| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Editing | AnyEdit (test) | CLIP Score (Input)0.867 | 28 | |
| Background Image Editing | AnyEdit (test) | CLIP Similarity (Image)0.831 | 15 | |
| Image Tone Adjustment | AnyEdit PIE-Bench | SSIM0.854 | 12 | |
| Local Edit | AnyEdit Local Edit 1.0 | PSNR27.55 | 10 | |
| Implicit Change | AnyEdit Implicit Change 1.0 | PSNR29.4 | 10 | |
| Global Edit | AnyEdit Global Edit 1.0 | PSNR22.46 | 10 | |
| Camera Move | AnyEdit Camera Move 1.0 | PSNR25.07 | 10 | |
| Local Image Editing (textual) | AnyEdit (test) | CLIP Similarity (Input)0.854 | 8 | |
| Local Image Editing (action) | AnyEdit (test) | CLIPim0.875 | 8 | |
| Local Image Editing (appearance) | AnyEdit (test) | CLIP Similarity (Input)87.7 | 8 | |
| Local Image Editing (color) | AnyEdit (test) | CLIP Similarity (Input)0.898 | 8 | |
| Local Image Editing (replace) | AnyEdit (test) | CLIP Similarity (Input)85.7 | 8 | |
| Local Image Editing (remove) | AnyEdit (test) | CLIP Similarity (Image)0.854 | 8 | |
| Tone Transfer Image Editing | AnyEdit (test) | CLIP Similarity (Input)0.86 | 8 | |
| Local Image Editing (counting) | AnyEdit (test) | CLIPim Score0.899 | 7 | |
| Local Image Editing (material change) | AnyEdit (test) | CLIPim81.4 | 7 | |
| Local Image Editing (add) | AnyEdit (test) | CLIPim0.946 | 7 | |
| Relation Image Editing | AnyEdit (test) | CLIP Similarity (Input)91.4 | 7 | |
| Style Change Image Editing | AnyEdit (test) | CLIP Similarity (Input)0.746 | 7 | |
| Time-lapse | AnyEdit PIE-Bench | SPL97.2 | 6 | |
| Photorealistic Style Transfer | AnyEdit PIE-Bench | SPL97.2 | 6 |