anode / data /benchmark.json
peanut2butter9's picture
Deploy AnoDe (static)
caa7718 verified
Raw History Blame Contribute Delete
47.2 kB
{
"models": {
"autoencoder_l2": "AE (L2)",
"resnet50_knn": "ResNet50+kNN",
"feature_ae_resnet50": "Feature AE (ResNet-50)",
"feature_ae_res2net50": "Feature AE (Res2Net-50)",
"patchcore": "PatchCore",
"glass": "GLASS (ours, last epoch)",
"glass_testselected": "GLASS (ours, test-selected)",
"glass_official": "GLASS (released ckpt)",
"csad": "CSAD (ours, last)",
"csad_testselected": "CSAD (ours, test-selected)",
"csad_official": "CSAD (released ckpt)"
},
"datasets": {
"mvtec_ad": {
"categories": [
"bottle",
"cable",
"capsule",
"carpet",
"grid",
"hazelnut",
"leather",
"metal_nut",
"pill",
"screw",
"tile",
"toothbrush",
"transistor",
"wood",
"zipper"
],
"models": [
"autoencoder_l2",
"resnet50_knn",
"feature_ae_resnet50",
"feature_ae_res2net50",
"patchcore",
"glass",
"glass_testselected",
"glass_official"
],
"per_category": {
"autoencoder_l2": {
"bottle": {
"image_auroc": 0.7269,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.699,
"aupro_30": 0.3919,
"val_f1": 0.3485,
"f1_max": 0.863,
"ms_per_image": 7.5103
},
"cable": {
"image_auroc": 0.4875,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.4617,
"aupro_30": 0.2322,
"val_f1": 0.0,
"f1_max": 0.7603,
"ms_per_image": 8.3346
},
"capsule": {
"image_auroc": 0.6469,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.7671,
"aupro_30": 0.5424,
"val_f1": 0.0,
"f1_max": 0.9071,
"ms_per_image": 7.8236
},
"carpet": {
"image_auroc": 0.3713,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.7161,
"aupro_30": 0.2648,
"val_f1": 0.2881,
"f1_max": 0.8641,
"ms_per_image": 8.0014
},
"grid": {
"image_auroc": 0.878,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.8489,
"aupro_30": 0.5675,
"val_f1": 0.0,
"f1_max": 0.9195,
"ms_per_image": 7.6964
},
"hazelnut": {
"image_auroc": 0.9104,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9375,
"aupro_30": 0.8545,
"val_f1": 0.427,
"f1_max": 0.8767,
"ms_per_image": 8.1768
},
"leather": {
"image_auroc": 0.4076,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.8785,
"aupro_30": 0.7433,
"val_f1": 0.7407,
"f1_max": 0.8519,
"ms_per_image": 7.3945
},
"metal_nut": {
"image_auroc": 0.2946,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.5935,
"aupro_30": 0.2597,
"val_f1": 0.0,
"f1_max": 0.8942,
"ms_per_image": 7.5869
},
"pill": {
"image_auroc": 0.5978,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.8756,
"aupro_30": 0.7004,
"val_f1": 0.1169,
"f1_max": 0.9296,
"ms_per_image": 7.4184
},
"screw": {
"image_auroc": 0.7051,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9137,
"aupro_30": 0.7009,
"val_f1": 0.0,
"f1_max": 0.8768,
"ms_per_image": 7.5184
},
"tile": {
"image_auroc": 0.7745,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.5903,
"aupro_30": 0.3704,
"val_f1": 0.0157,
"f1_max": 0.8441,
"ms_per_image": 7.3832
},
"toothbrush": {
"image_auroc": 0.5667,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.8606,
"aupro_30": 0.6018,
"val_f1": 0.0,
"f1_max": 0.8333,
"ms_per_image": 8.2551
},
"transistor": {
"image_auroc": 0.4733,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.5521,
"aupro_30": 0.2925,
"val_f1": 0.1354,
"f1_max": 0.5714,
"ms_per_image": 8.2893
},
"wood": {
"image_auroc": 0.9406,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.7894,
"aupro_30": 0.6808,
"val_f1": 0.1906,
"f1_max": 0.9516,
"ms_per_image": 8.7758
},
"zipper": {
"image_auroc": 0.3014,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.781,
"aupro_30": 0.4318,
"val_f1": 0.0111,
"f1_max": 0.8815,
"ms_per_image": 7.7477
}
},
"resnet50_knn": {
"bottle": {
"image_auroc": 0.9738,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.8673,
"f1_max": 0.9677,
"ms_per_image": 7.526
},
"cable": {
"image_auroc": 0.7989,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.4237,
"f1_max": 0.8283,
"ms_per_image": 9.4484
},
"capsule": {
"image_auroc": 0.8157,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.527,
"f1_max": 0.9196,
"ms_per_image": 7.8507
},
"carpet": {
