22.683432597493535},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8950071041312881401,"profile":"D1","realization_id":0,"realization_seed":5670853075879817372,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Anomaly__000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Anomaly/000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/bad/000","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":960,"identity_group":"79ac7a187be52277077c7d09432c2d71611517e957165b99d12c2138d12f84c9","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Anomaly/000.JPG","image_path":"pcb3/Data/Images/Anomaly/000.JPG","image_sha256":"79ac7a187be52277077c7d09432c2d71611517e957165b99d12c2138d12f84c9","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Masks/Anomaly/000.png","mask_path":"pcb3/Data/Masks/Anomaly/000.png","mask_sha256":"77397fce0cd92dfb3844ec17daf26ad9eefebde83a8fd58e2414964d8da1a17a","official_split":"test","source_id":"pcb3/Data/Images/Anomaly/000","width":1562}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":1.5026689777923117,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":7.458433243691637,"length_px_native":13.984562331921818,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1,"linear_motion":1},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03172305426903508,"sigma_x255":8.089378838603945},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8439707852899395481,"profile":"D1","realization_id":0,"realization_seed":7401612364382992943,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Anomaly__003.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Anomaly/003","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/bad/003","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":960,"identity_group":"91333df3645a7a0c7860d5b7b3dffae8b7ac34f56338655743582c3edf5b7c88","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Anomaly/003.JPG","image_path":"pcb3/Data/Images/Anomaly/003.JPG","image_sha256":"91333df3645a7a0c7860d5b7b3dffae8b7ac34f56338655743582c3edf5b7c88","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Masks/Anomaly/003.png","mask_path":"pcb3/Data/Masks/Anomaly/003.png","mask_sha256":"3ad434e0fda2a499b7c52b016428236779e91e54f1be8c3a6162f7f527f8af30","official_split":"test","source_id":"pcb3/Data/Images/Anomaly/003","width":1562}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.8357727644431803,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":15.59327050798502,"length_px_native":29.237382202471913,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"jpeg":4,"linear_motion":3,"underexposure":3},"dominant_effect":"jpeg","exposure_ev":-1.3128405045552833,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":45},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07022241397010671,"sigma_x255":17.90671556237721},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6701393285656723011,"profile":"D5","realization_id":0,"realization_seed":1122854421723254814,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Anomaly__007.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Anomaly/007","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/bad/007","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":960,"identity_group":"5e0a9526e287c73026f7c21372e5726251e9761b77a8f76ea13d285e891ecfca","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Anomaly/007.JPG","image_path":"pcb3/Data/Images/Anomaly/007.JPG","image_sha256":"5e0a9526e287c73026f7c21372e5726251e9761b77a8f76ea13d285e891ecfca","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Masks/Anomaly/007.png","mask_path":"pcb3/Data/Masks/Anomaly/007.png","mask_sha256":"0db1fe168d2e954eb7262e7d42a3144533a3470eac15973c5bd1de12ad228665","official_split":"test","source_id":"pcb3/Data/Images/Anomaly/007","width":1562}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.5276724266450135,"aniso_ratio":2.2571677848225744,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.5270734037365132,"sigma_major_px_native":4.738262632005962,"sigma_minor_px_at_512":1.1195771181605603,"sigma_minor_px_native":2.09920709655105,"sigma_px_at_512":2.5270734037365132,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":1,"jpeg":1,"overexposure":1},"dominant_effect":"jpeg","exposure_ev":0.4607069365934049,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":73},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4575895725667032142,"profile":"D4","realization_id":0,"realization_seed":2505700805805276758,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Anomaly__027.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Anomaly/027","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/bad/027","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":960,"identity_group":"539f665c496b593688698664cce8d3f956f779c769f1eeb77a2e27e6ee1706a2","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Anomaly/027.JPG","image_path":"pcb3/Data/Images/Anomaly/027.JPG","image_sha256":"539f665c496b593688698664cce8d3f956f779c769f1eeb77a2e27e6ee1706a2","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Masks/Anomaly/027.png","mask_path":"pcb3/Data/Masks/Anomaly/027.png","mask_sha256":"f788778c9ac23515d7637622b49f272cfad03fe249147dca7606d271240ebfbe","official_split":"test","source_id":"pcb3/Data/Images/Anomaly/027","width":1562}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":0.764389688481919,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":13.596925076320428,"length_px_native":25.494234518100804,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05920802115351367,"sigma_x255":15.098045394145984},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":804034673215480633,"profile":"D1","realization_id":0,"realization_seed":6310357291025688913,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Anomaly__028.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Anomaly/028","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/bad/028","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":960,"identity_group":"107e529a007c7d4932c4f26f0087a618aab92f4ba46181557ecef592b8b55eb2","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Anomaly/028.JPG","image_path":"pcb3/Data/Images/Anomaly/028.JPG","image_sha256":"107e529a007c7d4932c4f26f0087a618aab92f4ba46181557ecef592b8b55eb2","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Masks/Anomaly/028.png","mask_path":"pcb3/Data/Masks/Anomaly/028.png","mask_sha256":"1849439a54f91d33dd66aeb15e0f4573cd84d3f48243e88d3742f5da3e0ffbb3","official_split":"test","source_id":"pcb3/Data/Images/Anomaly/028","width":1562}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.2386683491202048,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":11.567902253154717,"length_px_native":21.689816724665093,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"jpeg":2,"linear_motion":2,"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.276963565531726,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":66},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06149551115607322,"sigma_x255":15.681355344798671},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2612436715405426403,"profile":"D5","realization_id":0,"realization_seed":7201696207561192047,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Anomaly__044.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Anomaly/044","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/bad/044","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":960,"identity_group":"e39f71efbe53cd5825c8c3d713be6ae339ae1fa1e39240e422998f4d32cf3e73","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Anomaly/044.JPG","image_path":"pcb3/Data/Images/Anomaly/044.JPG","image_sha256":"e39f71efbe53cd5825c8c3d713be6ae339ae1fa1e39240e422998f4d32cf3e73","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Masks/Anomaly/044.png","mask_path":"pcb3/Data/Masks/Anomaly/044.png","mask_sha256":"f052e6eb575735c279df2bb647ffc827b59bbaface880f41188e0857bb982a46","official_split":"test","source_id":"pcb3/Data/Images/Anomaly/044","width":1562}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.846224963894024,"sigma_minor_px_native":null,"sigma_px_at_512":3.117986647410146,"sigma_px_native":5.846224963894024},"blur_kind":null,"component_tiers":{"downsample_restore":2,"isotropic_gaussian":3,"jpeg":2},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":61},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2181490854660564414,"profile":"D3","realization_id":0,"realization_seed":8602179722075997446,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.5819800383657423},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Anomaly__051.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Anomaly/051","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/bad/051","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":960,"identity_group":"8fdd8e3d6d285b3633783af4ab056567090d695bf71830c16e21f1f90ef31c40","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Anomaly/051.JPG","image_path":"pcb3/Data/Images/Anomaly/051.JPG","image_sha256":"8fdd8e3d6d285b3633783af4ab056567090d695bf71830c16e21f1f90ef31c40","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Masks/Anomaly/051.png","mask_path":"pcb3/Data/Masks/Anomaly/051.png","mask_sha256":"6c2ace73314f97d2826e3095153525baeafc96a7adf6fb2a060726b96fecb70e","official_split":"test","source_id":"pcb3/Data/Images/Anomaly/051","width":1562}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":5.745691180377703,"radius_px_native":10.773170963208193,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":4,"gaussian_noise":3,"underexposure":3},"dominant_effect":"disk_defocus","exposure_ev":-1.2089504341140103,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08497519376816336,"sigma_x255":21.668674410881657},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8728815619682751645,"profile":"D2","realization_id":0,"realization_seed":6928974128497307700,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Anomaly__060.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Anomaly/060","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/bad/060","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":960,"identity_group":"95c71d3a3167d9dba0e86061b5807e1b55ba1bb158881467d00834aa5eb49727","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Anomaly/060.JPG","image_path":"pcb3/Data/Images/Anomaly/060.JPG","image_sha256":"95c71d3a3167d9dba0e86061b5807e1b55ba1bb158881467d00834aa5eb49727","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Masks/Anomaly/060.png","mask_path":"pcb3/Data/Masks/Anomaly/060.png","mask_sha256":"6124e16b2bb832b7f5ded35bc75589cb5709cf45274a15461cec7253603926fa","official_split":"test","source_id":"pcb3/Data/Images/Anomaly/060","width":1562}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.94906841668326,"sigma_minor_px_native":null,"sigma_px_at_512":2.6395031555644053,"sigma_px_native":4.94906841668326},"blur_kind":null,"component_tiers":{"downsample_restore":3,"isotropic_gaussian":2,"jpeg":2},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":68},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":406553482597175695,"profile":"D3","realization_id":0,"realization_seed":2852437000286035069,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.9093724711020006},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Anomaly__061.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Anomaly/061","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/bad/061","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":960,"identity_group":"3d40e07bb43ad035df95ff13f1c39134d67fa47daaa2106c5e7f4b18226381b3","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Anomaly/061.JPG","image_path":"pcb3/Data/Images/Anomaly/061.JPG","image_sha256":"3d40e07bb43ad035df95ff13f1c39134d67fa47daaa2106c5e7f4b18226381b3","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Masks/Anomaly/061.png","mask_path":"pcb3/Data/Masks/Anomaly/061.png","mask_sha256":"9d493d5e8f84f423469dbfdd5d9046a64ce4f44fa4b1c91403662b009fd0cd10","official_split":"test","source_id":"pcb3/Data/Images/Anomaly/061","width":1562}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.2027405718184758,"aniso_ratio":2.1609831114653306,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.239870753188727,"sigma_major_px_native":6.074757662228864,"sigma_minor_px_at_512":1.4992577850327664,"sigma_minor_px_native":2.811108346936437,"sigma_px_at_512":3.239870753188727,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":2,"downsample_restore":1,"gaussian_noise":1,"jpeg":1},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":79},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03458549523870313,"sigma_x255":8.819301285869297},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1591988286348707885,"profile":"D6","realization_id":0,"realization_seed":4910322951473628527,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.3239986436265396},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Anomaly__067.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Anomaly/067","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/bad/067","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":960,"identity_group":"dedb53904e1fd89531a0383dafc17d5cf9bfd7d5df8417cbce63f8ce78fca217","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Anomaly/067.JPG","image_path":"pcb3/Data/Images/Anomaly/067.JPG","image_sha256":"dedb53904e1fd89531a0383dafc17d5cf9bfd7d5df8417cbce63f8ce78fca217","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Masks/Anomaly/067.png","mask_path":"pcb3/Data/Masks/Anomaly/067.png","mask_sha256":"0bd7376c12268477e0d4e01fa815fd5907186f30914e984c8343486f35e9b6da","official_split":"test","source_id":"pcb3/Data/Images/Anomaly/067","width":1562}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":8.22189398709725,"sigma_minor_px_native":null,"sigma_px_at_512":4.385010126451866,"sigma_px_native":8.22189398709725},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":4,"gaussian_noise":5,"isotropic_gaussian":4,"jpeg":4},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":38},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.10311189377254357,"sigma_x255":26.29353291199861},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7237897274387135177,"profile":"D6","realization_id":0,"realization_seed":1834783637382787384,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":true,"factor":2.214872310291336},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Anomaly__068.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Anomaly/068","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/bad/068","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":960,"identity_group":"67d4c416a7fc6ab9d159ed3c9bebd07da763f8dd5954de96f46cbb4dd0691849","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Anomaly/068.JPG","image_path":"pcb3/Data/Images/Anomaly/068.JPG","image_sha256":"67d4c416a7fc6ab9d159ed3c9bebd07da763f8dd5954de96f46cbb4dd0691849","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Masks/Anomaly/068.png","mask_path":"pcb3/Data/Masks/Anomaly/068.png","mask_sha256":"39c744ef81a4a4790b03a7127e51ac7da3371a84df59e8cfc53307d22236773e","official_split":"test","source_id":"pcb3/Data/Images/Anomaly/068","width":1562}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":1.0250885034588777,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":16.265546799830716,"length_px_native":30.497900249682594,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3254177406069389517,"profile":"B4","realization_id":0,"realization_seed":7129860101837060442,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Anomaly__070.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Anomaly/070","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/bad/070","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":960,"identity_group":"f78a1481063e16712fce99f76c7ca9b1b2fa61a6f42644aa5c213aaff39fdf5e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Anomaly/070.JPG","image_path":"pcb3/Data/Images/Anomaly/070.JPG","image_sha256":"f78a1481063e16712fce99f76c7ca9b1b2fa61a6f42644aa5c213aaff39fdf5e","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Masks/Anomaly/070.png","mask_path":"pcb3/Data/Masks/Anomaly/070.png","mask_sha256":"84a5d071dbcce593ffdd3d47488c4eaf8cdccc9943f3a77c2a2cb3a2e9a77839","official_split":"test","source_id":"pcb3/Data/Images/Anomaly/070","width":1562}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.2110865562910602,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5235872662183392072,"profile":"C2","realization_id":0,"realization_seed":3558043687133140977,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Anomaly__074.