PAPE_Dataset / COCO /README.md
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# PAPE — COCO
Real COCO 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.
2,000 distinct COCO image ids are included. A source image can appear more than once when several objects, anomaly categories, or languages were edited.
## Counts
| Editor | Directory | Pairs | Chinese | English |
| --- | --- | ---: | ---: | ---: |
| Qwen-Image-Edit-2511 | `qwen_image_edit_2511` | 3,754 | 1,864 | 1,890 |
| FireRed-Image-Edit-1.1 | `firered_image_edit_1.1` | 3,832 | 1,915 | 1,917 |
| LongCat-Image-Edit | `longcat_image_edit` | 3,511 | 1,706 | 1,805 |
| FLUX.2-dev | `flux2_dev` | 3,571 | 1,744 | 1,827 |
| Total | | 14,668 | 7,229 | 7,439 |
## Split
`splits/split_seed2026.json` assigns COCO `image_id` values with seed 2026: 1,600 train, 200 validation, and 200 test. The same image id is used for every editor. ImageNet and Places are held out as test.
## Files
```text
<edit_model>/
manifest.jsonl
source/ JPEG, suffix .jpg
normal/ PNG
abnormal/ PNG
masks/normal/ PNG
masks/abnormal/ PNG
```
Filenames follow `{sample_id}__{language}_{role}`, with roles `source`, `normal`, `abnormal`, `normal_mask`, and `abnormal_mask`.
`manifest.jsonl` fields used to load a row:
| Field | Meaning |
| --- | --- |
| `sample_id` | Source image, target object, and anomaly id |
| `image_id` | COCO file id, 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 |
`source_paths` and `export_paths` are absolute paths from the original export machine. Load images from `source/`, `normal/`, `abnormal/`, and `masks/` in this folder.
## Anomaly categories
| Id | Pairs | Share | Abnormal edit |
| --- | ---: | ---: | --- |
| `C1_physical_attribute` | 3,566 | 24.3% | Material or physical state is not one the object can have |
| `C2_spatial_relation` | 1,965 | 13.4% | Support, contact, containment, or scale is inconsistent |
| `C3_function_affordance` | 2,477 | 16.9% | The object does not support the use shown in the edit |
| `C4_scene_context` | 2,008 | 13.7% | A recognizable object does not belong in the scene |
| `C5_biological_structure` | 2,392 | 16.3% | Anatomy, part count, or bodily configuration is inconsistent |
| `C6_interaction_relation` | 2,260 | 15.4% | An action or relation between entities is incoherent |
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.
COCO photographs remain under the COCO dataset terms. This folder does not relicense them.