"image_auroc": 0.703,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.7296,
"f1_max": 0.8877,
"ms_per_image": 7.9274
},
"grid": {
"image_auroc": 0.3342,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.0,
"f1_max": 0.8444,
"ms_per_image": 7.0347
},
"hazelnut": {
"image_auroc": 0.9025,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.4783,
"f1_max": 0.8947,
"ms_per_image": 8.5967
},
"leather": {
"image_auroc": 0.8699,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.7483,
"f1_max": 0.8778,
"ms_per_image": 6.8943
},
"metal_nut": {
"image_auroc": 0.8133,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.5079,
"f1_max": 0.9,
"ms_per_image": 7.1197
},
"pill": {
"image_auroc": 0.7196,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.1923,
"f1_max": 0.9186,
"ms_per_image": 7.1693
},
"screw": {
"image_auroc": 0.5913,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.0167,
"f1_max": 0.853,
"ms_per_image": 6.8553
},
"tile": {
"image_auroc": 0.9888,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.9581,
"f1_max": 0.9704,
"ms_per_image": 7.3229
},
"toothbrush": {
"image_auroc": 0.8028,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.5581,
"f1_max": 0.8727,
"ms_per_image": 7.5404
},
"transistor": {
"image_auroc": 0.8267,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.4314,
"f1_max": 0.7381,
"ms_per_image": 8.8151
},
"wood": {
"image_auroc": 0.9807,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.6667,
"f1_max": 0.9744,
"ms_per_image": 8.195
},
"zipper": {
"image_auroc": 0.9099,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.6243,
"f1_max": 0.9323,
"ms_per_image": 6.8509
}
},
"feature_ae_resnet50": {
"bottle": {
"image_auroc": 1.0,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9846,
"aupro_30": 0.937,
"val_f1": 1.0,
"f1_max": 1.0,
"ms_per_image": 7.5128
},
"cable": {
"image_auroc": 0.9829,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9799,
"aupro_30": 0.9149,
"val_f1": 0.8848,
"f1_max": 0.9524,
"ms_per_image": 8.1438
},
"capsule": {
"image_auroc": 0.9606,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9908,
"aupro_30": 0.932,
"val_f1": 0.8698,
"f1_max": 0.9653,
"ms_per_image": 7.8716
},
"carpet": {
"image_auroc": 0.9807,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9882,
"aupro_30": 0.9419,
"val_f1": 0.9272,
"f1_max": 0.9714,
"ms_per_image": 7.7175
},
"grid": {
"image_auroc": 0.9816,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9736,
"aupro_30": 0.8952,
"val_f1": 0.9704,
"f1_max": 0.9737,
"ms_per_image": 7.4179
},
"hazelnut": {
"image_auroc": 1.0,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9848,
"aupro_30": 0.9492,
"val_f1": 0.9976,
"f1_max": 1.0,
"ms_per_image": 7.9947
},
"leather": {
"image_auroc": 1.0,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9886,
"aupro_30": 0.965,
"val_f1": 1.0,
"f1_max": 1.0,
"ms_per_image": 7.4711
},
"metal_nut": {
"image_auroc": 1.0,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9884,
"aupro_30": 0.9478,
"val_f1": 1.0,
"f1_max": 1.0,
"ms_per_image": 7.3148
},
"pill": {
"image_auroc": 0.9574,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.987,
"aupro_30": 0.9554,
"val_f1": 0.7809,
"f1_max": 0.9695,
"ms_per_image": 7.3499
},
"screw": {
"image_auroc": 0.9218,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9865,
"aupro_30": 0.9432,
"val_f1": 0.7384,
"f1_max": 0.9184,
"ms_per_image": 7.2395
},
"tile": {
"image_auroc": 1.0,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9534,
"aupro_30": 0.8669,
"val_f1": 0.994,
"f1_max": 1.0,
"ms_per_image": 7.4031
},
"toothbrush": {
"image_auroc": 0.9611,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9889,
"aupro_30": 0.8772,
"val_f1": 0.9508,
"f1_max": 0.9524,
"ms_per_image": 8.275
},
"transistor": {
"image_auroc": 0.9639,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9324,
"aupro_30": 0.8302,
"val_f1": 0.9137,
"f1_max": 0.9487,
"ms_per_image": 7.7545
},
"wood": {
"image_auroc": 0.9939,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9321,
"aupro_30": 0.8698,
"val_f1": 0.9621,
"f1_max": 0.9831,