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Anomaly/074","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/bad/074","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":960,"identity_group":"3411d8556855ef7f4253dfde12d7c5802508eee6ba097405b5461a352508d0bf","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Anomaly/074.JPG","image_path":"pcb3/Data/Images/Anomaly/074.JPG","image_sha256":"3411d8556855ef7f4253dfde12d7c5802508eee6ba097405b5461a352508d0bf","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Masks/Anomaly/074.png","mask_path":"pcb3/Data/Masks/Anomaly/074.png","mask_sha256":"b3c2987caf6bc0a277cba63258f22f2f222f51f966bdd8bdf55abd05504d46de","official_split":"test","source_id":"pcb3/Data/Images/Anomaly/074","width":1562}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.759778761477669,"sigma_minor_px_native":null,"sigma_px_at_512":3.071882006121424,"sigma_px_native":5.759778761477669},"blur_kind":null,"component_tiers":{"isotropic_gaussian":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2454638066634955951,"profile":"B1","realization_id":0,"realization_seed":7843360226933404256,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Anomaly__076.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Anomaly/076","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/bad/076","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":960,"identity_group":"21f6b3750479748fb929c34d0ee8da15db74e6329d5098c9365bccb1a187ce62","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Anomaly/076.JPG","image_path":"pcb3/Data/Images/Anomaly/076.JPG","image_sha256":"21f6b3750479748fb929c34d0ee8da15db74e6329d5098c9365bccb1a187ce62","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Masks/Anomaly/076.png","mask_path":"pcb3/Data/Masks/Anomaly/076.png","mask_sha256":"759ca1be632def26072345952926247c03357588f11c5f534821698974897cfd","official_split":"test","source_id":"pcb3/Data/Images/Anomaly/076","width":1562}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.687350671837349,"sigma_minor_px_native":null,"sigma_px_at_512":3.566587024979919,"sigma_px_native":6.687350671837349},"blur_kind":null,"component_tiers":{"downsample_restore":4,"isotropic_gaussian":3,"jpeg":3},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":48},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1061573767450360223,"profile":"D3","realization_id":0,"realization_seed":4474340261474788835,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":true,"factor":2.1752871602212918},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Anomaly__079.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Anomaly/079","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/bad/079","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":960,"identity_group":"a04b2eb6cddc5d172cf17eb9a90739a0cfdfcf78d5e25b1f4c9600e84e96fb39","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Anomaly/079.JPG","image_path":"pcb3/Data/Images/Anomaly/079.JPG","image_sha256":"a04b2eb6cddc5d172cf17eb9a90739a0cfdfcf78d5e25b1f4c9600e84e96fb39","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Masks/Anomaly/079.png","mask_path":"pcb3/Data/Masks/Anomaly/079.png","mask_sha256":"ad68c755886f872add195e908b6a7ea55eb2b7cbbe251f1bf407f33e891ea741","official_split":"test","source_id":"pcb3/Data/Images/Anomaly/079","width":1562}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.781354306886928,"sigma_minor_px_native":null,"sigma_px_at_512":3.0833889636730283,"sigma_px_native":5.781354306886928},"blur_kind":null,"component_tiers":{"isotropic_gaussian":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3840178112497943998,"profile":"B1","realization_id":0,"realization_seed":9213560595293117032,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Anomaly__082.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Anomaly/082","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/bad/082","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":960,"identity_group":"f1ebc8c937de549311597bebc14a90a9c20205aa77766e0b308a7f627d95e706","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Anomaly/082.JPG","image_path":"pcb3/Data/Images/Anomaly/082.JPG","image_sha256":"f1ebc8c937de549311597bebc14a90a9c20205aa77766e0b308a7f627d95e706","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Masks/Anomaly/082.png","mask_path":"pcb3/Data/Masks/Anomaly/082.png","mask_sha256":"52e0ac97fafd411c4d8063711ee7115ec3da45b089f85a9b69b062100f7a45f9","official_split":"test","source_id":"pcb3/Data/Images/Anomaly/082","width":1562}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":1.3443820159021675,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":14.299793003298653,"length_px_native":26.812111881184975,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4254862637832848433,"profile":"B4","realization_id":0,"realization_seed":8874302979755827985,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Anomaly__091.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Anomaly/091","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/bad/091","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":960,"identity_group":"a9096710beb102865b7340b4816252fc33f5378d6f0eb4c0ac4172454e239a23","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Anomaly/091.JPG","image_path":"pcb3/Data/Images/Anomaly/091.JPG","image_sha256":"a9096710beb102865b7340b4816252fc33f5378d6f0eb4c0ac4172454e239a23","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Masks/Anomaly/091.png","mask_path":"pcb3/Data/Masks/Anomaly/091.png","mask_sha256":"31e1e122a4a3277287511c228e48d00d8ee5df9ffaa94ac43945458f95b4450b","official_split":"test","source_id":"pcb3/Data/Images/Anomaly/091","width":1562}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.416322099085594,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":19.918088948589713,"length_px_native":37.346416778605715,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":5,"jpeg":4,"linear_motion":4,"underexposure":4},"dominant_effect":"gaussian_noise","exposure_ev":-1.8879388321636257,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":43},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.10628148784175655,"sigma_x255":27.10177939964792},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6838691494957390238,"profile":"D5","realization_id":0,"realization_seed":632185026539152197,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Anomaly__096.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Anomaly/096","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/bad/096","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":960,"identity_group":"d60544a52f88e643f23697829a78cfd8483b55a3bd0bf668f3434a795b3b7bc0","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Anomaly/096.JPG","image_path":"pcb3/Data/Images/Anomaly/096.JPG","image_sha256":"d60544a52f88e643f23697829a78cfd8483b55a3bd0bf668f3434a795b3b7bc0","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Masks/Anomaly/096.png","mask_path":"pcb3/Data/Masks/Anomaly/096.png","mask_sha256":"706707c9220831237418ebc857fad77bf4daee449a52a25655f8ba7960baff15","official_split":"test","source_id":"pcb3/Data/Images/Anomaly/096","width":1562}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":56},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":227303097447059863,"profile":"C4","realization_id":0,"realization_seed":4535118359363129248,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Anomaly__098.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Anomaly/098","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/bad/098","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":960,"identity_group":"bf84eef05fc4b9d6b6f674bce2ee3eeaa283c6984ed7be3d60d8b13659683875","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Anomaly/098.JPG","image_path":"pcb3/Data/Images/Anomaly/098.JPG","image_sha256":"bf84eef05fc4b9d6b6f674bce2ee3eeaa283c6984ed7be3d60d8b13659683875","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Masks/Anomaly/098.png","mask_path":"pcb3/Data/Masks/Anomaly/098.png","mask_sha256":"918ac19593383c9d80c68325dcfafdc20735c30135df1dbadc297c551ddaf0d4","official_split":"test","source_id":"pcb3/Data/Images/Anomaly/098","width":1562}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":4},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":43},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6257417925613948070,"profile":"C4","realization_id":0,"realization_seed":6433794383869364998,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Anomaly__099.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Anomaly/099","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/bad/099","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":960,"identity_group":"1364d930e81fb9410dcf34c3ff39ebfbb4122a6b457bdf193a88a46dde3c977f","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Anomaly/099.JPG","image_path":"pcb3/Data/Images/Anomaly/099.JPG","image_sha256":"1364d930e81fb9410dcf34c3ff39ebfbb4122a6b457bdf193a88a46dde3c977f","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Masks/Anomaly/099.png","mask_path":"pcb3/Data/Masks/Anomaly/099.png","mask_sha256":"cb79e3b4ff92bbb5c5b7ac611437c5abc2f3c758b4ee46a008e990e666960b48","official_split":"test","source_id":"pcb3/Data/Images/Anomaly/099","width":1562}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":3.01407668669756,"radius_px_native":5.651393787557925,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2236475288522195376,"profile":"B3","realization_id":0,"realization_seed":7099925730061861355,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Normal__0013.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Normal/0013","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/good/0013","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":960,"identity_group":"9ce09bb41941dc3803e6f0c680cd64c653df7f277fc486910bb8f049057d3db0","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Normal/0013.JPG","image_path":"pcb3/Data/Images/Normal/0013.JPG","image_sha256":"9ce09bb41941dc3803e6f0c680cd64c653df7f277fc486910bb8f049057d3db0","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb3/Data/Images/Normal/0013","width":1562}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":3.5792232667114723,"radius_px_native":6.71104362508401,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6640656041130088309,"profile":"B3","realization_id":0,"realization_seed":8844037859829177566,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Normal__0107.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Normal/0107","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/good/0107","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":960,"identity_group":"425e725c86e7a7fc9d8c8fb831cf0ef6cf6f84fe8767257c5aa79fc0686255ec","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Normal/0107.JPG","image_path":"pcb3/Data/Images/Normal/0107.JPG","image_sha256":"425e725c86e7a7fc9d8c8fb831cf0ef6cf6f84fe8767257c5aa79fc0686255ec","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb3/Data/Images/Normal/0107","width":1562}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":0.6042317734664684,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":15.291886840606221,"length_px_native":28.672287826136664,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4055303121691681545,"profile":"B4","realization_id":0,"realization_seed":5058683899204302745,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Normal__0159.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Normal/0159","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/good/0159","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":960,"identity_group":"1a19ccd66ec3f1887bceb88331ee15a2a3344ed63d129f63e2f90fc1b62e60f8","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Normal/0159.JPG","image_path":"pcb3/Data/Images/Normal/0159.JPG","image_sha256":"1a19ccd66ec3f1887bceb88331ee15a2a3344ed63d129f63e2f90fc1b62e60f8","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb3/Data/Images/Normal/0159","width":1562}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.629908999163831,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":9.668107402608605,"length_px_native":18.127701379891136,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1,"jpeg":1,"linear_motion":2,"underexposure":1},"dominant_effect":"linear_motion","exposure_ev":-0.6933602028219275,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":77},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04623733662553195,"sigma_x255":11.790520839510647},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4530055077765320145,"profile":"D5","realization_id":0,"realization_seed":9053448041701882924,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Normal__0172.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Normal/0172","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/good/0172","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":960,"identity_group":"776e0447963c5aceaa2dbd8bce746d4fc1f7792c5af0bac849c4be74725bdcb0","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Normal/0172.JPG","image_path":"pcb3/Data/Images/Normal/0172.JPG","image_sha256":"776e0447963c5aceaa2dbd8bce746d4fc1f7792c5af0bac849c4be74725bdcb0","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb3/Data/Images/Normal/0172","width":1562}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.290475356396973,"aniso_ratio":1.8867885394111206,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.7552691467516865,"sigma_major_px_native":8.916129650159412,"sigma_minor_px_at_512":2.5202978751587275,"sigma_minor_px_native":4.725558515922614,"sigma_px_at_512":4.7552691467516865,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":4,"jpeg":4,"overexposure":5},"dominant_effect":"overexposure","exposure_ev":2.0983648960110814,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":40},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1359685700366006994,"profile":"D4","realization_id":0,"realization_seed":9183597227328097866,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Normal__0400.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Normal/0400","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/good/0400","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":960,"identity_group":"1f82ef9fc36ccaa49911a39708ac953115e077bf2495de4cb7b37745dc1a17db","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Normal/0400.JPG","image_path":"pcb3/Data/Images/Normal/0400.JPG","image_sha256":"1f82ef9fc36ccaa49911a39708ac953115e077bf2495de4cb7b37745dc1a17db","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb3/Data/Images/Normal/0400","width":1562}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":1.380372709361565,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":8.040446869038687,"length_px_native":15.075837879447539,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"linear_motion":1},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04955198373904636,"sigma_x255":12.635755853456821},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1161194759432101935,"profile":"D1","realization_id":0,"realization_seed":2575284059605986440,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Normal__0402.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Normal/0402","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/good/0402","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":960,"identity_group":"3ea1c77a073a915d0ee49ec3a8f2a38c5466b6cea604ac59456854b558a85261","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Normal/0402.JPG","image_path":"pcb3/Data/Images/Normal/0402.JPG","image_sha256":"3ea1c77a073a915d0ee49ec3a8f2a38c5466b6cea604ac59456854b558a85261","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb3/Data/Images/Normal/0402","width":1562}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.815153941447133,"sigma_minor_px_native":null,"sigma_px_at_512":2.5680821021051377,"sigma_px_native":4.815153941447133},"blur_kind":null,"component_tiers":{"isotropic_gaussian":2},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5938544208944466205,"profile":"B1","realization_id":0,"realization_seed":3400683943699123622,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Normal__0423.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Normal/0423","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/good/0423","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":960,"identity_group":"ccc56046b54863211682ade4c3fccc11495fabd37aab18c855048651d001c7ff","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Normal/0423.JPG","image_path":"pcb3/Data/Images/Normal/0423.JPG","image_sha256":"ccc56046b54863211682ade4c3fccc11495fabd37aab18c855048651d001c7ff","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb3/Data/Images/Normal/0423","width":1562}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":2.0673120557854725,"radius_px_native":3.876210104597761,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":1,"gaussian_noise":1,"underexposure":1},"dominant_effect":"underexposure","exposure_ev":-0.515808804962375,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.035672749250187534,"sigma_x255":9.096551058797822},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2832082693903410620,"profile":"D2","realization_id":0,"realization_seed":7909757033892154299,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Normal__0490.