Visible-Infrared Image Fusion on MSRS (test)
4.18Average Gradient (AG)PIAFusion+TTD
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PIAFusion+TTDTTD=true2024.11 | 4.18 | 6.62 | 48.26 | 11.18 | 12.99 | 1.52 | 6.92 | — | — | — | — | — | — | — | |
| TEDFusion2026.06 | 4.12 | 6.74 | 42.9 | — | 12.22 | 1.66 | — | — | — | — | — | — | — | — | |
| SMC-MambaMethod category=General2025.12 | 4.054 | — | — | — | 12.211 | 1.664 | — | 0.991 | 4.49 | 65.8 | — | 0.699 | 52.2 | — | |
| CDDFuseMethod category=Task-spec2025.12 | 4.043 | — | — | — | 12.083 | 1.549 | — | 0.819 | 3.657 | 54.8 | — | 0.596 | 45.9 | — | |
| IFCNNMethod category=General2025.12 | 4.03 | — | — | — | 12.134 | 1.374 | — | 0.579 | 1.796 | 47.9 | — | 0.633 | 50.4 | — | |
| CDDFuse+TTDTTD=true2024.11 | 3.97 | 6.64 | 43.78 | 10.54 | 12.67 | 1.58 | 6.95 | — | — | — | — | — | — | — | |
| PIAFusion2024.11 | 3.95 | 6.64 | 45.34 | 10.57 | 12.12 | 1.7 | 6.93 | — | — | — | — | — | — | — | |
| Text-IF2026.06 | 3.84 | 6.72 | 44.03 | — | 11.63 | 1.65 | — | — | — | — | — | — | — | — | |
| CDDFuse2024.11 | 3.78 | 6.71 | 43.38 | 10.08 | 11.57 | 1.6 | 6.92 | — | — | — | — | — | — | — | |
| ISFM2026.02 | 3.77 | 6.7 | — | — | 11.42 | 1.79 | — | 1.01 | 2.78 | 68 | 1.14 | — | — | — | |
| RPFNet2026.02 | 3.75 | 7.26 | — | — | 11.39 | 1.61 | — | 0.83 | 1.75 | 59 | 4.14 | — | — | — | |
| LFDT-FusionMethod category=General2025.12 | 3.694 | — | — | — | 11.236 | 1.637 | — | 0.876 | 4.216 | 62.4 | — | 0.6 | 51.2 | — | |
| FISCNet2026.02 | 3.69 | 6.67 | — | — | 11.36 | 1.55 | — | 0.92 | 2.44 | 65 | 3.43 | — | — | — | |
| Fusionmamba2Method category=General2025.12 | 3.658 | — | — | — | 11.401 | 1.645 | — | 0.947 | 3.608 | 63.7 | — | 0.61 | 52 | — | |
| FusionMamba2026.02 | 3.6 | 6.57 | — | — | 11.4 | 1.71 | — | 0.95 | 2.51 | 63 | 3 | — | — | — | |
| Fusionmamba1Method category=General2025.12 | 3.599 | — | — | — | 10.955 | 1.635 | — | 0.974 | 4.121 | 65.2 | — | 0.611 | 51.1 | — | |
| IFCNN+TTDTTD=true2024.11 | 3.58 | 6.09 | 28.09 | 9.39 | 11.46 | 1.35 | 7.1 | — | — | — | — | — | — | — | |
| DATFuse2026.02 | 3.56 | 6.48 | — | — | 10.93 | 1.41 | — | 0.91 | 2.7 | 64 | 4.57 | — | — | — | |
| SwinFusionMethod category=General2025.12 | 3.546 | — | — | — | 11.038 | 1.647 | — | 0.825 | 3.652 | 55.8 | — | 0.595 | 50.4 | — | |
| DCINN2026.06 | 3.47 | 6.04 | 40.29 | — | 10.78 | 1.47 | — | — | — | — | — | — | — | — | |
| MUFusion2024.11 | 3.46 | 6.09 | 31.81 | 9.54 | 9.77 | 1.33 | 6.87 | — | — | — | — | — | — | — | |