"ms_per_image": 8.081
},
"zipper": {
"image_auroc": 0.9909,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9832,
"aupro_30": 0.9395,
"val_f1": 0.9721,
"f1_max": 0.9751,
"ms_per_image": 7.2994
}
},
"feature_ae_res2net50": {
"bottle": {
"image_auroc": 0.9966,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9862,
"aupro_30": 0.9431,
"val_f1": 0.984,
"f1_max": 0.9921,
"ms_per_image": 11.4639
},
"cable": {
"image_auroc": 0.9167,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9648,
"aupro_30": 0.874,
"val_f1": 0.6575,
"f1_max": 0.8832,
"ms_per_image": 12.133
},
"capsule": {
"image_auroc": 0.8253,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9852,
"aupro_30": 0.9103,
"val_f1": 0.4831,
"f1_max": 0.9355,
"ms_per_image": 12.0554
},
"carpet": {
"image_auroc": 0.9787,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9898,
"aupro_30": 0.9379,
"val_f1": 0.9441,
"f1_max": 0.9711,
"ms_per_image": 11.9406
},
"grid": {
"image_auroc": 0.8201,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9527,
"aupro_30": 0.8346,
"val_f1": 0.5725,
"f1_max": 0.9046,
"ms_per_image": 11.6897
},
"hazelnut": {
"image_auroc": 0.8604,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9799,
"aupro_30": 0.9175,
"val_f1": 0.3294,
"f1_max": 0.911,
"ms_per_image": 11.8924
},
"leather": {
"image_auroc": 1.0,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9931,
"aupro_30": 0.9788,
"val_f1": 0.9929,
"f1_max": 1.0,
"ms_per_image": 11.8856
},
"metal_nut": {
"image_auroc": 0.9901,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9816,
"aupro_30": 0.9342,
"val_f1": 0.9647,
"f1_max": 0.9747,
"ms_per_image": 11.1798
},
"pill": {
"image_auroc": 0.902,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9761,
"aupro_30": 0.9367,
"val_f1": 0.7129,
"f1_max": 0.9386,
"ms_per_image": 11.3454
},
"screw": {
"image_auroc": 0.4606,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9466,
"aupro_30": 0.8102,
"val_f1": 0.0,
"f1_max": 0.8541,
"ms_per_image": 12.0054
},
"tile": {
"image_auroc": 0.9992,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9598,
"aupro_30": 0.8702,
"val_f1": 0.9879,
"f1_max": 0.9942,
"ms_per_image": 11.3501
},
"toothbrush": {
"image_auroc": 0.9194,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.986,
"aupro_30": 0.8313,
"val_f1": 0.828,
"f1_max": 0.9156,
"ms_per_image": 12.2338
},
"transistor": {
"image_auroc": 0.9171,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9253,
"aupro_30": 0.7687,
"val_f1": 0.7366,
"f1_max": 0.8631,
"ms_per_image": 12.0405
},
"wood": {
"image_auroc": 0.9623,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9379,
"aupro_30": 0.8656,
"val_f1": 0.9362,
"f1_max": 0.9591,
"ms_per_image": 12.0868
},
"zipper": {
"image_auroc": 0.9592,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9821,
"aupro_30": 0.9332,
"val_f1": 0.952,
"f1_max": 0.9683,
"ms_per_image": 11.334
}
},
"patchcore": {
"bottle": {
"image_auroc": 1.0,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.987,
"aupro_30": 0.9468,
"val_f1": 1.0,
"f1_max": 1.0,
"ms_per_image": 30.2256
},
"cable": {
"image_auroc": 0.9934,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.989,
"aupro_30": 0.9463,
"val_f1": 0.9123,
"f1_max": 0.9735,
"ms_per_image": 31.3309
},
"capsule": {
"image_auroc": 0.9729,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9897,
"aupro_30": 0.9247,
"val_f1": 0.7571,
"f1_max": 0.9818,
"ms_per_image": 30.6218
},
"carpet": {
"image_auroc": 0.9884,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9903,
"aupro_30": 0.9467,
"val_f1": 0.9412,
"f1_max": 0.9721,
"ms_per_image": 36.5699
},
"grid": {
"image_auroc": 0.9866,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9799,
"aupro_30": 0.8937,
"val_f1": 0.9455,
"f1_max": 0.9825,
"ms_per_image": 37.3058
},
"hazelnut": {
"image_auroc": 1.0,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.988,
"aupro_30": 0.948,
"val_f1": 0.9855,
"f1_max": 1.0,
"ms_per_image": 49.8643
},
"leather": {
"image_auroc": 1.0,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9928,
"aupro_30": 0.9696,
"val_f1": 0.9583,
"f1_max": 1.0,