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Normal/0490","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/good/0490","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":960,"identity_group":"a2b74889553e5084d1074b9cd938b9842227d61e6673d7680436e63c88d371e6","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Normal/0490.JPG","image_path":"pcb3/Data/Images/Normal/0490.JPG","image_sha256":"a2b74889553e5084d1074b9cd938b9842227d61e6673d7680436e63c88d371e6","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb3/Data/Images/Normal/0490","width":1562}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":5.136066605661375,"radius_px_native":9.630124885615079,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":48295958222125939,"profile":"B3","realization_id":0,"realization_seed":8596748738473910364,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Normal__0514.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Normal/0514","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/good/0514","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":960,"identity_group":"7cdcf14faa6c0aa32a19da805e34625cbfc424d5e038f139f6b8ae5d8beef5ee","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Normal/0514.JPG","image_path":"pcb3/Data/Images/Normal/0514.JPG","image_sha256":"7cdcf14faa6c0aa32a19da805e34625cbfc424d5e038f139f6b8ae5d8beef5ee","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb3/Data/Images/Normal/0514","width":1562}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.19557392449113867,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":18.436832374921313,"length_px_native":34.56906070297746,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":4,"jpeg":5,"linear_motion":4,"underexposure":4},"dominant_effect":"jpeg","exposure_ev":-1.6669493903442403,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":32},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.08946471286965108,"sigma_x255":22.813501781761023},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5392689609281679820,"profile":"D5","realization_id":0,"realization_seed":4019748396597367398,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Normal__0525.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Normal/0525","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/good/0525","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":960,"identity_group":"66adf9a466d15d4bd5f90a16a878009502494be9b5a99e0a36b8c5e9fe08eb45","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Normal/0525.JPG","image_path":"pcb3/Data/Images/Normal/0525.JPG","image_sha256":"66adf9a466d15d4bd5f90a16a878009502494be9b5a99e0a36b8c5e9fe08eb45","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb3/Data/Images/Normal/0525","width":1562}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.3833173708611173,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6663063927029141899,"profile":"C2","realization_id":0,"realization_seed":1344376931586276807,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Normal__0617.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Normal/0617","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/good/0617","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":960,"identity_group":"5fc01fa2dcb15638ff093a57ee30bce7cbc1087234f926993b218ce455b7a9fc","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Normal/0617.JPG","image_path":"pcb3/Data/Images/Normal/0617.JPG","image_sha256":"5fc01fa2dcb15638ff093a57ee30bce7cbc1087234f926993b218ce455b7a9fc","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb3/Data/Images/Normal/0617","width":1562}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":4.581219006730967,"radius_px_native":8.589785637620563,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3,"gaussian_noise":2,"underexposure":2},"dominant_effect":"disk_defocus","exposure_ev":-0.8019408041189371,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05873247503164945,"sigma_x255":14.976781133070611},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7707810855672414309,"profile":"D2","realization_id":0,"realization_seed":5518045107048777333,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Normal__0621.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Normal/0621","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/good/0621","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":960,"identity_group":"56c7dbf86b7074d0adb24bfb9f50c6b4f713d32e5b6546ffbf1fa01b5fcc54d1","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Normal/0621.JPG","image_path":"pcb3/Data/Images/Normal/0621.JPG","image_sha256":"56c7dbf86b7074d0adb24bfb9f50c6b4f713d32e5b6546ffbf1fa01b5fcc54d1","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb3/Data/Images/Normal/0621","width":1562}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":2.1226436167940284,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":12.669553972703504,"length_px_native":23.75541369881907,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1,"linear_motion":2},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04337222425779618,"sigma_x255":11.059917185738026},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1971499147444586608,"profile":"D1","realization_id":0,"realization_seed":6373883592719706096,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Normal__0629.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Normal/0629","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/good/0629","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":960,"identity_group":"e846e4d2702b7bf538f1dfb8f6adc531dbaad838df62bbecdc30c8bc95a01e6c","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Normal/0629.JPG","image_path":"pcb3/Data/Images/Normal/0629.JPG","image_sha256":"e846e4d2702b7bf538f1dfb8f6adc531dbaad838df62bbecdc30c8bc95a01e6c","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb3/Data/Images/Normal/0629","width":1562}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.148485690654946,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":17.387497070215147,"length_px_native":32.6015570066534,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"jpeg":3,"linear_motion":4,"underexposure":3},"dominant_effect":"linear_motion","exposure_ev":-1.486218143552557,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":48},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07837031419782338,"sigma_x255":19.984430120444962},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":208424916999070011,"profile":"D5","realization_id":0,"realization_seed":5419146067656488792,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Normal__0674.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Normal/0674","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/good/0674","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":960,"identity_group":"99b78c09777abff34dab1baec1ece5e10062cd852572aadb78748a7a96febdb4","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Normal/0674.JPG","image_path":"pcb3/Data/Images/Normal/0674.JPG","image_sha256":"99b78c09777abff34dab1baec1ece5e10062cd852572aadb78748a7a96febdb4","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb3/Data/Images/Normal/0674","width":1562}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":4.966036448181607,"radius_px_native":9.311318340340513,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3652300486328843017,"profile":"B3","realization_id":0,"realization_seed":8796620950710886607,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Normal__0684.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Normal/0684","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/good/0684","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":960,"identity_group":"8a67244619089a1fb5eab9be018871c2bff0cef66170ac896ba968d622794d47","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Normal/0684.JPG","image_path":"pcb3/Data/Images/Normal/0684.JPG","image_sha256":"8a67244619089a1fb5eab9be018871c2bff0cef66170ac896ba968d622794d47","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb3/Data/Images/Normal/0684","width":1562}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06074219494018636,"sigma_x255":15.489259709747522},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2748241124175285245,"profile":"C1","realization_id":0,"realization_seed":5258292925406155043,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Normal__0725.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Normal/0725","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/good/0725","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":960,"identity_group":"8ae96e083144c4af13e53f4183b0a6e4060562d4db4d512e56d3cca764b21938","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Normal/0725.JPG","image_path":"pcb3/Data/Images/Normal/0725.JPG","image_sha256":"8ae96e083144c4af13e53f4183b0a6e4060562d4db4d512e56d3cca764b21938","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb3/Data/Images/Normal/0725","width":1562}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.549194256439989,"sigma_minor_px_native":null,"sigma_px_at_512":3.492903603434661,"sigma_px_native":6.549194256439989},"blur_kind":null,"component_tiers":{"isotropic_gaussian":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8510630110761727455,"profile":"B1","realization_id":0,"realization_seed":6431403815179254698,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Normal__0892.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Normal/0892","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/good/0892","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":960,"identity_group":"bc142bacbe74f210df56356a8fa110c80e800e32bf8000a97322cbd01745fb4f","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Normal/0892.JPG","image_path":"pcb3/Data/Images/Normal/0892.JPG","image_sha256":"bc142bacbe74f210df56356a8fa110c80e800e32bf8000a97322cbd01745fb4f","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb3/Data/Images/Normal/0892","width":1562}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":2.742691788132403,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":12.844338554628996,"length_px_native":24.083134789929368,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":2},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3411683393595583327,"profile":"B4","realization_id":0,"realization_seed":2992739252300503964,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Normal__0923.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Normal/0923","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/good/0923","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":960,"identity_group":"69028ef04c4d0d3b68d427fd353d97942f9216dc343ace971d37051af97e77c1","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Normal/0923.JPG","image_path":"pcb3/Data/Images/Normal/0923.JPG","image_sha256":"69028ef04c4d0d3b68d427fd353d97942f9216dc343ace971d37051af97e77c1","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb3/Data/Images/Normal/0923","width":1562}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":2},"dominant_effect":"overexposure","exposure_ev":0.7743113266179531,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5066622550731025814,"profile":"C3","realization_id":0,"realization_seed":2261919176998850568,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Normal__0972.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Normal/0972","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/good/0972","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":960,"identity_group":"db062de339bd584d7818ac3ab9172a044f0291f72882cb891acc59a60b504fe9","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Normal/0972.JPG","image_path":"pcb3/Data/Images/Normal/0972.JPG","image_sha256":"db062de339bd584d7818ac3ab9172a044f0291f72882cb891acc59a60b504fe9","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb3/Data/Images/Normal/0972","width":1562}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":3.0689277486482127,"radius_px_native":5.754239528715399,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2,"gaussian_noise":2,"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.384770721722594,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06264613807662266,"sigma_x255":15.974765209538777},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5403928200946341662,"profile":"D2","realization_id":0,"realization_seed":997116655928611114,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":1.875,"track":"core"},"output":{"path":"visa/pcb3/visa__pcb3__Data__Images__Normal__0991.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb3/Data/Images/Normal/0991","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb3","compat_id":"pcb3/test/good/0991","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":960,"identity_group":"526f7543e482c7ae77e7ebfbd74717029c26fda9640a747e5b41c3dce6306d78","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb3/Data/Images/Normal/0991.JPG","image_path":"pcb3/Data/Images/Normal/0991.JPG","image_sha256":"526f7543e482c7ae77e7ebfbd74717029c26fda9640a747e5b41c3dce6306d78","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb3/Data/Images/Normal/0991","width":1562}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":4},"dominant_effect":"underexposure","exposure_ev":-1.8297523058261524,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1274506423770230528,"profile":"C2","realization_id":0,"realization_seed":3522240035102265106,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Anomaly__008.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Anomaly/008","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/bad/008","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1104,"identity_group":"9d22db22650c38ef26986670624f71bfa5847a2f901c1e7edcbe29cc8138103b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Anomaly/008.JPG","image_path":"pcb4/Data/Images/Anomaly/008.JPG","image_sha256":"9d22db22650c38ef26986670624f71bfa5847a2f901c1e7edcbe29cc8138103b","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Masks/Anomaly/008.png","mask_path":"pcb4/Data/Masks/Anomaly/008.png","mask_sha256":"1996d11ab9ac1c4b6b86b241eb080305aaf2b165ed52e3bb21557d54232c384f","official_split":"test","source_id":"pcb4/Data/Images/Anomaly/008","width":1358}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":4},"dominant_effect":"overexposure","exposure_ev":1.4237158216265806,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2107472086964328952,"profile":"C3","realization_id":0,"realization_seed":4959045016030830757,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Anomaly__018.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Anomaly/018","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/bad/018","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1104,"identity_group":"903f0e13d0ede1d996c5f7cdcc21962116befc0f52dc15aa74c419163438854d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Anomaly/018.JPG","image_path":"pcb4/Data/Images/Anomaly/018.JPG","image_sha256":"903f0e13d0ede1d996c5f7cdcc21962116befc0f52dc15aa74c419163438854d","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Masks/Anomaly/018.png","mask_path":"pcb4/Data/Masks/Anomaly/018.png","mask_sha256":"6b9ed387c0fef902e284a490af464778129ae17da170b36e093633055f62c4dc","official_split":"test","source_id":"pcb4/Data/Images/Anomaly/018","width":1358}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.309590686295369,"sigma_minor_px_native":null,"sigma_px_at_512":1.998650753064519,"sigma_px_native":4.309590686295369},"blur_kind":null,"component_tiers":{"isotropic_gaussian":1},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":9084539687978707396,"profile":"B1","realization_id":0,"realization_seed":4258282974165862321,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Anomaly__020.