Image-conditioned semantic transport on DreamBench++ (test)
66.8CLIP T*I ScoreFLUX.2-klein
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FLUX.2-kleinGenerator=FLUX.2-klein, Features=None2026.05 | 66.8 | — | — | 75.8 | 88.2 | |
| MAs (EDIT)Generator=FLUX.2-klein, Features=MAs (EDIT)2026.05 | 66.8 | 66.8 | 79.6 | 79.6 | 83.9 | |
| FLUX-KontextGenerator=FLUX-Kontext, Features=None2026.05 | 66 | — | — | 79.3 | 83.1 | |
| MAs (TV)Generator=FLUX.2-klein, Features=MAs (TV)2026.05 | 65.7 | 65.3 | 77.1 | 77.5 | 84.7 | |
| Qwen-Image-EditGenerator=Qwen-Image-Edit, Features=None2026.05 | 65.5 | — | — | 74.8 | 87.5 | |
| TokenVerseGenerator=FLUX.2-klein, Features=TokenVerse2026.05 | 63.4 | 62.2 | 71.6 | 73 | 86.9 | |
| MAsGenerator=Qwen-Image, Features=MAs (Ours)2026.05 | 62.6 | 65.9 | 80.5 | 76.5 | 81.9 | |
| MAsGenerator=FLUX.1-schnell, Features=MAs (Ours)2026.05 | 60.8 | 62.2 | 75.5 | 73.8 | 82.4 | |
| TokenVerseGenerator=Qwen-Image, Features=TokenVerse2026.05 | 58.2 | 58.2 | 68.1 | 68 | 85.5 | |
| MAsGenerator=FLUX.1-dev, Features=MAs (Ours)2026.05 | 58.1 | 64.7 | 85.9 | 77.2 | 75.3 | |
| TokenVerseGenerator=FLUX.1-schnell, Features=TokenVerse2026.05 | 57.5 | 58.1 | 67.6 | 67 | 85.9 | |
| MAsGenerator=SANA1.5, Features=MAs (Ours)2026.05 | 56.8 | 63.3 | 80 | 71.9 | 79.1 | |
| TokenVerseGenerator=SANA1.5, Features=TokenVerse2026.05 | 56.7 | 55.6 | 64.3 | 65.4 | 86.6 | |
| TokenVerseGenerator=FLUX.1-dev, Features=TokenVerse2026.05 | 55.3 | 55.3 | 67 | 67 | 82.5 |