"ms_per_image": 33.5818
},
"metal_nut": {
"image_auroc": 0.9976,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9889,
"aupro_30": 0.9419,
"val_f1": 0.9667,
"f1_max": 0.9894,
"ms_per_image": 32.2288
},
"pill": {
"image_auroc": 0.9539,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9819,
"aupro_30": 0.9422,
"val_f1": 0.6635,
"f1_max": 0.9547,
"ms_per_image": 35.8094
},
"screw": {
"image_auroc": 0.9375,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9898,
"aupro_30": 0.9443,
"val_f1": 0.794,
"f1_max": 0.9231,
"ms_per_image": 43.3428
},
"tile": {
"image_auroc": 0.9996,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9611,
"aupro_30": 0.8637,
"val_f1": 0.9881,
"f1_max": 0.9941,
"ms_per_image": 31.777
},
"toothbrush": {
"image_auroc": 0.9278,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.989,
"aupro_30": 0.8866,
"val_f1": 0.9,
"f1_max": 0.9375,
"ms_per_image": 14.3178
},
"transistor": {
"image_auroc": 0.9987,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9791,
"aupro_30": 0.952,
"val_f1": 0.9877,
"f1_max": 0.9877,
"ms_per_image": 30.2561
},
"wood": {
"image_auroc": 0.9904,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9395,
"aupro_30": 0.872,
"val_f1": 0.9375,
"f1_max": 0.9744,
"ms_per_image": 32.7697
},
"zipper": {
"image_auroc": 0.9835,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.986,
"aupro_30": 0.9477,
"val_f1": 0.9874,
"f1_max": 0.9874,
"ms_per_image": 34.4777
}
},
"glass": {
"transistor": {
"image_auroc": 0.9921,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9676,
"aupro_30": 0.9386,
"val_f1": 0.8889,
"f1_max": 0.9487,
"ms_per_image": 32.2686
},
"wood": {
"image_auroc": 0.9965,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9721,
"aupro_30": 0.9348,
"val_f1": 0.9672,
"f1_max": 0.9833,
"ms_per_image": 30.4207
},
"zipper": {
"image_auroc": 0.9976,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9924,
"aupro_30": 0.9734,
"val_f1": 0.9794,
"f1_max": 0.9915,
"ms_per_image": 27.7241
}
},
"glass_testselected": {
"transistor": {
"image_auroc": 0.9942,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.967,
"aupro_30": 0.94,
"val_f1": 0.8732,
"f1_max": 0.9512,
"ms_per_image": 31.3414
},
"wood": {
"image_auroc": 0.9965,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9788,
"aupro_30": 0.9488,
"val_f1": 0.9833,
"f1_max": 0.9916,
"ms_per_image": 30.3094
},
"zipper": {
"image_auroc": 0.9982,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9931,
"aupro_30": 0.9748,
"val_f1": 0.9833,
"f1_max": 0.9915,
"ms_per_image": 27.6016
}
},
"glass_official": {
"bottle": {
"image_auroc": 1.0,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9932,
"aupro_30": 0.9721,
"val_f1": null,
"f1_max": 1.0,
"ms_per_image": 29.9137
},
"cable": {
"image_auroc": 0.9981,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.987,
"aupro_30": 0.9396,
"val_f1": null,
"f1_max": 0.984,
"ms_per_image": 33.5399
},
"capsule": {
"image_auroc": 0.9992,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9932,
"aupro_30": 0.9702,
"val_f1": null,
"f1_max": 0.9954,
"ms_per_image": 35.1233
},
"carpet": {
"image_auroc": 0.9976,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9953,
"aupro_30": 0.9863,
"val_f1": null,
"f1_max": 0.9886,
"ms_per_image": 34.0296
},
"grid": {
"image_auroc": 1.0,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9938,
"aupro_30": 0.9714,
"val_f1": null,
"f1_max": 1.0,
"ms_per_image": 29.7786
},
"hazelnut": {
"image_auroc": 1.0,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9941,
"aupro_30": 0.9828,
"val_f1": null,
"f1_max": 1.0,
"ms_per_image": 34.261
},
"leather": {
"image_auroc": 1.0,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9985,
"aupro_30": 0.9944,
"val_f1": null,
"f1_max": 1.0,
"ms_per_image": 30.5432
},
"metal_nut": {
"image_auroc": 1.0,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9939,
"aupro_30": 0.9492,
"val_f1": null,
"f1_max": 1.0,
"ms_per_image": 28.8825
},
"pill": {
"image_auroc": 0.9929,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9931,
"aupro_30": 0.9729,
"val_f1": null,
"f1_max": 0.9826,
