Semantic-aware image editing on Semantic-aware image editing dataset (test)
31.62PSNRFLUX.1-Fill-dev
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FLUX.1-Fill-devMasking strategy=Explicit user mask2026.04 | 31.62 | 0.9452 | 0.9883 | 0.1919 | 0.2055 | 0.074 | 0.3798 | -1.3512 | 3.9582 | 0.0264 | 0.3366 | |
| Ours-ρ-UserMaskMasking strategy=Explicit user mask2026.04 | 25.67 | 0.8758 | 0.9551 | 0.2112 | 0.2458 | 0.1013 | 0.6953 | -0.2284 | 3.9603 | 0.0457 | 0.3823 | |
| Ours-ρ-AutoMaskMasking strategy=Implicit automatic mask2026.04 | 25.31 | 0.8534 | 0.9304 | 0.1958 | 0.2457 | 0.076 | 0.657 | -0.2343 | 3.9602 | 0.0304 | 0.379 | |
| ICEditMasking strategy=Implicit automatic mask2026.04 | 25.12 | 0.844 | 0.8418 | 0.2046 | 0.2194 | 0.0773 | 0.3635 | -0.913 | 3.9601 | 0.0392 | 0.347 | |
| DiffEditMasking strategy=Implicit automatic mask2026.04 | 24.13 | 0.8397 | 0.9276 | 0.1664 | 0.1805 | 0.0002 | 0.0443 | -1.9112 | 3.9596 | 0.0009 | 0.2952 | |
| Nano BananaMasking strategy=Undisclosed, Status=Commercial solution2026.04 | 23.81 | 0.8163 | 0.9683 | 0.1973 | 0.1987 | 0.1088 | 0.6595 | 0.2074 | 3.9592 | 0.0319 | 0.3166 | |
| FLUX.1-Kontext-devMasking strategy=Implicit automatic mask, Role=Dataset construction backbone2026.04 | 15.39 | 0.4575 | 0.6764 | 0.2078 | 0.2214 | 0.0748 | 0.7486 | 0.799 | 3.9577 | 0.0424 | 0.2877 |