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  1. .gitattributes +1 -0
  2. ImageNet/README.md +63 -0
  3. ImageNet/flux2_dev/abnormal/n01440764_12971_鱼_C3_function_affordance__en_abnormal.png +3 -0
  4. ImageNet/flux2_dev/abnormal/n01443537_19077_金鱼_图像右侧中央__C1_physical_attribute__en_abnormal.png +3 -0
  5. ImageNet/flux2_dev/abnormal/n01491361_12336_大白鲨_C1_physical_attribute__en_abnormal.png +3 -0
  6. ImageNet/flux2_dev/abnormal/n01491361_5669_鲸鲨_C4_scene_context__en_abnormal.png +3 -0
  7. ImageNet/flux2_dev/abnormal/n01491361_6698_鲨鱼_C2_spatial_relation__zh_abnormal.png +3 -0
  8. ImageNet/flux2_dev/abnormal/n01531178_15432_黄雀_C3_function_affordance__zh_abnormal.png +3 -0
  9. ImageNet/flux2_dev/abnormal/n01534433_26102_鸟_C3_function_affordance__zh_abnormal.png +3 -0
  10. ImageNet/flux2_dev/abnormal/n01560419_19008_果实_C2_spatial_relation__en_abnormal.png +3 -0
  11. ImageNet/flux2_dev/abnormal/n01582220_1131_鸟_C4_scene_context__zh_abnormal.png +3 -0
  12. ImageNet/flux2_dev/abnormal/n01582220_8952_喜鹊_C4_scene_context__en_abnormal.png +3 -0
  13. ImageNet/flux2_dev/abnormal/n01608432_12939_猛禽_C2_spatial_relation__en_abnormal.png +3 -0
  14. ImageNet/flux2_dev/abnormal/n01616318_3481_秃鹫_C3_function_affordance__zh_abnormal.png +3 -0
  15. ImageNet/flux2_dev/abnormal/n01629819_25326_火蝾螈_C3_function_affordance__en_abnormal.png +3 -0
  16. ImageNet/flux2_dev/abnormal/n01629819_28488_火蝾螈_C2_spatial_relation__en_abnormal.png +3 -0
  17. ImageNet/flux2_dev/abnormal/n01630670_1498_蝾螈_C1_physical_attribute__en_abnormal.png +3 -0
  18. ImageNet/flux2_dev/abnormal/n01631663_3986_橙红色蝾螈_C1_physical_attribute__zh_abnormal.png +3 -0
  19. ImageNet/flux2_dev/abnormal/n01631663_5986_红点蝾螈_C3_function_affordance__zh_abnormal.png +3 -0
  20. ImageNet/flux2_dev/abnormal/n01632458_6418_蝾螈_C6_interaction_relation__en_abnormal.png +3 -0
  21. ImageNet/flux2_dev/abnormal/n01632458_859_大鲵_C4_scene_context__en_abnormal.png +3 -0
  22. ImageNet/flux2_dev/abnormal/n01641577_11375_青蛙_C3_function_affordance__zh_abnormal.png +3 -0
  23. ImageNet/flux2_dev/abnormal/n01641577_17407_青蛙_C1_physical_attribute__zh_abnormal.png +3 -0
  24. ImageNet/flux2_dev/abnormal/n01644373_16902_青蛙_C4_scene_context__zh_abnormal.png +3 -0
  25. ImageNet/flux2_dev/abnormal/n01665541_7074_海龟_C6_interaction_relation__en_abnormal.png +3 -0
  26. ImageNet/flux2_dev/abnormal/n01669191_1263_乌龟_C2_spatial_relation__en_abnormal.png +3 -0
  27. ImageNet/flux2_dev/abnormal/n01669191_302_陆龟_C3_function_affordance__zh_abnormal.png +3 -0
  28. ImageNet/flux2_dev/abnormal/n01675722_4209_壁虎_C4_scene_context__zh_abnormal.png +3 -0
  29. ImageNet/flux2_dev/abnormal/n01682714_4318_树枝_C3_function_affordance__en_abnormal.png +3 -0
  30. ImageNet/flux2_dev/abnormal/n01685808_1474_蜥蜴_C5_biological_structure__en_abnormal.png +3 -0
  31. ImageNet/flux2_dev/abnormal/n01687978_4246_鬃狮蜥_C2_spatial_relation__zh_abnormal.png +3 -0
  32. ImageNet/flux2_dev/abnormal/n01692333_9436_响尾蛇_C6_interaction_relation__en_abnormal.png +3 -0
  33. ImageNet/flux2_dev/abnormal/n01697457_8359_鳄鱼_C6_interaction_relation__zh_abnormal.png +3 -0
  34. ImageNet/flux2_dev/abnormal/n01728920_8789_蛇_C1_physical_attribute__zh_abnormal.png +3 -0
  35. ImageNet/flux2_dev/abnormal/n01729977_5838_蛇_C5_biological_structure__en_abnormal.png +3 -0
  36. ImageNet/flux2_dev/abnormal/n01735189_16382_蛇_C1_physical_attribute__en_abnormal.png +3 -0
  37. ImageNet/flux2_dev/abnormal/n01735189_19327_蛇_C3_function_affordance__zh_abnormal.png +3 -0
  38. ImageNet/flux2_dev/abnormal/n01735189_20894_蛇_C1_physical_attribute__zh_abnormal.png +3 -0
  39. ImageNet/flux2_dev/abnormal/n01740131_10583_蛇_C3_function_affordance__zh_abnormal.png +3 -0
  40. ImageNet/flux2_dev/abnormal/n01749939_9174_绿树蟒_C3_function_affordance__zh_abnormal.png +3 -0
  41. ImageNet/flux2_dev/abnormal/n01773157_5935_蜘蛛_C2_spatial_relation__en_abnormal.png +3 -0
  42. ImageNet/flux2_dev/abnormal/n01775062_1995_蜘蛛_C2_spatial_relation__zh_abnormal.png +3 -0
  43. ImageNet/flux2_dev/abnormal/n01797886_20611_鸟类_C1_physical_attribute__en_abnormal.png +3 -0
  44. ImageNet/flux2_dev/abnormal/n01797886_20962_松鸡_C1_physical_attribute__zh_abnormal.png +3 -0
  45. ImageNet/flux2_dev/abnormal/n01797886_7790_鸟_C2_spatial_relation__en_abnormal.png +3 -0
  46. ImageNet/flux2_dev/abnormal/n01798484_10824_草原松鸡_C5_biological_structure__en_abnormal.png +3 -0
  47. ImageNet/flux2_dev/abnormal/n01798484_11264_鸟_C6_interaction_relation__en_abnormal.png +3 -0
  48. ImageNet/flux2_dev/abnormal/n01798484_20184_草原松鸡_右侧跳跃__C2_spatial_relation__en_abnormal.png +3 -0
  49. ImageNet/flux2_dev/abnormal/n01807496_16129_岩鹧鸪_C6_interaction_relation__zh_abnormal.png +3 -0
  50. ImageNet/flux2_dev/manifest.jsonl +3 -0
.gitattributes CHANGED
@@ -58,3 +58,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
 
 
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
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+ ImageNet/flux2_dev/manifest.jsonl filter=lfs diff=lfs merge=lfs -text
ImageNet/README.md ADDED
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+ # PAPE — ImageNet
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+
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+ Real ImageNet photographs edited by four image-editing models. Each manifest row is one language-specific pair: the source image, a semantically normal replacement, a semantically abnormal replacement of the same object, and a binary mask for each edit. Every pair in this folder has normal/abnormal mask IoU of at least 0.5.
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+
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+ 2,500 distinct ImageNet image ids are included. A source image can appear more than once when several objects, anomaly categories, or languages were edited.