"ms_per_image": 30.3144
},
"screw": {
"image_auroc": 0.9998,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9944,
"aupro_30": 0.9705,
"val_f1": null,
"f1_max": 0.9958,
"ms_per_image": 28.8111
},
"tile": {
"image_auroc": 1.0,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9967,
"aupro_30": 0.9873,
"val_f1": null,
"f1_max": 1.0,
"ms_per_image": 31.5264
},
"toothbrush": {
"image_auroc": 1.0,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9928,
"aupro_30": 0.9322,
"val_f1": null,
"f1_max": 1.0,
"ms_per_image": 33.5569
},
"transistor": {
"image_auroc": 0.9987,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.977,
"aupro_30": 0.9477,
"val_f1": null,
"f1_max": 0.9873,
"ms_per_image": 35.7504
},
"wood": {
"image_auroc": 0.9991,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9884,
"aupro_30": 0.9743,
"val_f1": null,
"f1_max": 0.9917,
"ms_per_image": 33.472
},
"zipper": {
"image_auroc": 0.9995,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9964,
"aupro_30": 0.9861,
"val_f1": null,
"f1_max": 0.9958,
"ms_per_image": 29.5934
}
}
},
"mean": {
"autoencoder_l2": {
"image_auroc": 0.6055,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.751,
"aupro_30": 0.509,
"val_f1": 0.1516,
"f1_max": 0.855,
"ms_per_image": 7.8608
},
"resnet50_knn": {
"image_auroc": 0.8021,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.5153,
"f1_max": 0.892,
"ms_per_image": 7.6765
},
"feature_ae_resnet50": {
"image_auroc": 0.9797,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9762,
"aupro_30": 0.9177,
"val_f1": 0.9308,
"f1_max": 0.974,
"ms_per_image": 7.6564
},
"feature_ae_res2net50": {
"image_auroc": 0.9005,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9698,
"aupro_30": 0.8898,
"val_f1": 0.7388,
"f1_max": 0.9377,
"ms_per_image": 11.7758
},
"patchcore": {
"image_auroc": 0.982,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9821,
"aupro_30": 0.9284,
"val_f1": 0.915,
"f1_max": 0.9772,
"ms_per_image": 33.632
},
"glass_official": {
"image_auroc": 0.999,
"auroc_logical": null,
"auroc_structural": null,
"auroc_loco_mean": null,
"pixel_auroc": 0.9925,
"aupro_30": 0.9691,
"val_f1": null,
"f1_max": 0.9948,
"ms_per_image": 31.9398
}
},
"deployed": "patchcore"
},
"mvtec_loco": {
"categories": [
"breakfast_box",
"juice_bottle",
"pushpins",
"screw_bag",
"splicing_connectors"
],
"models": [
"autoencoder_l2",
"resnet50_knn",
"feature_ae_resnet50",
"feature_ae_res2net50",
"patchcore",
"glass",
"glass_testselected",
"csad",
"csad_testselected",
"csad_official"
],
"per_category": {
"autoencoder_l2": {
"breakfast_box": {
"image_auroc": 0.6264,
"auroc_logical": 0.5319,
"auroc_structural": 0.7136,
"auroc_loco_mean": 0.6227,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.317,
"f1_max": 0.7723,
"ms_per_image": 12.6492
},
"juice_bottle": {
"image_auroc": 0.6468,
"auroc_logical": 0.5933,
"auroc_structural": 0.7277,
"auroc_loco_mean": 0.6605,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.2993,
"f1_max": 0.8339,
"ms_per_image": 8.634
},
"pushpins": {
"image_auroc": 0.6439,
"auroc_logical": 0.5062,
"auroc_structural": 0.7987,
"auroc_loco_mean": 0.6524,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.1937,
"f1_max": 0.7137,
"ms_per_image": 10.7918
},
"screw_bag": {
"image_auroc": 0.6882,
"auroc_logical": 0.6524,
"auroc_structural": 0.748,
"auroc_loco_mean": 0.7002,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.0417,
"f1_max": 0.7837,
"ms_per_image": 10.8246
},
"splicing_connectors": {
"image_auroc": 0.6733,
"auroc_logical": 0.6512,
"auroc_structural": 0.7013,
"auroc_loco_mean": 0.6763,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.0919,
"f1_max": 0.7721,
"ms_per_image": 10.3032
}
},
"resnet50_knn": {
"breakfast_box": {
"image_auroc": 0.7988,
"auroc_logical": 0.9101,
"auroc_structural": 0.6962,
"auroc_loco_mean": 0.8031,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.5356,
"f1_max": 0.8031,
"ms_per_image": 9.5568
},
"juice_bottle": {
"image_auroc": 0.8799,
"auroc_logical": 0.927,
"auroc_structural": 0.8086,
"auroc_loco_mean": 0.8678,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.6852,