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Anomaly/020","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/bad/020","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1104,"identity_group":"8f4f3d796fdf279dd06b7ab1527ead774bdff6da0822162c060e2622c74480a7","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Anomaly/020.JPG","image_path":"pcb4/Data/Images/Anomaly/020.JPG","image_sha256":"8f4f3d796fdf279dd06b7ab1527ead774bdff6da0822162c060e2622c74480a7","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Masks/Anomaly/020.png","mask_path":"pcb4/Data/Masks/Anomaly/020.png","mask_sha256":"b32c7255c432abd8f4d70901ba1052dda3d1bad49bcb1e6f8cebd94543dc3fef","official_split":"test","source_id":"pcb4/Data/Images/Anomaly/020","width":1358}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":3.905693247021419,"sigma_minor_px_native":null,"sigma_px_at_512":1.8113359986186293,"sigma_px_native":3.905693247021419},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":1,"gaussian_noise":1,"isotropic_gaussian":1,"jpeg":1},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":74},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.0468124776527598,"sigma_x255":11.93718180145375},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7298189677052563469,"profile":"D6","realization_id":0,"realization_seed":6030315639826255845,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.354026693593691},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Anomaly__035.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Anomaly/035","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/bad/035","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1104,"identity_group":"6ba5b35d2aad222266e55eb9a4caac5889146be26e06338407caa467ff3d1eff","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Anomaly/035.JPG","image_path":"pcb4/Data/Images/Anomaly/035.JPG","image_sha256":"6ba5b35d2aad222266e55eb9a4caac5889146be26e06338407caa467ff3d1eff","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Masks/Anomaly/035.png","mask_path":"pcb4/Data/Masks/Anomaly/035.png","mask_sha256":"f606007cec91b36dc3a82ad6c746f82dc721f2a1c73bb05e0672810a1e15c7f5","official_split":"test","source_id":"pcb4/Data/Images/Anomaly/035","width":1358}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.534113628578052,"sigma_minor_px_native":null,"sigma_px_at_512":2.5665454509347487,"sigma_px_native":5.534113628578052},"blur_kind":null,"component_tiers":{"downsample_restore":3,"isotropic_gaussian":2,"jpeg":2},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":63},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5068715090502333420,"profile":"D3","realization_id":0,"realization_seed":9139833139271457521,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.7924386315771812},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Anomaly__039.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Anomaly/039","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/bad/039","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1104,"identity_group":"34b5052c9fcb26dadaa62c1c38f19151af48686aec348dc5693f297e9e8ce30a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Anomaly/039.JPG","image_path":"pcb4/Data/Images/Anomaly/039.JPG","image_sha256":"34b5052c9fcb26dadaa62c1c38f19151af48686aec348dc5693f297e9e8ce30a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Masks/Anomaly/039.png","mask_path":"pcb4/Data/Masks/Anomaly/039.png","mask_sha256":"487c9301fe70a35c4c79b0e4d1f009b2631b0e4e388a47b0271a77f21a97b8c3","official_split":"test","source_id":"pcb4/Data/Images/Anomaly/039","width":1358}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":51},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7474987182315722707,"profile":"C4","realization_id":0,"realization_seed":1635658294373708684,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Anomaly__040.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Anomaly/040","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/bad/040","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1104,"identity_group":"38a3881862e433f38422f6a682e93298f6699dac6e62f1ef0452efb8a55d60b3","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Anomaly/040.JPG","image_path":"pcb4/Data/Images/Anomaly/040.JPG","image_sha256":"38a3881862e433f38422f6a682e93298f6699dac6e62f1ef0452efb8a55d60b3","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Masks/Anomaly/040.png","mask_path":"pcb4/Data/Masks/Anomaly/040.png","mask_sha256":"d9ca72f63323fbb17575b322cea3c9930199e0ebcfaeea0dd48a545251a8974a","official_split":"test","source_id":"pcb4/Data/Images/Anomaly/040","width":1358}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":1.6280515750145215,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":14.536520131241572,"length_px_native":31.34437153298964,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1944434261135206153,"profile":"B4","realization_id":0,"realization_seed":3539249966596836485,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Anomaly__045.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Anomaly/045","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/bad/045","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1104,"identity_group":"a0f1ce92ab04d110f102a0b39abe1d6fd988d3a570cafb11bc2195c6fee15f8e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Anomaly/045.JPG","image_path":"pcb4/Data/Images/Anomaly/045.JPG","image_sha256":"a0f1ce92ab04d110f102a0b39abe1d6fd988d3a570cafb11bc2195c6fee15f8e","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Masks/Anomaly/045.png","mask_path":"pcb4/Data/Masks/Anomaly/045.png","mask_sha256":"ec0c16335baaf20d3889f90ff0f5921c44181d08713376eddd51c01c79546b79","official_split":"test","source_id":"pcb4/Data/Images/Anomaly/045","width":1358}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":7.04367278830202,"radius_px_native":15.187919449776231,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":5},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1744108935871508254,"profile":"B3","realization_id":0,"realization_seed":2023178888119466558,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Anomaly__048.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Anomaly/048","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/bad/048","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1104,"identity_group":"12a20ae2c2bcc5b3e4645ad794af740fd7ac59a6e658d66bda3135d8dc3f4c21","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Anomaly/048.JPG","image_path":"pcb4/Data/Images/Anomaly/048.JPG","image_sha256":"12a20ae2c2bcc5b3e4645ad794af740fd7ac59a6e658d66bda3135d8dc3f4c21","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Masks/Anomaly/048.png","mask_path":"pcb4/Data/Masks/Anomaly/048.png","mask_sha256":"7c9750e208bd942706ba00661a874225f2f026109920a478b3904371de3b7fcf","official_split":"test","source_id":"pcb4/Data/Images/Anomaly/048","width":1358}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.9606065608064271,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":6.748677950348808,"length_px_native":14.551836830439617,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1,"jpeg":2,"linear_motion":1,"underexposure":1},"dominant_effect":"jpeg","exposure_ev":-0.6197074995191825,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":63},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04176676232713551,"sigma_x255":10.650524393419555},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6874964249934806743,"profile":"D5","realization_id":0,"realization_seed":4133563308559338379,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Anomaly__049.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Anomaly/049","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/bad/049","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1104,"identity_group":"d7873fe67f9e5c195504e3fec7d71daeb7818791e3bf4be23b6ec2764fa91d2e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Anomaly/049.JPG","image_path":"pcb4/Data/Images/Anomaly/049.JPG","image_sha256":"d7873fe67f9e5c195504e3fec7d71daeb7818791e3bf4be23b6ec2764fa91d2e","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Masks/Anomaly/049.png","mask_path":"pcb4/Data/Masks/Anomaly/049.png","mask_sha256":"bcc178942db6708a56104a1762aa4f5e19f15530146cf432e90ad0f8d71fcecb","official_split":"test","source_id":"pcb4/Data/Images/Anomaly/049","width":1358}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.0850171846364903,"sigma_x255":21.679382082305025},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7075545343447449198,"profile":"C1","realization_id":0,"realization_seed":9055544727360869117,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Anomaly__051.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Anomaly/051","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/bad/051","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1104,"identity_group":"50a25b6fd34ab8066c7a366a1ba9f3dfbafe2585caf023f378fe41d9b37ec917","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Anomaly/051.JPG","image_path":"pcb4/Data/Images/Anomaly/051.JPG","image_sha256":"50a25b6fd34ab8066c7a366a1ba9f3dfbafe2585caf023f378fe41d9b37ec917","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Masks/Anomaly/051.png","mask_path":"pcb4/Data/Masks/Anomaly/051.png","mask_sha256":"18614c4d45d01a999c357a8f48ec7db305116beb63b3c2114a91b462bec931c3","official_split":"test","source_id":"pcb4/Data/Images/Anomaly/051","width":1358}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.7570157187048506,"aniso_ratio":1.879739032815118,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":5.488186619870067,"sigma_major_px_native":11.833902399094832,"sigma_minor_px_at_512":2.919653485968687,"sigma_minor_px_native":6.295502829119981,"sigma_px_at_512":5.488186619870067,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":4,"jpeg":3,"overexposure":3},"dominant_effect":"anisotropic_gaussian","exposure_ev":1.0879708466159101,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":56},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5708599128411716765,"profile":"D4","realization_id":0,"realization_seed":5922683540899271183,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Anomaly__059.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Anomaly/059","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/bad/059","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1104,"identity_group":"fe0224276e660caa25bf76f541892798cfac91f424e4229369ee910e9ae2c349","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Anomaly/059.JPG","image_path":"pcb4/Data/Images/Anomaly/059.JPG","image_sha256":"fe0224276e660caa25bf76f541892798cfac91f424e4229369ee910e9ae2c349","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Masks/Anomaly/059.png","mask_path":"pcb4/Data/Masks/Anomaly/059.png","mask_sha256":"27a9acf9b732041c4e25f7343b6824cd636820213bc600faeca3b60b9f02c9af","official_split":"test","source_id":"pcb4/Data/Images/Anomaly/059","width":1358}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":0.11699888550795,"aniso_ratio":2.0762637995336055,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.6611179703342027,"sigma_major_px_native":7.894285623533125,"sigma_minor_px_at_512":1.763320234719984,"sigma_minor_px_native":3.8021592561149653,"sigma_px_at_512":3.6611179703342027,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3769852462088184500,"profile":"B2","realization_id":0,"realization_seed":2989849680518639188,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Anomaly__062.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Anomaly/062","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/bad/062","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1104,"identity_group":"a13b46c060d2b09a2948d698af0eb6ffef8e4599143997f32e94c5a2b9612310","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Anomaly/062.JPG","image_path":"pcb4/Data/Images/Anomaly/062.JPG","image_sha256":"a13b46c060d2b09a2948d698af0eb6ffef8e4599143997f32e94c5a2b9612310","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Masks/Anomaly/062.png","mask_path":"pcb4/Data/Masks/Anomaly/062.png","mask_sha256":"2ed5dd5cb435645b8e6a2a5cd9ee219f2cc54c8755db0134a09ca95be9b1e6ff","official_split":"test","source_id":"pcb4/Data/Images/Anomaly/062","width":1358}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.177367206287577,"sigma_minor_px_native":null,"sigma_px_at_512":2.4010978348000354,"sigma_px_native":5.177367206287577},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":2,"gaussian_noise":3,"isotropic_gaussian":2,"jpeg":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":69},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07217436938461291,"sigma_x255":18.404464193076294},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8008693596523350674,"profile":"D6","realization_id":0,"realization_seed":2173158638899832022,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.5376016868381557},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Anomaly__063.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Anomaly/063","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/bad/063","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1104,"identity_group":"df3715ab457d0ad1e21765b769951bdaa6e5e14cc74dc2169ce12bd6bf6dc70c","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Anomaly/063.JPG","image_path":"pcb4/Data/Images/Anomaly/063.JPG","image_sha256":"df3715ab457d0ad1e21765b769951bdaa6e5e14cc74dc2169ce12bd6bf6dc70c","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Masks/Anomaly/063.png","mask_path":"pcb4/Data/Masks/Anomaly/063.png","mask_sha256":"dccb39c631cf9cdb08ed1a8de82841a320b8b9f92d30e1a1c1602582fe05fc86","official_split":"test","source_id":"pcb4/Data/Images/Anomaly/063","width":1358}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":7.3921003208436,"sigma_minor_px_native":null,"sigma_px_at_512":3.4282204386521045,"sigma_px_native":7.3921003208436},"blur_kind":null,"component_tiers":{"downsample_restore":2,"isotropic_gaussian":3,"jpeg":2},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":63},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1314544815343793305,"profile":"D3","realization_id":0,"realization_seed":8524240524696245237,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.6703658320761878},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Anomaly__067.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Anomaly/067","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/bad/067","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1104,"identity_group":"d65c1dc93286d0ffbe848eed61fc305444aeda15708da7c0041521e30359858d","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Anomaly/067.JPG","image_path":"pcb4/Data/Images/Anomaly/067.JPG","image_sha256":"d65c1dc93286d0ffbe848eed61fc305444aeda15708da7c0041521e30359858d","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Masks/Anomaly/067.png","mask_path":"pcb4/Data/Masks/Anomaly/067.png","mask_sha256":"2976b557b0c8f09905a74580532d7ab16c7094bf1e0e847159fb0d8f8a41be55","official_split":"test","source_id":"pcb4/Data/Images/Anomaly/067","width":1358}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":3},"dominant_effect":"overexposure","exposure_ev":1.086090540313687,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1931681487388185789,"profile":"C3","realization_id":0,"realization_seed":322979679222841683,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Anomaly__068.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Anomaly/068","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/bad/068","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1104,"identity_group":"13066cba67908461ce71a48c5e2e23fb3b21ba8e362939be9fef8abb6c19dbab","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Anomaly/068.JPG","image_path":"pcb4/Data/Images/Anomaly/068.JPG","image_sha256":"13066cba67908461ce71a48c5e2e23fb3b21ba8e362939be9fef8abb6c19dbab","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Masks/Anomaly/068.png","mask_path":"pcb4/Data/Masks/Anomaly/068.png","mask_sha256":"2ace1723b737e8d11791419e243a3f27d6cb3e0934d6ecad9568f27dc8c70685","official_split":"test","source_id":"pcb4/Data/Images/Anomaly/068","width":1358}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":0.808134827880497,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":6.126671888668085,"length_px_native":13.210636259940557,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"linear_motion":1},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.050103117014497746,"sigma_x255":12.776294838696925},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4129458231579789516,"profile":"D1","realization_id":0,"realization_seed":1790457884081953677,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Anomaly__071.