Multimodal Image Fusion on M3FD (test)
7.19Entropy (EN)Ours
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Ours2026.06 | 7.19 | — | — | 47.35 | 1.85 | 1.49 | |
| Text-DiFuse2026.06 | 6.93 | — | — | 39.87 | 1.16 | 1.22 | |
| CDDFuse2026.06 | 6.8 | — | — | 35.22 | 1.62 | 1.02 | |
| EMMA2026.06 | 6.78 | — | — | 35.12 | 1.45 | 0.92 | |
| SAGE2026.06 | 6.78 | — | — | 35.69 | 1.65 | 1 | |
| Text-IF2026.06 | 6.77 | — | — | 33.29 | 1.47 | 0.97 | |
| DDFM2026.06 | 6.76 | — | — | 30.95 | 1.64 | 0.93 | |
| DCEvo2026.06 | 6.72 | — | — | 33.48 | 1.44 | 1.02 | |
| TC-MoA2026.06 | 6.7 | — | — | 32.3 | 1.34 | 0.98 | |
| E2E-MFDTask=MF-OD, Tr. Time=2h50m32s, Te. Time=0.014s2024.03 | 6.36 | 15.47 | 1.65 | — | — | — | |
| LRRNet2026.06 | 6.36 | — | — | 25.4 | 1.38 | 0.78 | |
| MetafusionTask=MF-OD, Tr. Time=6h47m38s, Te. Time=0.002s2024.03 | 6.2 | 15.19 | 1.54 | — | — | — | |
| DIDFuseTask=MF, Tr. Time=3h9m38s, Te. Time=0.096s2024.03 | 6.13 | 14.65 | 1.51 | — | — | — | |
| SwinFusionTask=MF, Tr. Time=3h38m5s, Te. Time=0.044s2024.03 | 5.8 | 13.83 | 1.58 | — | — | — | |
| CDDFuseTask=MF, Tr. Time=5h59m59s, Te. Time=0.096s2024.03 | 5.77 | 13.82 | 1.58 | — | — | — | |
| PIAFusionTask=MF, Tr. Time=5h35m20s, Te. Time=0.003s2024.03 | 5.75 | 13.92 | 1.59 | — | — | — | |
| TardalTask=MF, Tr. Time=5h36m28s, Te. Time=0.093s2024.03 | 5.72 | 14.68 | 1.47 | — | — | — | |
| U2FusionTask=MF, Tr. Time=4h8m36s, Te. Time=2.091s2024.03 | 5.66 | 14.22 | 1.5 | — | — | — |