| IFCNN2024.11 | 3.44 | 6.07 | 26.99 | 8.99 | 10.77 | 1.33 | 7.12 | — | — | — | — | — | — | — | |
| GIFNet2026.06 | 3.37 | 5.94 | 32.9 | — | 12.71 | 1.41 | — | — | — | — | — | — | — | — | |
| GIFuse2026.06 | 3.31 | 6.31 | 32.49 | — | 10.43 | 1.38 | — | — | — | — | — | — | — | — | |
| PSLPTMethod category=General2025.12 | 3.306 | — | — | — | 10.419 | 1.374 | — | 0.753 | 2.284 | 55.3 | — | 0.61 | 50.1 | — | |
| TC-MoAMethod category=General2025.12 | 3.251 | — | — | — | 9.37 | 1.661 | — | 0.811 | 3.251 | 56.5 | — | 0.613 | 51.5 | — | |
| MMDRFuse2026.02 | 3.22 | 6.47 | — | — | 9.69 | 1.53 | — | 0.84 | 2.49 | 58 | 5.57 | — | — | — | |
| TC-MoA2024.11 | 3.12 | 6.49 | 35.6 | 8.99 | 10.77 | 1.33 | 7.12 | — | — | — | — | — | — | — | |
| TextFusion2026.06 | 3.04 | 6.23 | 40.85 | — | 10.32 | 1.56 | — | — | — | — | — | — | — | — | |
| ReCoNet2026.06 | 3 | 4.23 | 41.71 | — | 9.98 | 1.26 | — | — | — | — | — | — | — | — | |
| ReCoNet2026.02 | 2.99 | 4.23 | — | — | 9.98 | 1.26 | — | 0.49 | 1.58 | 40 | 10.71 | — | — | — | |
| MLFuseMethod category=General2025.12 | 2.962 | — | — | — | 8.819 | 1.52 | — | 0.753 | 2.889 | 51.9 | — | 0.634 | 49.8 | — | |
| DDFM2026.02 | 2.95 | 6.13 | — | — | 8.86 | 1.42 | — | 0.63 | 1.65 | 42 | 9 | — | — | — | |
| U2FusionMethod category=General2025.12 | 2.899 | — | — | — | 9.242 | 1.258 | — | 0.512 | 2.183 | 39.1 | — | 0.632 | 44 | — | |
| IRFS2026.02 | 2.66 | 6.17 | — | — | 8.34 | 1.47 | — | 0.74 | 1.82 | 53 | 8.29 | — | — | — | |
| LRRNetMethod category=Task-spec2025.12 | 2.651 | — | — | — | 8.472 | 0.791 | — | 0.541 | 2.922 | 45.4 | — | 0.515 | 37.3 | — | |
| DeFusion2026.06 | 2.65 | 6.38 | 35.43 | — | 8.15 | 1.27 | — | — | — | — | — | — | — | — | |
| DeFusion2024.11 | 2.64 | 6.38 | 35.43 | 7.12 | 8.15 | 1.27 | 7.55 | — | — | — | — | — | — | — | |
| LRRNet2026.02 | 2.64 | 6.19 | — | — | 8.47 | 0.79 | — | 0.54 | 2.03 | 45 | 10 | — | — | — | |
| DeFusion2026.02 | 2.6 | 6.35 | — | — | 7.98 | 1.29 | — | 0.75 | 2.16 | 51 | 8.71 | — | — | — | |
| U2Fusion2026.06 | 2.52 | 5.21 | 22.67 | — | 8.06 | 1.15 | — | — | — | — | — | — | — | — | |
| U2Fusion2024.11 | 2.51 | 5.21 | 22.67 | 6.7 | 8.06 | 1.15 | 12.54 | — | — | — | — | — | — | — | |
| SemLA2026.06 | 2.26 | 6.42 | 33.12 | — | 6.35 | 1.51 | — | — | — | — | — | — | — | — | |
| U2Fusion2026.02 | 2.25 | 5.03 | — | — | 7.22 | 1.06 | — | 0.49 | 1.37 | 34 | 13.14 | — | — | — | |
| VDMUFusion2026.06 | 2.24 | 5.95 | 23.6 | — | 6.49 | 1.27 | — | — | — | — | — | — | — | — | |