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Anomaly/071","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/bad/071","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1104,"identity_group":"0f2ebebf0c05d5b88b3a59806644ec54a57ae122e59feaf43a182abdc8e7b58f","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Anomaly/071.JPG","image_path":"pcb4/Data/Images/Anomaly/071.JPG","image_sha256":"0f2ebebf0c05d5b88b3a59806644ec54a57ae122e59feaf43a182abdc8e7b58f","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Masks/Anomaly/071.png","mask_path":"pcb4/Data/Masks/Anomaly/071.png","mask_sha256":"f9c28a70dfc12b5bd37ce672c7122bcb02bf9a3bb9bded2e1b8039177e0a0057","official_split":"test","source_id":"pcb4/Data/Images/Anomaly/071","width":1358}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.482505890359782,"sigma_minor_px_native":null,"sigma_px_at_512":2.0788433114712035,"sigma_px_native":4.482505890359782},"blur_kind":"isotropic_gaussian","component_tiers":{"downsample_restore":1,"gaussian_noise":1,"isotropic_gaussian":1,"jpeg":2},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":64},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03300754163960831,"sigma_x255":8.416923118100119},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7299226186478302084,"profile":"D6","realization_id":0,"realization_seed":7369812589329397654,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.373618681891383},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Anomaly__079.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Anomaly/079","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/bad/079","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1104,"identity_group":"00c748d3ddf5a923af1ea6cfeae3d682a2c53bbdfe1891709d22df0331a4a677","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Anomaly/079.JPG","image_path":"pcb4/Data/Images/Anomaly/079.JPG","image_sha256":"00c748d3ddf5a923af1ea6cfeae3d682a2c53bbdfe1891709d22df0331a4a677","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Masks/Anomaly/079.png","mask_path":"pcb4/Data/Masks/Anomaly/079.png","mask_sha256":"d6504ad395ef21efad895ed3e706b7a92fe6029eb7bc38688f7fdd1cefdcddcf","official_split":"test","source_id":"pcb4/Data/Images/Anomaly/079","width":1358}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.404492294205744,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":12.404560516491564,"length_px_native":26.747333613684937,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"jpeg":2,"linear_motion":2,"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.4258998349718852,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":60},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05076453878711805,"sigma_x255":12.944957390715103},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7961896588321488404,"profile":"D5","realization_id":0,"realization_seed":2750839535692084699,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Anomaly__081.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Anomaly/081","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/bad/081","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1104,"identity_group":"8b391e74fc77a015252353ff409c53e38a2f33ab621e629e6708f158c13389b4","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Anomaly/081.JPG","image_path":"pcb4/Data/Images/Anomaly/081.JPG","image_sha256":"8b391e74fc77a015252353ff409c53e38a2f33ab621e629e6708f158c13389b4","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Masks/Anomaly/081.png","mask_path":"pcb4/Data/Masks/Anomaly/081.png","mask_sha256":"63e5279cbf8fa9109f2de4c3a63784b05f54a46fcad121c18c2f7e22eb215b5b","official_split":"test","source_id":"pcb4/Data/Images/Anomaly/081","width":1358}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.5773090672455552,"aniso_ratio":1.9695743039042621,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":2.9213899893872233,"sigma_major_px_native":6.2992471646162,"sigma_minor_px_at_512":1.4832595975669407,"sigma_minor_px_native":3.198278507253716,"sigma_px_at_512":2.9213899893872233,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2,"jpeg":1,"overexposure":1},"dominant_effect":"anisotropic_gaussian","exposure_ev":0.4022949803053221,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":78},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5354545011765428224,"profile":"D4","realization_id":0,"realization_seed":2444336798405014215,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Anomaly__084.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Anomaly/084","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/bad/084","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1104,"identity_group":"78ebb9b40e1732eb5a76ece26bedbfb56716d29e3628d0d90be29f44f0039f4a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Anomaly/084.JPG","image_path":"pcb4/Data/Images/Anomaly/084.JPG","image_sha256":"78ebb9b40e1732eb5a76ece26bedbfb56716d29e3628d0d90be29f44f0039f4a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Masks/Anomaly/084.png","mask_path":"pcb4/Data/Masks/Anomaly/084.png","mask_sha256":"bc341fa8a6f759d36ce55f798ff0fb933aea0cbc13b787d275c3ef88b077beec","official_split":"test","source_id":"pcb4/Data/Images/Anomaly/084","width":1358}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":2.7810199164530727,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":11.04730768955082,"length_px_native":23.820757205593956,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"linear_motion":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07573905793434145,"sigma_x255":19.31345977325707},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2816349741414399316,"profile":"D1","realization_id":0,"realization_seed":6404678944075951010,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Anomaly__095.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Anomaly/095","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/bad/095","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1104,"identity_group":"6b62d029cb3dc9a5d98505410f123a2cae513dd797b5eadbbe66ec9f9911ef7a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Anomaly/095.JPG","image_path":"pcb4/Data/Images/Anomaly/095.JPG","image_sha256":"6b62d029cb3dc9a5d98505410f123a2cae513dd797b5eadbbe66ec9f9911ef7a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Masks/Anomaly/095.png","mask_path":"pcb4/Data/Masks/Anomaly/095.png","mask_sha256":"743ca1cbcde71fc6510101213b58867667d5ad4332a76ece33e759ee3a8bc4e2","official_split":"test","source_id":"pcb4/Data/Images/Anomaly/095","width":1358}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":3.440668917568914,"radius_px_native":7.418942353507971,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2,"gaussian_noise":3,"underexposure":2},"dominant_effect":"gaussian_noise","exposure_ev":-1.0953660063917117,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07036282556392574,"sigma_x255":17.942520518801064},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2966809283914730201,"profile":"D2","realization_id":0,"realization_seed":6739492429231155303,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Normal__0100.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Normal/0100","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/good/0100","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1104,"identity_group":"93dfd3d0258fd0b48e4b062014bdafd6b356d50b3669386246caf6ca7fae5f03","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Normal/0100.JPG","image_path":"pcb4/Data/Images/Normal/0100.JPG","image_sha256":"93dfd3d0258fd0b48e4b062014bdafd6b356d50b3669386246caf6ca7fae5f03","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb4/Data/Images/Normal/0100","width":1358}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":2.4708693667749984,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":11.935570133271062,"length_px_native":25.736073099865727,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"jpeg":2,"linear_motion":2,"underexposure":2},"dominant_effect":"gaussian_noise","exposure_ev":-1.1098972588578764,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":63},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07381115931402406,"sigma_x255":18.821845625076136},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5393482847777310980,"profile":"D5","realization_id":0,"realization_seed":884211386022633666,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Normal__0170.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Normal/0170","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/good/0170","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1104,"identity_group":"79ef2c656da77e4701be574c91acccf38989db44565aeccc087af9592ff79a63","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Normal/0170.JPG","image_path":"pcb4/Data/Images/Normal/0170.JPG","image_sha256":"79ef2c656da77e4701be574c91acccf38989db44565aeccc087af9592ff79a63","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb4/Data/Images/Normal/0170","width":1358}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":3},"dominant_effect":"overexposure","exposure_ev":1.0161692286710586,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":294072103916536774,"profile":"C3","realization_id":0,"realization_seed":3592218444411082234,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Normal__0187.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Normal/0187","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/good/0187","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1104,"identity_group":"0ac3842af6606940a154f323d64fa7400f0f2106786cecbcfff2801941068c6f","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Normal/0187.JPG","image_path":"pcb4/Data/Images/Normal/0187.JPG","image_sha256":"0ac3842af6606940a154f323d64fa7400f0f2106786cecbcfff2801941068c6f","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb4/Data/Images/Normal/0187","width":1358}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":5.217340345853153,"radius_px_native":11.249890120745862,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3,"gaussian_noise":3,"underexposure":4},"dominant_effect":"underexposure","exposure_ev":-1.6512265384745675,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06663619253933627,"sigma_x255":16.99222909753075},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6330663780230069421,"profile":"D2","realization_id":0,"realization_seed":1220109242139533425,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Normal__0214.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Normal/0214","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/good/0214","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1104,"identity_group":"5e235e72178c41c3d06cba3e48220a7674a7816fc5969f20f12df4c88d0b1110","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Normal/0214.JPG","image_path":"pcb4/Data/Images/Normal/0214.JPG","image_sha256":"5e235e72178c41c3d06cba3e48220a7674a7816fc5969f20f12df4c88d0b1110","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb4/Data/Images/Normal/0214","width":1358}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.5224873804823982,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2329519448100733703,"profile":"C2","realization_id":0,"realization_seed":1608870474567484304,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Normal__0215.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Normal/0215","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/good/0215","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1104,"identity_group":"4875de89644ba6bb5b49a950fcf7f0d743ea571e1482aeaec7091258be73298a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Normal/0215.JPG","image_path":"pcb4/Data/Images/Normal/0215.JPG","image_sha256":"4875de89644ba6bb5b49a950fcf7f0d743ea571e1482aeaec7091258be73298a","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb4/Data/Images/Normal/0215","width":1358}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":1.1304557921318676,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":13.116085983382781,"length_px_native":28.28156040166912,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1397056534292641690,"profile":"B4","realization_id":0,"realization_seed":7811138471842436849,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Normal__0303.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Normal/0303","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/good/0303","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1104,"identity_group":"c818646685254281f3c6b71ad27568ba5c3019292c0a0831ddeccafdeb931f5b","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Normal/0303.JPG","image_path":"pcb4/Data/Images/Normal/0303.JPG","image_sha256":"c818646685254281f3c6b71ad27568ba5c3019292c0a0831ddeccafdeb931f5b","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb4/Data/Images/Normal/0303","width":1358}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":2.5303692964577618,"aniso_ratio":1.6659195392498873,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.3590297743590445,"sigma_major_px_native":7.24290795096169,"sigma_minor_px_at_512":2.0163217341646122,"sigma_minor_px_native":4.347693739292445,"sigma_px_at_512":3.3590297743590445,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6880461741541115963,"profile":"B2","realization_id":0,"realization_seed":8106233393652873878,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Normal__0417.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Normal/0417","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/good/0417","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1104,"identity_group":"0272459cf8ad7baca8b863285cb4c21e2066e5c838cab96243cecc6a730e8efc","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Normal/0417.JPG","image_path":"pcb4/Data/Images/Normal/0417.JPG","image_sha256":"0272459cf8ad7baca8b863285cb4c21e2066e5c838cab96243cecc6a730e8efc","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb4/Data/Images/Normal/0417","width":1358}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.5676104568549456,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":7.562824077526104,"length_px_native":16.30733941716566,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":1,"jpeg":1,"linear_motion":1,"underexposure":2},"dominant_effect":"underexposure","exposure_ev":-0.9884736493644883,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":80},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.03508392003738299,"sigma_x255":8.946399609532662},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":472292018008983496,"profile":"D5","realization_id":0,"realization_seed":2315818802259247884,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Normal__0427.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Normal/0427","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/good/0427","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1104,"identity_group":"d15d5fa3e08b6602e00e4e0866613b5f8e8e5f28a404ad2f97339c3813f14690","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Normal/0427.JPG","image_path":"pcb4/Data/Images/Normal/0427.JPG","image_sha256":"d15d5fa3e08b6602e00e4e0866613b5f8e8e5f28a404ad2f97339c3813f14690","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb4/Data/Images/Normal/0427","width":1358}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":0.8987907951406973,"aniso_ratio":1.9346600755000667,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.421751118999337,"sigma_major_px_native":9.53440085034232,"sigma_minor_px_at_512":2.2855442023097585,"sigma_minor_px_native":4.9282046862304165,"sigma_px_at_512":4.421751118999337,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8367819341983806368,"profile":"B2","realization_id":0,"realization_seed":15112848241409256,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Normal__0654.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Normal/0654","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/good/0654","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1104,"identity_group":"04698225328b09fe6b90be254504569b7070802ffb5c412a9ea61549295e1dea","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Normal/0654.JPG","image_path":"pcb4/Data/Images/Normal/0654.JPG","image_sha256":"04698225328b09fe6b90be254504569b7070802ffb5c412a9ea61549295e1dea","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb4/Data/Images/Normal/0654","width":1358}} {"generation":{"active_effects":["anisotropic_gaussian","downsample_restore","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.3951845156241134,"aniso_ratio":2.5150276270897836,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.4502019207170562,"sigma_major_px_native":7.439497891546153,"sigma_minor_px_at_512":1.37183460076317,"sigma_minor_px_native":2.9580183578955856,"sigma_px_at_512":3.4502019207170562,"sigma_px_native":null},"blur_kind":"anisotropic_gaussian","component_tiers":{"anisotropic_gaussian":2,"downsample_restore":2,"gaussian_noise":3,"jpeg":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":66},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07788821596656205,"sigma_x255":19.86149507147332},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6660127130802400355,"profile":"D6","realization_id":0,"realization_seed":4802630910798704206,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.561651154601054},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Normal__0684.