"f1_max": 0.8785,
"ms_per_image": 9.3734
},
"pushpins": {
"image_auroc": 0.6471,
"auroc_logical": 0.5733,
"auroc_structural": 0.7301,
"auroc_loco_mean": 0.6517,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.2178,
"f1_max": 0.73,
"ms_per_image": 8.2954
},
"screw_bag": {
"image_auroc": 0.5653,
"auroc_logical": 0.5197,
"auroc_structural": 0.6415,
"auroc_loco_mean": 0.5806,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.1513,
"f1_max": 0.7856,
"ms_per_image": 8.8341
},
"splicing_connectors": {
"image_auroc": 0.7634,
"auroc_logical": 0.8072,
"auroc_structural": 0.7078,
"auroc_loco_mean": 0.7575,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.292,
"f1_max": 0.7857,
"ms_per_image": 9.3831
}
},
"feature_ae_resnet50": {
"breakfast_box": {
"image_auroc": 0.8476,
"auroc_logical": 0.8535,
"auroc_structural": 0.8422,
"auroc_loco_mean": 0.8478,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.7268,
"f1_max": 0.8152,
"ms_per_image": 9.5242
},
"juice_bottle": {
"image_auroc": 0.953,
"auroc_logical": 0.9441,
"auroc_structural": 0.9664,
"auroc_loco_mean": 0.9553,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.8832,
"f1_max": 0.9248,
"ms_per_image": 8.5678
},
"pushpins": {
"image_auroc": 0.736,
"auroc_logical": 0.6447,
"auroc_structural": 0.8386,
"auroc_loco_mean": 0.7417,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.45,
"f1_max": 0.7268,
"ms_per_image": 8.8459
},
"screw_bag": {
"image_auroc": 0.6696,
"auroc_logical": 0.5514,
"auroc_structural": 0.8671,
"auroc_loco_mean": 0.7092,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.2486,
"f1_max": 0.7843,
"ms_per_image": 8.8432
},
"splicing_connectors": {
"image_auroc": 0.8233,
"auroc_logical": 0.7506,
"auroc_structural": 0.9157,
"auroc_loco_mean": 0.8332,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.6497,
"f1_max": 0.8032,
"ms_per_image": 8.7125
}
},
"feature_ae_res2net50": {
"breakfast_box": {
"image_auroc": 0.8238,
"auroc_logical": 0.8476,
"auroc_structural": 0.8019,
"auroc_loco_mean": 0.8247,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.4595,
"f1_max": 0.8121,
"ms_per_image": 13.1255
},
"juice_bottle": {
"image_auroc": 0.9393,
"auroc_logical": 0.9478,
"auroc_structural": 0.9264,
"auroc_loco_mean": 0.9371,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.8246,
"f1_max": 0.9188,
"ms_per_image": 12.357
},
"pushpins": {
"image_auroc": 0.7224,
"auroc_logical": 0.6527,
"auroc_structural": 0.8007,
"auroc_loco_mean": 0.7267,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.3652,
"f1_max": 0.7301,
"ms_per_image": 12.6208
},
"screw_bag": {
"image_auroc": 0.6364,
"auroc_logical": 0.5938,
"auroc_structural": 0.7077,
"auroc_loco_mean": 0.6508,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.1058,
"f1_max": 0.7835,
"ms_per_image": 12.5112
},
"splicing_connectors": {
"image_auroc": 0.6314,
"auroc_logical": 0.643,
"auroc_structural": 0.6168,
"auroc_loco_mean": 0.6299,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.1553,
"f1_max": 0.7679,
"ms_per_image": 12.4494
}
},
"patchcore": {
"breakfast_box": {
"image_auroc": 0.8174,
"auroc_logical": 0.8337,
"auroc_structural": 0.8024,
"auroc_loco_mean": 0.818,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.5277,
"f1_max": 0.8107,
"ms_per_image": 50.143
},
"juice_bottle": {
"image_auroc": 0.9534,
"auroc_logical": 0.943,
"auroc_structural": 0.9692,
"auroc_loco_mean": 0.9561,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.8858,
"f1_max": 0.9442,
"ms_per_image": 47.8845
},
"pushpins": {
"image_auroc": 0.7399,
"auroc_logical": 0.7038,
"auroc_structural": 0.7806,
"auroc_loco_mean": 0.7422,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.2886,
"f1_max": 0.7441,
"ms_per_image": 52.7341
},
"screw_bag": {
"image_auroc": 0.6801,
"auroc_logical": 0.5961,
"auroc_structural": 0.8206,
"auroc_loco_mean": 0.7083,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.1362,
"f1_max": 0.7821,
"ms_per_image": 50.7008
},
"splicing_connectors": {
"image_auroc": 0.8803,
"auroc_logical": 0.8547,
"auroc_structural": 0.9129,
