Image Fusion on LLVIP (EN, SD, AG, MUS, CNN)
7.725Entropy (EN)RLHF
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RLHFReference=Ours, Feedback=Human2026.05 | 7.725 | 61.911 | 5.977 | 57.295 | 65.5 | |
| RLVFReference=Ours, Feedback=VLM2026.05 | 7.554 | 53.299 | 5.439 | 57.28 | 66 | |
| U2FusionReference=TPAMI222026.05 | 7.441 | 50.961 | 4.473 | 56.384 | 64.9 | |
| EMMAReference=CVPR242026.05 | 7.429 | 50.199 | 4.564 | 56.683 | 64 | |
| SHIPReference=CVPR242026.05 | 7.386 | 49.104 | 5.044 | 56.331 | 64.8 | |
| GIFNetReference=CVPR252026.05 | 7.355 | 49.478 | 3.901 | 55.277 | 64.4 | |
| SAGEReference=CVPR252026.05 | 7.355 | 50.836 | 4.55 | 53.37 | 63.4 | |
| DDFMReference=ICCV232026.05 | 7.001 | 38.018 | 4.351 | 40.997 | 61.9 | |
| DCEvoReference=CVPR252026.05 | 6.938 | 44.423 | 5.345 | 51.853 | 63.6 | |
| LUT-FuseReference=ICCV252026.05 | 6.894 | 51.27 | 3.96 | 49.352 | 63 | |
| Text-IFReference=CVPR242026.05 | 6.726 | 36.521 | 3.619 | 49.664 | 55.5 |