| SemLAMethod category=Task-spec2025.12 | 2.239 | — | — | — | 6.339 | 1.392 | — | 0.608 | 2.442 | 29 | — | 0.641 | 49.8 | — | |
| YDTRMethod category=Task-spec2025.12 | 2.201 | — | — | — | 7.404 | 1.138 | — | 0.577 | 2.76 | 34.9 | — | 0.631 | 44.1 | — | |
| UMF-CMGR2026.02 | 2.16 | 5.6 | — | — | 8.15 | 0.97 | — | 0.43 | 1.34 | 27 | 13.29 | — | — | — | |
| Densefuse2024.11 | 2.05 | 5.93 | 23.55 | 5.42 | 6.02 | 1.25 | 7.75 | — | — | — | — | — | — | — | |
| DenseFuse2026.06 | 2.05 | 5.93 | 23.55 | — | 6.02 | 1.25 | — | — | — | — | — | — | — | — | |
| DDFM2024.11 | 2.01 | 5.76 | 22.94 | 5.28 | 6.44 | 1.22 | 7.56 | — | — | — | — | — | — | — | |
| SwinFuse2024.11 | 1.93 | 4.24 | 29.72 | 5.12 | 9.47 | 1.03 | 8.93 | — | — | — | — | — | — | — | |
| AdaFuse2026.02 | 1.93 | 6.31 | — | — | 5.19 | 1.36 | — | 0.52 | 1.22 | 23 | 12.57 | — | — | — | |
| SFCFusion2026.02 | 1.72 | 5.51 | — | — | 5.11 | 1.12 | — | 0.59 | 1.4 | 23 | 13.29 | — | — | — | |
| TarDAL2026.02 | 1.71 | 5.32 | — | — | 5.54 | 0.79 | — | 0.41 | 1.52 | 17 | 14.71 | — | — | — | |
| CNN (Ours)Venue=Ours, MB=0.812026.03 | — | 6.58 | — | — | — | — | — | 0.93 | 2.69 | 65 | — | — | — | 1 | |
| CrossVenue=24' Inf., MB=79.402026.03 | — | 6.49 | — | — | — | — | — | 0.84 | 2.17 | 56 | — | — | — | 0.88 | |
| CTHIVenue=24' IJCV, MB=53.892026.03 | — | 5.64 | — | — | — | — | — | 0.43 | 1.45 | 35 | — | — | — | 0.47 | |
| DCINNVenue=24' IJCV, MB=9.772026.03 | — | 6 | — | — | — | — | — | 0.82 | 2.3 | 57 | — | — | — | 0.73 | |
| DDFVenue=23' ICCV, MB=21082026.03 | — | 6.17 | — | — | — | — | — | 0.74 | 1.89 | 47 | — | — | — | 0.91 | |
| DeFVenue=22' ECCV, MB=30.042026.03 | — | 3.34 | — | — | — | — | — | 0.75 | 2.15 | 51 | — | — | — | 0.93 | |
| FreeVenue=25' TPAMI, MB=65.192026.03 | — | 5.16 | — | — | — | — | — | 0.51 | 1.38 | 42 | — | — | — | 0.43 | |
| GAN (Ours)Venue=Ours, MB=0.712026.03 | — | 6.58 | — | — | — | — | — | 0.92 | 2.56 | 63 | — | — | — | 1.01 | |
| GIFNetVenue=25' CVPR, MB=3.252026.03 | — | 5.94 | — | — | — | — | — | 0.58 | 1.36 | 42 | — | — | — | 0.85 | |
| LRRVenue=23' TPAMI, MB=0.192026.03 | — | 6.19 | — | — | — | — | — | 0.54 | 2.03 | 45 | — | — | — | 0.71 | |
| MetaVenue=23' CVPR, MB=3.102026.03 | — | 6.37 | — | — | — | — | — | 0.71 | 1.16 | 48 | — | — | — | 0.78 | |
| SAGEVenue=25' CVPR, MB=0.552026.03 | — | 6 | — | — | — | — | — | 0.71 | 2.23 | 54 | — | — | — | 0.88 | |
| Transf (Ours)Venue=Ours, MB=0.812026.03 | — | 6.57 | — | — | — | — | — | 0.92 | 2.64 | 65 | — | — | — | 0.99 |