"auroc_loco_mean": 0.8838,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.6115,
"f1_max": 0.8714,
"ms_per_image": 51.913
}
},
"glass": {
"breakfast_box": {
"image_auroc": 0.8329,
"auroc_logical": 0.8201,
"auroc_structural": 0.8447,
"auroc_loco_mean": 0.8324,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.556,
"f1_max": 0.8232,
"ms_per_image": 39.8089
},
"juice_bottle": {
"image_auroc": 0.9565,
"auroc_logical": 0.9389,
"auroc_structural": 0.9833,
"auroc_loco_mean": 0.9611,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.8229,
"f1_max": 0.9367,
"ms_per_image": 30.1015
},
"pushpins": {
"image_auroc": 0.7141,
"auroc_logical": 0.5522,
"auroc_structural": 0.896,
"auroc_loco_mean": 0.7241,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.3889,
"f1_max": 0.7195,
"ms_per_image": 35.5133
},
"screw_bag": {
"image_auroc": 0.7087,
"auroc_logical": 0.572,
"auroc_structural": 0.937,
"auroc_loco_mean": 0.7545,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.3089,
"f1_max": 0.7837,
"ms_per_image": 34.7539
},
"splicing_connectors": {
"image_auroc": 0.7799,
"auroc_logical": 0.6804,
"auroc_structural": 0.9065,
"auroc_loco_mean": 0.7934,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.5735,
"f1_max": 0.7665,
"ms_per_image": 32.5289
}
},
"glass_testselected": {
"breakfast_box": {
"image_auroc": 0.8502,
"auroc_logical": 0.8558,
"auroc_structural": 0.845,
"auroc_loco_mean": 0.8504,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.5378,
"f1_max": 0.8362,
"ms_per_image": 40.1516
},
"juice_bottle": {
"image_auroc": 0.9701,
"auroc_logical": 0.9553,
"auroc_structural": 0.9923,
"auroc_loco_mean": 0.9738,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.9002,
"f1_max": 0.9501,
"ms_per_image": 29.9393
},
"pushpins": {
"image_auroc": 0.7322,
"auroc_logical": 0.6519,
"auroc_structural": 0.8224,
"auroc_loco_mean": 0.7372,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.4513,
"f1_max": 0.7304,
"ms_per_image": 35.115
},
"screw_bag": {
"image_auroc": 0.7176,
"auroc_logical": 0.6005,
"auroc_structural": 0.9134,
"auroc_loco_mean": 0.7569,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.3282,
"f1_max": 0.7821,
"ms_per_image": 36.443
},
"splicing_connectors": {
"image_auroc": 0.8126,
"auroc_logical": 0.7321,
"auroc_structural": 0.915,
"auroc_loco_mean": 0.8235,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.6338,
"f1_max": 0.7979,
"ms_per_image": 34.1221
}
},
"csad": {
"breakfast_box": {
"image_auroc": 0.8947,
"auroc_logical": 0.9322,
"auroc_structural": 0.8601,
"auroc_loco_mean": 0.8962,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.7633,
"f1_max": 0.8677,
"ms_per_image": 56.0786
},
"juice_bottle": {
"image_auroc": 0.9238,
"auroc_logical": 0.9139,
"auroc_structural": 0.9387,
"auroc_loco_mean": 0.9263,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.8403,
"f1_max": 0.9143,
"ms_per_image": 51.9968
},
"pushpins": {
"image_auroc": 0.9419,
"auroc_logical": 0.9343,
"auroc_structural": 0.9504,
"auroc_loco_mean": 0.9424,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.8506,
"f1_max": 0.9,
"ms_per_image": 58.6615
},
"screw_bag": {
"image_auroc": 0.9554,
"auroc_logical": 0.9874,
"auroc_structural": 0.9019,
"auroc_loco_mean": 0.9447,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.8407,
"f1_max": 0.9231,
"ms_per_image": 53.8357
},
"splicing_connectors": {
"image_auroc": 0.9365,
"auroc_logical": 0.9554,
"auroc_structural": 0.9125,
"auroc_loco_mean": 0.934,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.7853,
"f1_max": 0.8947,
"ms_per_image": 55.1658
}
},
"csad_testselected": {
"breakfast_box": {
"image_auroc": 0.9095,
"auroc_logical": 0.9372,
"auroc_structural": 0.884,
"auroc_loco_mean": 0.9106,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.619,
"f1_max": 0.8837,
"ms_per_image": 55.4391
},
"juice_bottle": {
"image_auroc": 0.9318,
"auroc_logical": 0.934,
"auroc_structural": 0.9286,
"auroc_loco_mean": 0.9313,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.1846,
"f1_max": 0.9234,
"ms_per_image": 54.1767
},
"pushpins": {
"image_auroc": 0.9403,
"auroc_logical": 0.9357,
