| # PAPE — ImageNet |
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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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| 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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| ## Counts |
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| | Editor | Directory | Pairs | Chinese | English | |
| | --- | --- | ---: | ---: | ---: | |
| | Qwen-Image-Edit-2511 | `qwen_image_edit_2511` | 4,725 | 2,362 | 2,363 | |
| | FireRed-Image-Edit-1.1 | `firered_image_edit_1.1` | 4,806 | 2,406 | 2,400 | |
| | LongCat-Image-Edit | `longcat_image_edit` | 4,477 | 2,206 | 2,271 | |
| | FLUX.2-dev | `flux2_dev` | 4,480 | 2,207 | 2,273 | |
| | Total | | 18,488 | 9,181 | 9,307 | |
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| ## Split |
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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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| ## Files |
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| ```text |
| <edit_model>/ |
| manifest.jsonl |
| source/ JPEG, suffix .jpeg |
| normal/ PNG |
| abnormal/ PNG |
| masks/normal/ PNG |
| masks/abnormal/ PNG |
| ``` |
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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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| `manifest.jsonl` fields used to load a row: |
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| | Field | Meaning | |
| | --- | --- | |
| | `sample_id` | Source image, target object, and anomaly id | |
| | `image_id` | ImageNet stem, also the split key | |
| | `language` | `zh` or `en` | |
| | `edit_model_name` | Editor directory name | |
| | `anomaly_type` | One category below | |
| | `iou` | IoU between the normal and abnormal masks | |
| | `normal_prompt`, `abnormal_prompt` | Instructions applied to produce this row | |
| | `normal_prompt_zh`, `normal_prompt_en`, `abnormal_prompt_zh`, `abnormal_prompt_en` | Bilingual prompt fields stored with the row | |
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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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| ## Anomaly categories |
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| | Id | Pairs | Share | Abnormal edit | |
| | --- | ---: | ---: | --- | |
| | `C1_physical_attribute` | 4,126 | 22.3% | Material or physical state is not one the object can have | |
| | `C2_spatial_relation` | 2,542 | 13.7% | Support, contact, containment, or scale is inconsistent | |
| | `C3_function_affordance` | 3,150 | 17.0% | The object does not support the use shown in the edit | |
| | `C4_scene_context` | 2,618 | 14.2% | A recognizable object does not belong in the scene | |
| | `C5_biological_structure` | 3,216 | 17.4% | Anatomy, part count, or bodily configuration is inconsistent | |
| | `C6_interaction_relation` | 2,836 | 15.3% | An action or relation between entities is incoherent | |
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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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| ImageNet photographs remain under the ImageNet terms. This folder does not relicense them. |
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