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Normal/0684","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/good/0684","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1104,"identity_group":"f2ffc3695cf936a930f01d25d2ba6cb8e896f5f07289aef88b564ca3c629aed9","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Normal/0684.JPG","image_path":"pcb4/Data/Images/Normal/0684.JPG","image_sha256":"f2ffc3695cf936a930f01d25d2ba6cb8e896f5f07289aef88b564ca3c629aed9","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb4/Data/Images/Normal/0684","width":1358}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":3.1825138636889734,"radius_px_native":6.862295518579349,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2,"gaussian_noise":2,"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.532205041755162,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05266791598792912,"sigma_x255":13.430318576921927},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3782848329582801226,"profile":"D2","realization_id":0,"realization_seed":1071464115316429684,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Normal__0705.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Normal/0705","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/good/0705","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1104,"identity_group":"5a7a2249cfe33ac58781b33cf8cff6fdec8e748f103ca29aa8ce8823ca547d47","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Normal/0705.JPG","image_path":"pcb4/Data/Images/Normal/0705.JPG","image_sha256":"5a7a2249cfe33ac58781b33cf8cff6fdec8e748f103ca29aa8ce8823ca547d47","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb4/Data/Images/Normal/0705","width":1358}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":4.672712636892634,"radius_px_native":10.075536623299742,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1972889625509430294,"profile":"B3","realization_id":0,"realization_seed":5334280405439785554,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Normal__0755.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Normal/0755","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/good/0755","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1104,"identity_group":"452c6f5c3bae7973a63a3ec070fcde58d240bb8818b6cc89ed3dfd43e83eb52e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Normal/0755.JPG","image_path":"pcb4/Data/Images/Normal/0755.JPG","image_sha256":"452c6f5c3bae7973a63a3ec070fcde58d240bb8818b6cc89ed3dfd43e83eb52e","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb4/Data/Images/Normal/0755","width":1358}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":4},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":40},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4248582512315517438,"profile":"C4","realization_id":0,"realization_seed":750550894938104894,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Normal__0784.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Normal/0784","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/good/0784","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1104,"identity_group":"541097c5bbf0708c78d9968294a31d9283a7d968d3a839ade6c89c93f398a4c8","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Normal/0784.JPG","image_path":"pcb4/Data/Images/Normal/0784.JPG","image_sha256":"541097c5bbf0708c78d9968294a31d9283a7d968d3a839ade6c89c93f398a4c8","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb4/Data/Images/Normal/0784","width":1358}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.1971061101199754,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6590828875626835033,"profile":"C2","realization_id":0,"realization_seed":8023643774682483093,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Normal__0804.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Normal/0804","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/good/0804","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1104,"identity_group":"b88304e4dec3f977828c6b79aeddea717b97903b91dfed50b28a00266890010f","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Normal/0804.JPG","image_path":"pcb4/Data/Images/Normal/0804.JPG","image_sha256":"b88304e4dec3f977828c6b79aeddea717b97903b91dfed50b28a00266890010f","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb4/Data/Images/Normal/0804","width":1358}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.1335924055417028,"aniso_ratio":2.1212076503744557,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.229909869560754,"sigma_major_px_native":6.964493156240376,"sigma_minor_px_at_512":1.5226750049626587,"sigma_minor_px_native":3.283267979450733,"sigma_px_at_512":3.229909869560754,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":2,"jpeg":3,"overexposure":2},"dominant_effect":"jpeg","exposure_ev":0.7523001577620421,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":47},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3134425539395326276,"profile":"D4","realization_id":0,"realization_seed":6882840012233507694,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Normal__0869.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Normal/0869","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/good/0869","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1104,"identity_group":"422183fad100fc2b7e2f71a16828ef36749d065654973271c4be328bbd7c1a64","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Normal/0869.JPG","image_path":"pcb4/Data/Images/Normal/0869.JPG","image_sha256":"422183fad100fc2b7e2f71a16828ef36749d065654973271c4be328bbd7c1a64","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb4/Data/Images/Normal/0869","width":1358}} {"generation":{"active_effects":["anisotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":2.3404628827848275,"aniso_ratio":2.618674259883835,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.8683416704836393,"sigma_major_px_native":8.341111726980348,"sigma_minor_px_at_512":1.4772137679526587,"sigma_minor_px_native":3.1852421871479204,"sigma_px_at_512":3.8683416704836393,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3},"dominant_effect":"anisotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8073285554869340549,"profile":"B2","realization_id":0,"realization_seed":5434091630544582614,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Normal__0935.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Normal/0935","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/good/0935","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1104,"identity_group":"54339b66cb36430ceb100e3bffdf530c18b8643d4af30b69e8a01fea67cc15d2","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Normal/0935.JPG","image_path":"pcb4/Data/Images/Normal/0935.JPG","image_sha256":"54339b66cb36430ceb100e3bffdf530c18b8643d4af30b69e8a01fea67cc15d2","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb4/Data/Images/Normal/0935","width":1358}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":0.916730719167376,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":20.55179008415324,"length_px_native":44.314797368955425,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":4},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6656248918536764428,"profile":"B4","realization_id":0,"realization_seed":3315468895200425331,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Normal__0940.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Normal/0940","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/good/0940","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1104,"identity_group":"c9de1b4e19c267b7831e0b12f4b65447a8e8fac56fdeae4e84ba558fdce7702f","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Normal/0940.JPG","image_path":"pcb4/Data/Images/Normal/0940.JPG","image_sha256":"c9de1b4e19c267b7831e0b12f4b65447a8e8fac56fdeae4e84ba558fdce7702f","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb4/Data/Images/Normal/0940","width":1358}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":4},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.09940828389292682,"sigma_x255":25.349112392696338},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2631290295007748496,"profile":"C1","realization_id":0,"realization_seed":4534905108777834392,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Normal__0952.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Normal/0952","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/good/0952","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1104,"identity_group":"d8475dab6ca2a55890f1c802b2ee16966bba777b4edadb5f90925514905a8c51","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Normal/0952.JPG","image_path":"pcb4/Data/Images/Normal/0952.JPG","image_sha256":"d8475dab6ca2a55890f1c802b2ee16966bba777b4edadb5f90925514905a8c51","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb4/Data/Images/Normal/0952","width":1358}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":6.267158442176928,"sigma_minor_px_native":null,"sigma_px_at_512":2.9065082630385755,"sigma_px_native":6.267158442176928},"blur_kind":null,"component_tiers":{"isotropic_gaussian":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":102846876511649060,"profile":"B1","realization_id":0,"realization_seed":477923406165510297,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Normal__0957.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Normal/0957","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/good/0957","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1104,"identity_group":"b73f5bb76a3397cc0f94d029fcd7b378a310f0d5da0bca2202460c56e98ef10c","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Normal/0957.JPG","image_path":"pcb4/Data/Images/Normal/0957.JPG","image_sha256":"b73f5bb76a3397cc0f94d029fcd7b378a310f0d5da0bca2202460c56e98ef10c","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb4/Data/Images/Normal/0957","width":1358}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":5.174786826150325,"radius_px_native":11.15813409388664,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3,"gaussian_noise":2,"underexposure":2},"dominant_effect":"disk_defocus","exposure_ev":-1.0508975688077684,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.0536612767023403,"sigma_x255":13.683625559096775},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6614247309384401562,"profile":"D2","realization_id":0,"realization_seed":4434499004177160716,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.15625,"track":"core"},"output":{"path":"visa/pcb4/visa__pcb4__Data__Images__Normal__0990.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pcb4/Data/Images/Normal/0990","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pcb4","compat_id":"pcb4/test/good/0990","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1104,"identity_group":"6645d30d7063683f04832d512ee758589fc65becfc650cc24ebb8cc26cbf9695","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pcb4/Data/Images/Normal/0990.JPG","image_path":"pcb4/Data/Images/Normal/0990.JPG","image_sha256":"6645d30d7063683f04832d512ee758589fc65becfc650cc24ebb8cc26cbf9695","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pcb4/Data/Images/Normal/0990","width":1358}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.2692243552614605,"aniso_ratio":2.9914800045338805,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":4.5440202356668875,"sigma_major_px_native":10.241795609296071,"sigma_minor_px_at_512":1.51898733362081,"sigma_minor_px_native":3.4236550449187786,"sigma_px_at_512":4.5440202356668875,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3,"jpeg":2,"overexposure":2},"dominant_effect":"anisotropic_gaussian","exposure_ev":0.8116421184640418,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":60},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6440706352702636322,"profile":"D4","realization_id":0,"realization_seed":3959633867155381121,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Anomaly__000.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Anomaly/000","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/bad/000","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1154,"identity_group":"6f5b7859cf761971e7708bc08a8fa0da3fef70c5c9d1f06b32e81ab8cdcdc2ce","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Anomaly/000.JPG","image_path":"pipe_fryum/Data/Images/Anomaly/000.JPG","image_sha256":"6f5b7859cf761971e7708bc08a8fa0da3fef70c5c9d1f06b32e81ab8cdcdc2ce","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Masks/Anomaly/000.png","mask_path":"pipe_fryum/Data/Masks/Anomaly/000.png","mask_sha256":"80321440b704d4282597e5abbed8d3eac5f70645f1fb33279028ec8c8cee00de","official_split":"test","source_id":"pipe_fryum/Data/Images/Anomaly/000","width":1300}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.110289640799346,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":16.019014370006026,"length_px_native":36.105356607396395,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"jpeg":2,"linear_motion":3,"underexposure":2},"dominant_effect":"linear_motion","exposure_ev":-0.8946339516382419,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":68},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.052796398496337535,"sigma_x255":13.463081616566072},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6559340255793571457,"profile":"D5","realization_id":0,"realization_seed":3457638483741956595,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Anomaly__024.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Anomaly/024","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/bad/024","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1154,"identity_group":"3f3f2fa90216100f4b0a9f3ab4dc30acbc0e3c30f015e2a8ec31749cf37fcc75","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Anomaly/024.JPG","image_path":"pipe_fryum/Data/Images/Anomaly/024.JPG","image_sha256":"3f3f2fa90216100f4b0a9f3ab4dc30acbc0e3c30f015e2a8ec31749cf37fcc75","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Masks/Anomaly/024.png","mask_path":"pipe_fryum/Data/Masks/Anomaly/024.png","mask_sha256":"7ffdd44b0aff323422bec597da4500a5607eb19df3e4e6210c394faee6af6da5","official_split":"test","source_id":"pipe_fryum/Data/Images/Anomaly/024","width":1300}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":3.22670985674066,"radius_px_native":7.272701513044378,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2,"gaussian_noise":1,"underexposure":1},"dominant_effect":"disk_defocus","exposure_ev":-0.7299667501769748,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.04261399437252298,"sigma_x255":10.86656856499336},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7137480279050705855,"profile":"D2","realization_id":0,"realization_seed":3459472973449596869,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Anomaly__029.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Anomaly/029","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/bad/029","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1154,"identity_group":"1cdc654b9d368c3af5cce6d07b85eb96556a56f13e20de210c267924597287f5","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Anomaly/029.JPG","image_path":"pipe_fryum/Data/Images/Anomaly/029.JPG","image_sha256":"1cdc654b9d368c3af5cce6d07b85eb96556a56f13e20de210c267924597287f5","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Masks/Anomaly/029.png","mask_path":"pipe_fryum/Data/Masks/Anomaly/029.png","mask_sha256":"18cac07909a584ebe268912bee9711d5be4080e8023ed66e833265ada1345423","official_split":"test","source_id":"pipe_fryum/Data/Images/Anomaly/029","width":1300}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":5},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":35},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7602100208527915011,"profile":"C4","realization_id":0,"realization_seed":8318830816843026883,"recipe_tier":5,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Anomaly__035.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Anomaly/035","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/bad/035","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1154,"identity_group":"033dfce0b349f43e3b846a9dc122095c2e678e7a24320b66b6de4200d5156e36","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Anomaly/035.JPG","image_path":"pipe_fryum/Data/Images/Anomaly/035.JPG","image_sha256":"033dfce0b349f43e3b846a9dc122095c2e678e7a24320b66b6de4200d5156e36","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Masks/Anomaly/035.png","mask_path":"pipe_fryum/Data/Masks/Anomaly/035.png","mask_sha256":"4f8af996e216eeda84a47f3d713e661a9d9f7f410c388af4ef8fc32620d6f9ed","official_split":"test","source_id":"pipe_fryum/Data/Images/Anomaly/035","width":1300}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.8276995929043285,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":10.609570691229026,"length_px_native":23.91297769077792,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"jpeg":3,"linear_motion":2,"underexposure":2},"dominant_effect":"jpeg","exposure_ev":-0.9345058720333734,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":53},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.056413742730254124,"sigma_x255":14.385504396214802},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2753447799238769440,"profile":"D5","realization_id":0,"realization_seed":239470487662172470,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Anomaly__040.