Instruction-guided Image Editing on HumanEdit Replace (Fidelity Metrics)
80.1Human AvgHuman Avg
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Human Avg2026.02 | 80.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Background Consistency2026.02 | — | — | 0.494 | — | — | — | — | — | — | — | — | — | — | |
| Clip Image Norm2026.02 | — | — | — | 0.906 | — | — | — | — | — | — | — | — | — | |
| Clip Text Norm2026.02 | — | — | — | — | 0.605 | — | — | — | — | — | — | — | — | |
| Dino Image Norm2026.02 | — | — | — | — | — | 0.755 | — | — | — | — | — | — | — | |
| L1 Error2026.02 | — | — | — | — | — | — | 0.345 | — | — | — | — | — | — | |
| L2 Error2026.02 | — | — | — | — | — | — | — | 0.234 | — | — | — | — | — | |
| Lpips2026.02 | — | — | — | — | — | — | — | — | 0.525 | — | — | — | — | |
| Mask Lpips2026.02 | — | — | — | — | — | — | — | — | — | 0.525 | — | — | — | |
| Mask Ssim2026.02 | — | — | — | — | — | — | — | — | — | — | 49.4 | — | — | |
| MLLM-as-a-Judgeprompt=Main2026.02 | — | 0.779 | — | — | — | — | — | — | — | — | — | — | — | |
| Psnr2026.02 | — | — | — | — | — | — | — | — | — | — | — | 0.499 | — | |
| Ssim2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | 49.4 |