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+
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+ ## Counts
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+
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+ | Editor | Directory | Pairs | Chinese | English |
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+ | --- | --- | ---: | ---: | ---: |
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+ | Qwen-Image-Edit-2511 | `qwen_image_edit_2511` | 4,725 | 2,362 | 2,363 |
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+ | FireRed-Image-Edit-1.1 | `firered_image_edit_1.1` | 4,806 | 2,406 | 2,400 |
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+ | LongCat-Image-Edit | `longcat_image_edit` | 4,477 | 2,206 | 2,271 |
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+ | FLUX.2-dev | `flux2_dev` | 4,480 | 2,207 | 2,273 |
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+ | Total | | 18,488 | 9,181 | 9,307 |
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+
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+ ## Split
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+
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+ In `splits/split_seed2026.json` (seed 2026), all 2,500 ImageNet `image_id` values are test. COCO supplies the train and validation image ids.
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+
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+ ## Files
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+
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+ ```text
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+ <edit_model>/
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+ manifest.jsonl
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+ source/ JPEG, suffix .jpeg
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+ normal/ PNG
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+ abnormal/ PNG
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+ masks/normal/ PNG
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+ masks/abnormal/ PNG
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+ ```
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+
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+ Filenames follow `{sample_id}__{language}_{role}`, with roles `source`, `normal`, `abnormal`, `normal_mask`, and `abnormal_mask`. `image_id` is the ImageNet filename stem, such as `n01440764_12971`.
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+
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+ `manifest.jsonl` fields used to load a row:
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+
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+ | Field | Meaning |
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+ | --- | --- |
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+ | `sample_id` | Source image, target object, and anomaly id |
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+ | `image_id` | ImageNet stem, also the split key |
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+ | `language` | `zh` or `en` |
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+ | `edit_model_name` | Editor directory name |
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+ | `anomaly_type` | One category below |
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+ | `iou` | IoU between the normal and abnormal masks |
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+ | `normal_prompt`, `abnormal_prompt` | Instructions applied to produce this row |
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+ | `normal_prompt_zh`, `normal_prompt_en`, `abnormal_prompt_zh`, `abnormal_prompt_en` | Bilingual prompt fields stored with the row |
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+
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+ `source_paths` and `export_paths` are absolute paths from the original export machine. Load images from `source/`, `normal/`, `abnormal/`, and `masks/` in this folder.
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+
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+ ## Anomaly categories
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+
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+ | Id | Pairs | Share | Abnormal edit |
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+ | --- | ---: | ---: | --- |
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+ | `C1_physical_attribute` | 4,126 | 22.3% | Material or physical state is not one the object can have |
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+ | `C2_spatial_relation` | 2,542 | 13.7% | Support, contact, containment, or scale is inconsistent |
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+ | `C3_function_affordance` | 3,150 | 17.0% | The object does not support the use shown in the edit |
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+ | `C4_scene_context` | 2,618 | 14.2% | A recognizable object does not belong in the scene |
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+ | `C5_biological_structure` | 3,216 | 17.4% | Anatomy, part count, or bodily configuration is inconsistent |
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+ | `C6_interaction_relation` | 2,836 | 15.3% | An action or relation between entities is incoherent |
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+
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+ The normal edit replaces the same object in a semantically ordinary way. Both edits are meant to keep location, scale, lighting, and viewpoint close to each other.
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+
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+ ImageNet photographs remain under the ImageNet terms. This folder does not relicense them.
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