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Anomaly/040","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/bad/040","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1154,"identity_group":"b64709cbb4dd3976557787859775a86f8b4fe5fd04f087814dce76f2cc6881f2","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Anomaly/040.JPG","image_path":"pipe_fryum/Data/Images/Anomaly/040.JPG","image_sha256":"b64709cbb4dd3976557787859775a86f8b4fe5fd04f087814dce76f2cc6881f2","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Masks/Anomaly/040.png","mask_path":"pipe_fryum/Data/Masks/Anomaly/040.png","mask_sha256":"32dde1874894f146aaa186fead2030b5f88a7af9cd207cb056209802310f664b","official_split":"test","source_id":"pipe_fryum/Data/Images/Anomaly/040","width":1300}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":3.3517336253924648,"radius_px_native":7.554493366607235,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":2,"gaussian_noise":2,"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.1745883889368416,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06108790006104714,"sigma_x255":15.577414515567021},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1607251960032747130,"profile":"D2","realization_id":0,"realization_seed":8799918952761957575,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Anomaly__044.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Anomaly/044","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/bad/044","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1154,"identity_group":"c8cf6d89e799756f5fb0aa8331ebfc95c6dd095ee6a982d670a5fd6c6de14677","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Anomaly/044.JPG","image_path":"pipe_fryum/Data/Images/Anomaly/044.JPG","image_sha256":"c8cf6d89e799756f5fb0aa8331ebfc95c6dd095ee6a982d670a5fd6c6de14677","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Masks/Anomaly/044.png","mask_path":"pipe_fryum/Data/Masks/Anomaly/044.png","mask_sha256":"e96406cd357f0b1625f03d46c753c7394b4ab432669fba877df2a2140dc42ac8","official_split":"test","source_id":"pipe_fryum/Data/Images/Anomaly/044","width":1300}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":7.343873220205426,"sigma_minor_px_native":null,"sigma_px_at_512":3.258286905325111,"sigma_px_native":7.343873220205426},"blur_kind":null,"component_tiers":{"downsample_restore":2,"isotropic_gaussian":3,"jpeg":2},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":69},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4803282844976724137,"profile":"D3","realization_id":0,"realization_seed":2913321762456381894,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.6863304014392528},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Anomaly__048.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Anomaly/048","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/bad/048","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1154,"identity_group":"62b4ea12c675bcd582159138ee94084ab55d83ad485fa39d32d4cc45e16e399a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Anomaly/048.JPG","image_path":"pipe_fryum/Data/Images/Anomaly/048.JPG","image_sha256":"62b4ea12c675bcd582159138ee94084ab55d83ad485fa39d32d4cc45e16e399a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Masks/Anomaly/048.png","mask_path":"pipe_fryum/Data/Masks/Anomaly/048.png","mask_sha256":"a4155d23928ded4684340802c48110d75e4f37a98fc9e384d316bf59a5b0bfb9","official_split":"test","source_id":"pipe_fryum/Data/Images/Anomaly/048","width":1300}} {"generation":{"active_effects":["disk_defocus"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":6.692297197225829,"radius_px_native":15.083810479684779,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":4},"dominant_effect":"disk_defocus","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":6410856468329816941,"profile":"B3","realization_id":0,"realization_seed":6015410013097350439,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Anomaly__049.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Anomaly/049","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/bad/049","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1154,"identity_group":"293cd102cb83c202c42e630adf65158491312f1e3579d90d19ebba2070eabefd","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Anomaly/049.JPG","image_path":"pipe_fryum/Data/Images/Anomaly/049.JPG","image_sha256":"293cd102cb83c202c42e630adf65158491312f1e3579d90d19ebba2070eabefd","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Masks/Anomaly/049.png","mask_path":"pipe_fryum/Data/Masks/Anomaly/049.png","mask_sha256":"2311ccfc488295d45f17a3f80cd9aead3dfd2ef93944de2b163c74f0f2692afa","official_split":"test","source_id":"pipe_fryum/Data/Images/Anomaly/049","width":1300}} {"generation":{"active_effects":["underexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"underexposure":3},"dominant_effect":"underexposure","exposure_ev":-1.23414896144048,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1189607641473204331,"profile":"C2","realization_id":0,"realization_seed":4363405828525899000,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Anomaly__051.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Anomaly/051","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/bad/051","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1154,"identity_group":"4e7fd7edcab5ea3f20ef1efd4040cc9f87f8ebad15f0f783fc4c89bbd880abe4","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Anomaly/051.JPG","image_path":"pipe_fryum/Data/Images/Anomaly/051.JPG","image_sha256":"4e7fd7edcab5ea3f20ef1efd4040cc9f87f8ebad15f0f783fc4c89bbd880abe4","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Masks/Anomaly/051.png","mask_path":"pipe_fryum/Data/Masks/Anomaly/051.png","mask_sha256":"d9d92aa371fa4cbc9f102a95cd72fad0dbc8b96108bea9e9e367fec43a0e055e","official_split":"test","source_id":"pipe_fryum/Data/Images/Anomaly/051","width":1300}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":4},"dominant_effect":"overexposure","exposure_ev":1.5581633166036626,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8207210231073863432,"profile":"C3","realization_id":0,"realization_seed":5413689854883690047,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Anomaly__052.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Anomaly/052","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/bad/052","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1154,"identity_group":"39c5b1b12b510a6ceaf3dd19f1c8aba911c36d848f16e92e8b8c591abef7abb8","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Anomaly/052.JPG","image_path":"pipe_fryum/Data/Images/Anomaly/052.JPG","image_sha256":"39c5b1b12b510a6ceaf3dd19f1c8aba911c36d848f16e92e8b8c591abef7abb8","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Masks/Anomaly/052.png","mask_path":"pipe_fryum/Data/Masks/Anomaly/052.png","mask_sha256":"41f35c2a95121a56a1e3780aa98dc3edf09b3670d9cd946a8f8eea5ffc2216e5","official_split":"test","source_id":"pipe_fryum/Data/Images/Anomaly/052","width":1300}} {"generation":{"active_effects":["underexposure","disk_defocus","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"disk_defocus","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":4.940588306646133,"radius_px_native":11.135622863026637,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"disk_defocus":3,"gaussian_noise":2,"underexposure":2},"dominant_effect":"disk_defocus","exposure_ev":-1.1401951589317347,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05796951546786398,"sigma_x255":14.782226444305316},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8442859735077311533,"profile":"D2","realization_id":0,"realization_seed":7610940400391474222,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Anomaly__054.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Anomaly/054","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/bad/054","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1154,"identity_group":"588fd3b565d1e331c39cc38e071b0fafbeda27ffee7a5dcfa9cc6138e0277cd2","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Anomaly/054.JPG","image_path":"pipe_fryum/Data/Images/Anomaly/054.JPG","image_sha256":"588fd3b565d1e331c39cc38e071b0fafbeda27ffee7a5dcfa9cc6138e0277cd2","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Masks/Anomaly/054.png","mask_path":"pipe_fryum/Data/Masks/Anomaly/054.png","mask_sha256":"f414791d21e97c8e1d64b651a37b22cb694112733c8d595f384929cac79507d9","official_split":"test","source_id":"pipe_fryum/Data/Images/Anomaly/054","width":1300}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":4},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.09294819424763061,"sigma_x255":23.701789533145806},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7563345251061355676,"profile":"C1","realization_id":0,"realization_seed":4150629684315920649,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Anomaly__062.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Anomaly/062","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/bad/062","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1154,"identity_group":"89678d1d86aba5dd1fd24529a55ceb6ed1ea392a61d6fd78be6a19e1abc5e046","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Anomaly/062.JPG","image_path":"pipe_fryum/Data/Images/Anomaly/062.JPG","image_sha256":"89678d1d86aba5dd1fd24529a55ceb6ed1ea392a61d6fd78be6a19e1abc5e046","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Masks/Anomaly/062.png","mask_path":"pipe_fryum/Data/Masks/Anomaly/062.png","mask_sha256":"3047fcd3f2754c54a5910705d6b38dc6d43e814c24e0ec2af2d0ebb206600271","official_split":"test","source_id":"pipe_fryum/Data/Images/Anomaly/062","width":1300}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":2.592303102438705,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":9.678797664775642,"length_px_native":21.815102549123225,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":3,"linear_motion":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.07098808612117787,"sigma_x255":18.101961960900354},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4852006138501790658,"profile":"D1","realization_id":0,"realization_seed":418178476413872300,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Anomaly__069.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Anomaly/069","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/bad/069","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1154,"identity_group":"41b39607433a3b9af9a496cb7cdd745312095196263666eb4b5ce54cc7bbd6a4","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Anomaly/069.JPG","image_path":"pipe_fryum/Data/Images/Anomaly/069.JPG","image_sha256":"41b39607433a3b9af9a496cb7cdd745312095196263666eb4b5ce54cc7bbd6a4","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Masks/Anomaly/069.png","mask_path":"pipe_fryum/Data/Masks/Anomaly/069.png","mask_sha256":"947ace8a532a893e7855687b06bd025990da7fcfd477c251048baadf3855058e","official_split":"test","source_id":"pipe_fryum/Data/Images/Anomaly/069","width":1300}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":1},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":78},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7699029999283264721,"profile":"C4","realization_id":0,"realization_seed":2629894103250582672,"recipe_tier":1,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Anomaly__070.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Anomaly/070","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/bad/070","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1154,"identity_group":"78956f14cc83f9dc859038978c01778c08144c0491cbeeb9be9555197bb3023a","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Anomaly/070.JPG","image_path":"pipe_fryum/Data/Images/Anomaly/070.JPG","image_sha256":"78956f14cc83f9dc859038978c01778c08144c0491cbeeb9be9555197bb3023a","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Masks/Anomaly/070.png","mask_path":"pipe_fryum/Data/Masks/Anomaly/070.png","mask_sha256":"da69b7ceb19be37add283d68fccc4150d71d0696025b180dd81843a8eeab3c90","official_split":"test","source_id":"pipe_fryum/Data/Images/Anomaly/070","width":1300}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":0.1105493433693924,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":15.128494284165992,"length_px_native":34.098207820171005,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.057911585868107074,"sigma_x255":14.767454396367304},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2158093694299124766,"profile":"D1","realization_id":0,"realization_seed":1235369089968843186,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Anomaly__071.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Anomaly/071","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/bad/071","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1154,"identity_group":"2aa6051e601fa582e5c9926c116e363d9d08f313146a340141daa8dbbdab12b8","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Anomaly/071.JPG","image_path":"pipe_fryum/Data/Images/Anomaly/071.JPG","image_sha256":"2aa6051e601fa582e5c9926c116e363d9d08f313146a340141daa8dbbdab12b8","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Masks/Anomaly/071.png","mask_path":"pipe_fryum/Data/Masks/Anomaly/071.png","mask_sha256":"d7f440797d87f5acfcae4b923bcc5709b94e558257fd1e4495c1d9c11ddfd8c3","official_split":"test","source_id":"pipe_fryum/Data/Images/Anomaly/071","width":1300}} {"generation":{"active_effects":["overexposure"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"overexposure":3},"dominant_effect":"overexposure","exposure_ev":1.191288432140904,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2293185505520792918,"profile":"C3","realization_id":0,"realization_seed":7320841426819002369,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Anomaly__073.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Anomaly/073","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/bad/073","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1154,"identity_group":"24070105e6d23f5aedb110507abc6f82247b576716dd796a2f93e8c45d1e0e96","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Anomaly/073.JPG","image_path":"pipe_fryum/Data/Images/Anomaly/073.JPG","image_sha256":"24070105e6d23f5aedb110507abc6f82247b576716dd796a2f93e8c45d1e0e96","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Masks/Anomaly/073.png","mask_path":"pipe_fryum/Data/Masks/Anomaly/073.png","mask_sha256":"ff37f351c80f23b714800e1d91213fbf07063dfc39678f46d83503ab6670de19","official_split":"test","source_id":"pipe_fryum/Data/Images/Anomaly/073","width":1300}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.151217264791392,"sigma_minor_px_native":null,"sigma_px_at_512":2.2854620793528535,"sigma_px_native":5.151217264791392},"blur_kind":null,"component_tiers":{"isotropic_gaussian":2},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":3260169310187528551,"profile":"B1","realization_id":0,"realization_seed":9218726088754317001,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Anomaly__083.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Anomaly/083","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/bad/083","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1154,"identity_group":"b96d96b9ae49d92733dfd89b3b07d62ef0cd1c8a34da6587f658bf74e2c907e7","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Anomaly/083.JPG","image_path":"pipe_fryum/Data/Images/Anomaly/083.JPG","image_sha256":"b96d96b9ae49d92733dfd89b3b07d62ef0cd1c8a34da6587f658bf74e2c907e7","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Masks/Anomaly/083.png","mask_path":"pipe_fryum/Data/Masks/Anomaly/083.png","mask_sha256":"f8cbcd3fd719d533ee56fcbe3e6849e35a7351bbe10cb2844fb9ead09e798d5d","official_split":"test","source_id":"pipe_fryum/Data/Images/Anomaly/083","width":1300}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":1.2253113053850686,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":16.3089745296741,"length_px_native":36.75889962352326,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"linear_motion":3},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.06140277231300794,"sigma_x255":15.657706939817025},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5635189808705277150,"profile":"D1","realization_id":0,"realization_seed":2920874641493144819,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Anomaly__089.