"auroc_structural": 0.9454,
"auroc_loco_mean": 0.9406,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.8682,
"f1_max": 0.8862,
"ms_per_image": 60.4458
},
"screw_bag": {
"image_auroc": 0.9691,
"auroc_logical": 0.9938,
"auroc_structural": 0.9277,
"auroc_loco_mean": 0.9608,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.814,
"f1_max": 0.9318,
"ms_per_image": 55.1
},
"splicing_connectors": {
"image_auroc": 0.9372,
"auroc_logical": 0.9629,
"auroc_structural": 0.9046,
"auroc_loco_mean": 0.9337,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.8,
"f1_max": 0.8997,
"ms_per_image": 55.8796
}
},
"csad_official": {
"breakfast_box": {
"image_auroc": 0.9265,
"auroc_logical": 0.9584,
"auroc_structural": 0.8971,
"auroc_loco_mean": 0.9277,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.4891,
"f1_max": 0.8986,
"ms_per_image": 62.058
},
"juice_bottle": {
"image_auroc": 0.9563,
"auroc_logical": 0.9549,
"auroc_structural": 0.9584,
"auroc_loco_mean": 0.9566,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.921,
"f1_max": 0.9432,
"ms_per_image": 63.5347
},
"pushpins": {
"image_auroc": 0.9715,
"auroc_logical": 0.9972,
"auroc_structural": 0.9426,
"auroc_loco_mean": 0.9699,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.891,
"f1_max": 0.9213,
"ms_per_image": 61.994
},
"screw_bag": {
"image_auroc": 0.9781,
"auroc_logical": 0.9989,
"auroc_structural": 0.9434,
"auroc_loco_mean": 0.9711,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.8689,
"f1_max": 0.9589,
"ms_per_image": 64.1616
},
"splicing_connectors": {
"image_auroc": 0.9602,
"auroc_logical": 0.9739,
"auroc_structural": 0.943,
"auroc_loco_mean": 0.9584,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.8418,
"f1_max": 0.9351,
"ms_per_image": 62.482
}
}
},
"mean": {
"autoencoder_l2": {
"image_auroc": 0.6557,
"auroc_logical": 0.587,
"auroc_structural": 0.7378,
"auroc_loco_mean": 0.6624,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.1887,
"f1_max": 0.7751,
"ms_per_image": 10.6406
},
"resnet50_knn": {
"image_auroc": 0.7309,
"auroc_logical": 0.7475,
"auroc_structural": 0.7168,
"auroc_loco_mean": 0.7321,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.3764,
"f1_max": 0.7966,
"ms_per_image": 9.0886
},
"feature_ae_resnet50": {
"image_auroc": 0.8059,
"auroc_logical": 0.7489,
"auroc_structural": 0.886,
"auroc_loco_mean": 0.8174,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.5916,
"f1_max": 0.8109,
"ms_per_image": 8.8987
},
"feature_ae_res2net50": {
"image_auroc": 0.7507,
"auroc_logical": 0.737,
"auroc_structural": 0.7707,
"auroc_loco_mean": 0.7538,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.3821,
"f1_max": 0.8025,
"ms_per_image": 12.6128
},
"patchcore": {
"image_auroc": 0.8142,
"auroc_logical": 0.7862,
"auroc_structural": 0.8571,
"auroc_loco_mean": 0.8217,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.4899,
"f1_max": 0.8305,
"ms_per_image": 50.6751
},
"glass": {
"image_auroc": 0.7984,
"auroc_logical": 0.7127,
"auroc_structural": 0.9135,
"auroc_loco_mean": 0.8131,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.5301,
"f1_max": 0.8059,
"ms_per_image": 34.5413
},
"glass_testselected": {
"image_auroc": 0.8165,
"auroc_logical": 0.7591,
"auroc_structural": 0.8976,
"auroc_loco_mean": 0.8284,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.5703,
"f1_max": 0.8194,
"ms_per_image": 35.1542
},
"csad": {
"image_auroc": 0.9305,
"auroc_logical": 0.9447,
"auroc_structural": 0.9127,
"auroc_loco_mean": 0.9287,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.816,
"f1_max": 0.9,
"ms_per_image": 55.1477
},
"csad_testselected": {
"image_auroc": 0.9376,
"auroc_logical": 0.9527,
"auroc_structural": 0.9181,
"auroc_loco_mean": 0.9354,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.6572,
"f1_max": 0.905,
"ms_per_image": 56.2082
},
"csad_official": {
"image_auroc": 0.9585,
"auroc_logical": 0.9767,
"auroc_structural": 0.9369,
"auroc_loco_mean": 0.9568,
"pixel_auroc": null,
"aupro_30": null,
"val_f1": 0.8023,
"f1_max": 0.9314,
"ms_per_image": 62.8461
}
},
"deployed": "csad_official"
}
}
}