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Anomaly/089","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/bad/089","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1154,"identity_group":"fe95d9293c1f5cf2331d8f6d29e35039783df09235c6ac1a8c88ade8205fae22","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Anomaly/089.JPG","image_path":"pipe_fryum/Data/Images/Anomaly/089.JPG","image_sha256":"fe95d9293c1f5cf2331d8f6d29e35039783df09235c6ac1a8c88ade8205fae22","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Masks/Anomaly/089.png","mask_path":"pipe_fryum/Data/Masks/Anomaly/089.png","mask_sha256":"9d2e60efff19f1d104045becaee3633500248f7d0cac286e5789df69da1f88ff","official_split":"test","source_id":"pipe_fryum/Data/Images/Anomaly/089","width":1300}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":7.44503442506612,"sigma_minor_px_native":null,"sigma_px_at_512":3.303169519613391,"sigma_px_native":7.44503442506612},"blur_kind":null,"component_tiers":{"isotropic_gaussian":3},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5019246646368820856,"profile":"B1","realization_id":0,"realization_seed":2159676002339149526,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Anomaly__090.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Anomaly/090","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/bad/090","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1154,"identity_group":"504d97d84d513a3698c3d53190de94354e3c7a5840dc58796e4af31f480c00f9","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Anomaly/090.JPG","image_path":"pipe_fryum/Data/Images/Anomaly/090.JPG","image_sha256":"504d97d84d513a3698c3d53190de94354e3c7a5840dc58796e4af31f480c00f9","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Masks/Anomaly/090.png","mask_path":"pipe_fryum/Data/Masks/Anomaly/090.png","mask_sha256":"e59afb21092be6ebb379c84c67014a387c8b538869ac40c9c8676686c254190e","official_split":"test","source_id":"pipe_fryum/Data/Images/Anomaly/090","width":1300}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.751820673103394,"sigma_minor_px_native":null,"sigma_px_at_512":2.108260125328369,"sigma_px_native":4.751820673103394},"blur_kind":null,"component_tiers":{"downsample_restore":2,"isotropic_gaussian":1,"jpeg":1},"dominant_effect":"downsample_restore","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":73},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7628711335148982929,"profile":"D3","realization_id":0,"realization_seed":5290333170554091111,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.6124687270980718},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Anomaly__091.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Anomaly/091","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/bad/091","dataset":"visa","dataset_version":"20220922","defect_subtype":"anomaly","exact_duplicate_ids":[],"height":1154,"identity_group":"565c6087de868172261d31eaaa3cf2380937eba004d6f21ac843d4c1271dfb81","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Anomaly/091.JPG","image_path":"pipe_fryum/Data/Images/Anomaly/091.JPG","image_sha256":"565c6087de868172261d31eaaa3cf2380937eba004d6f21ac843d4c1271dfb81","in_development":true,"label":1,"mask_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Masks/Anomaly/091.png","mask_path":"pipe_fryum/Data/Masks/Anomaly/091.png","mask_sha256":"399c4cce0fd0175d3bff9069f85cb77b1b313f9d3e3bd0a7d78485434a500273","official_split":"test","source_id":"pipe_fryum/Data/Images/Anomaly/091","width":1300}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.6298391969987185,"aniso_ratio":2.7379805443425034,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.9203556555752637,"sigma_major_px_native":8.836114114323934,"sigma_minor_px_at_512":1.4318420427332492,"sigma_minor_px_native":3.227237729129237,"sigma_px_at_512":3.9203556555752637,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3,"jpeg":2,"overexposure":2},"dominant_effect":"anisotropic_gaussian","exposure_ev":0.8257241406079763,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":65},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7001057323318813504,"profile":"D4","realization_id":0,"realization_seed":8551221859544601698,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Normal__050.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Normal/050","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/good/050","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1154,"identity_group":"828cb0fd28b6ea5d0305864c95bdeb4fb5bc2067e49ccd3adfb7063fc92e4888","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Normal/050.JPG","image_path":"pipe_fryum/Data/Images/Normal/050.JPG","image_sha256":"828cb0fd28b6ea5d0305864c95bdeb4fb5bc2067e49ccd3adfb7063fc92e4888","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pipe_fryum/Data/Images/Normal/050","width":1300}} {"generation":{"active_effects":["jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"jpeg":4},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":40},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5426607130401578467,"profile":"C4","realization_id":0,"realization_seed":2974305102244872302,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Normal__143.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Normal/143","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/good/143","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1154,"identity_group":"08112fdbb840c87326624249199e0ce8bcaa58149eabf765a6b483eff0a99187","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Normal/143.JPG","image_path":"pipe_fryum/Data/Images/Normal/143.JPG","image_sha256":"08112fdbb840c87326624249199e0ce8bcaa58149eabf765a6b483eff0a99187","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pipe_fryum/Data/Images/Normal/143","width":1300}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":5.3484968676215345,"sigma_minor_px_native":null,"sigma_px_at_512":2.372989944733298,"sigma_px_native":5.3484968676215345},"blur_kind":null,"component_tiers":{"downsample_restore":2,"isotropic_gaussian":2,"jpeg":3},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":58},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":1945230800482109617,"profile":"D3","realization_id":0,"realization_seed":8301618299816831742,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.5640097422465435},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Normal__213.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Normal/213","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/good/213","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1154,"identity_group":"12a634c0f01879159cc61840af19af494237cea85fea5e92b221ef05d2a1db9e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Normal/213.JPG","image_path":"pipe_fryum/Data/Images/Normal/213.JPG","image_sha256":"12a634c0f01879159cc61840af19af494237cea85fea5e92b221ef05d2a1db9e","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pipe_fryum/Data/Images/Normal/213","width":1300}} {"generation":{"active_effects":["linear_motion"],"assignment_seed":1729,"blur":{"angle_rad":2.5308449191793776,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":17.621504700196258,"length_px_native":39.717219578176724,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"linear_motion":4},"dominant_effect":"linear_motion","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":4076434753240027317,"profile":"B4","realization_id":0,"realization_seed":6579115548125306139,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Normal__276.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Normal/276","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/good/276","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1154,"identity_group":"8f82a81cea243ca5de960eb17372c588be2e9b674ccfdc3fe4f5123da5b43dfb","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Normal/276.JPG","image_path":"pipe_fryum/Data/Images/Normal/276.JPG","image_sha256":"8f82a81cea243ca5de960eb17372c588be2e9b674ccfdc3fe4f5123da5b43dfb","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pipe_fryum/Data/Images/Normal/276","width":1300}} {"generation":{"active_effects":["isotropic_gaussian","downsample_restore","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.2435961081721745,"sigma_minor_px_native":null,"sigma_px_at_512":1.8827740098649508,"sigma_px_native":4.2435961081721745},"blur_kind":null,"component_tiers":{"downsample_restore":1,"isotropic_gaussian":1,"jpeg":2},"dominant_effect":"jpeg","exposure_ev":null,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":59},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7657611029737244977,"profile":"D3","realization_id":0,"realization_seed":996309045396843119,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":true,"factor":1.3736745387621678},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Normal__307.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Normal/307","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/good/307","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1154,"identity_group":"52ce2ee9a91a8b3d19ae62735ae5cce2349784d1af2639fa62dae725ef29f1f0","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Normal/307.JPG","image_path":"pipe_fryum/Data/Images/Normal/307.JPG","image_sha256":"52ce2ee9a91a8b3d19ae62735ae5cce2349784d1af2639fa62dae725ef29f1f0","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pipe_fryum/Data/Images/Normal/307","width":1300}} {"generation":{"active_effects":["linear_motion","gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":2.224859639193977,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":7.670442707329224,"length_px_native":17.28845875831626,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"linear_motion":1},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05234227753825981,"sigma_x255":13.347280772256251},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5651704342506549048,"profile":"D1","realization_id":0,"realization_seed":4949826397889602764,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Normal__344.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Normal/344","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/good/344","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1154,"identity_group":"7b7ee98d25b7ab9a0cfe0f4fc718c33e3f879ad2a0ff83401ce7dfbad3088c80","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Normal/344.JPG","image_path":"pipe_fryum/Data/Images/Normal/344.JPG","image_sha256":"7b7ee98d25b7ab9a0cfe0f4fc718c33e3f879ad2a0ff83401ce7dfbad3088c80","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pipe_fryum/Data/Images/Normal/344","width":1300}} {"generation":{"active_effects":["isotropic_gaussian"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":"isotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":4.989563036941228,"sigma_minor_px_native":null,"sigma_px_at_512":2.2137402728890025,"sigma_px_native":4.989563036941228},"blur_kind":null,"component_tiers":{"isotropic_gaussian":2},"dominant_effect":"isotropic_gaussian","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":2783165028788802659,"profile":"B1","realization_id":0,"realization_seed":8408767875375764376,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Normal__398.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Normal/398","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/good/398","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1154,"identity_group":"7dd85f4d4f8c41c05ac5c29d6c2352a845de542190a691db5eb5d41dcfd7dc31","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Normal/398.JPG","image_path":"pipe_fryum/Data/Images/Normal/398.JPG","image_sha256":"7dd85f4d4f8c41c05ac5c29d6c2352a845de542190a691db5eb5d41dcfd7dc31","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pipe_fryum/Data/Images/Normal/398","width":1300}} {"generation":{"active_effects":["gaussian_noise"],"assignment_seed":1729,"blur":{"angle_rad":null,"boundary":"reflect","kernel_sha256":null,"kind":null,"length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2},"dominant_effect":"gaussian_noise","exposure_ev":null,"jpeg":{"chroma_subsampling":null,"enabled":false,"quality":null},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.047388815793721395,"sigma_x255":12.084148027398955},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":7572496689165897764,"profile":"C1","realization_id":0,"realization_seed":7736011929860594827,"recipe_tier":2,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Normal__400.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Normal/400","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/good/400","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1154,"identity_group":"2652731484e15ae63c12b099a8b0c33c24dc62dcab02711470d3d4ced844341e","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Normal/400.JPG","image_path":"pipe_fryum/Data/Images/Normal/400.JPG","image_sha256":"2652731484e15ae63c12b099a8b0c33c24dc62dcab02711470d3d4ced844341e","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pipe_fryum/Data/Images/Normal/400","width":1300}} {"generation":{"active_effects":["overexposure","anisotropic_gaussian","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":0.7744552762556394,"aniso_ratio":2.0825184445349425,"boundary":"reflect","kernel_sha256":null,"kind":"anisotropic_gaussian","length_px_at_512":null,"length_px_native":null,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_at_512":3.689731227188592,"sigma_major_px_native":8.316308273780537,"sigma_minor_px_at_512":1.7717640085596285,"sigma_minor_px_native":3.9933899724176,"sigma_px_at_512":3.689731227188592,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"anisotropic_gaussian":3,"jpeg":4,"overexposure":3},"dominant_effect":"jpeg","exposure_ev":1.151213612679686,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":43},"noise":{"channel_covariance":"independent","model":null,"sigma_linear":null},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":5617087684493517260,"profile":"D4","realization_id":0,"realization_seed":662104518644940870,"recipe_tier":4,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Normal__402.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Normal/402","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/good/402","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1154,"identity_group":"f838cd77a431f508f37d5847d942754f6e9a567d9e3394acf5e2196c3f395352","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Normal/402.JPG","image_path":"pipe_fryum/Data/Images/Normal/402.JPG","image_sha256":"f838cd77a431f508f37d5847d942754f6e9a567d9e3394acf5e2196c3f395352","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pipe_fryum/Data/Images/Normal/402","width":1300}} {"generation":{"active_effects":["underexposure","linear_motion","gaussian_noise","jpeg"],"assignment_seed":1729,"blur":{"angle_rad":1.901029618128943,"boundary":"reflect","kernel_sha256":null,"kind":"linear_motion","length_px_at_512":11.831488843695396,"length_px_native":26.667066651610327,"radius_px_at_512":null,"radius_px_native":null,"sigma_major_px_native":null,"sigma_minor_px_native":null,"sigma_px_at_512":null,"sigma_px_native":null},"blur_kind":null,"component_tiers":{"gaussian_noise":2,"jpeg":3,"linear_motion":2,"underexposure":2},"dominant_effect":"jpeg","exposure_ev":-0.8046391741706616,"jpeg":{"chroma_subsampling":"4:4:4","enabled":true,"quality":56},"noise":{"channel_covariance":"independent","model":"linear_awgn","sigma_linear":0.05435191345336644,"sigma_x255":13.859737930608443},"operator_order":["srgb_to_linear","blur","exposure","resampling","noise","clip","linear_to_srgb","jpeg_if_enabled"],"parameter_seed":8158955122420645719,"profile":"D5","realization_id":0,"realization_seed":4366623659719103995,"recipe_tier":3,"reference_short_side":512,"resampling":{"enabled":false,"factor":1.0},"spatial_scale_q":2.25390625,"track":"core"},"output":{"path":"visa/pipe_fryum/visa__pipe_fryum__Data__Images__Normal__487.png","sha256":null},"quality":{"clip_fraction_before_encoding":null,"gradient_energy_ratio":null,"psnr_srgb":null,"ssim_srgb":null,"technical_valid":null},"sample_id":"visa::pipe_fryum/Data/Images/Normal/487","schema_version":"arad_compact_v1","source":{"benchmark_split":"development","category":"pipe_fryum","compat_id":"pipe_fryum/test/good/487","dataset":"visa","dataset_version":"20220922","defect_subtype":null,"exact_duplicate_ids":[],"height":1154,"identity_group":"83fbdd773db1bd75b7e78abb6c20852911df3e32d5fee4a282491827cc62ec9f","image_abs":"/mnt/hdd/linh/dangkhoa/workspace/anomal_det/data/visa/pipe_fryum/Data/Images/Normal/487.JPG","image_path":"pipe_fryum/Data/Images/Normal/487.JPG","image_sha256":"83fbdd773db1bd75b7e78abb6c20852911df3e32d5fee4a282491827cc62ec9f","in_development":true,"label":0,"mask_abs":null,"mask_path":null,"mask_sha256":null,"official_split":"test","source_id":"pipe_fryum/Data/Images/Normal/487","width":1300}}