Infrared-Visible Image Fusion on RoadScene (test)
0.66Visual Information Fidelity (VIF)SDNet
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SDNet2024.10 | 0.66 | 7.18 | 4.86 | 40.63 | 1.16 | — | — | — | — | — | — | — | — | |
| U2Fusion2024.10 | 0.66 | 7.32 | 4.92 | 43.99 | 1.49 | — | — | — | — | — | — | — | — | |
| Text-DiFuse2024.10 | 0.66 | 7.46 | 2.96 | 52.84 | 1.67 | — | — | — | — | — | — | — | — | |
| CNN (Ours)Venue=Ours, MB=0.812026.03 | 0.66 | 7.45 | — | — | — | — | 2.42 | 47 | — | — | 0.87 | — | — | |
| DDFM2024.10 | 0.65 | 7.3 | 3.63 | 44.19 | 1.57 | — | — | — | — | — | — | — | — | |
| Transf (Ours)Venue=Ours, MB=0.812026.03 | 0.65 | 7.44 | — | — | — | — | 2.38 | 47 | — | — | 0.86 | — | — | |
| GAN (Ours)Venue=Ours, MB=0.712026.03 | 0.65 | 7.46 | — | — | — | — | 2.36 | 46 | — | — | 0.88 | — | — | |
| SMC-MambaMethod category=General2025.12 | 0.642 | — | 6.866 | — | 1.733 | 17.971 | 3.772 | 55.7 | — | 0.643 | 0.547 | — | — | |
| Fusionmamba1Method category=General2025.12 | 0.635 | — | 5.602 | — | 1.322 | 14.659 | 3.189 | 54.3 | — | 0.632 | 0.519 | — | — | |
| MLFuseMethod category=General2025.12 | 0.629 | — | 5.094 | — | 1.595 | 13.272 | 2.948 | 52.7 | — | 0.64 | 0.545 | — | — | |
| LFDT-FusionMethod category=General2025.12 | 0.624 | — | 5.215 | — | 1.209 | 13.997 | 3.642 | 52.9 | — | 0.623 | 0.523 | — | — | |
| Fusionmamba2Method category=General2025.12 | 0.621 | — | 5.711 | — | 1.58 | 15.844 | 3.213 | 49.6 | — | 0.624 | 0.538 | — | — | |
| SwinFusionMethod category=General2025.12 | 0.614 | — | 4.516 | — | 1.576 | 12.161 | 3.334 | 45 | — | 0.623 | 0.534 | — | — | |
| CDDFuseMethod category=Task-spec2025.12 | 0.61 | — | 7.029 | — | 1.707 | 19.779 | 3.001 | 45 | — | 0.623 | 0.515 | — | — | |
| YDTRMethod category=Task-spec2025.12 | 0.602 | — | 4.035 | — | 1.229 | 10.788 | 3.043 | 46.3 | — | 0.591 | 0.524 | — | — | |
| IFCNNMethod category=General2025.12 | 0.591 | — | 6.304 | — | 1.558 | 15.994 | 2.842 | 53.6 | — | 0.637 | 0.542 | — | — | |
| DeFusion2024.10 | 0.59 | 6.97 | 2.85 | 35.96 | 0.98 | — | — | — | — | — | — | — | — | |
| ISFM2026.02 | 0.59 | 7.11 | 5.5 | — | 1.59 | 14.87 | 2.16 | 53 | 2 | — | — | — | — | |
| RFN-Nest2024.10 | 0.58 | 7.37 | 2.62 | 46.77 | 1.66 | — | — | — | — | — | — | — | — | |
| LRRNet2024.10 | 0.58 | 7.19 | 3.55 | 44.01 | 1.47 | — | — | — | — | — | — | — | — | |
| DATFuse2026.02 | 0.58 | 6.77 | 4.22 | — | 1.16 | 11.81 | 2.49 | 47 | 7.43 | — | — | — | — | |
| CrossVenue=24' Inf., MB=79.402026.03 | 0.58 | 7.25 | — | — | — | — | 2.13 | 39 | — | — | 0.67 | — | — | |
| TC-MoAMethod category=General2025.12 | 0.577 | — | 5.339 | — | 1.562 | 12.786 | 2.853 | 47.7 | — | 0.611 | 0.522 | — | — | |
| GANMcC2024.10 | 0.57 | 7.24 | 3.58 | 43.68 | 1.39 | — | — | — | — | — | — | — | — | |
| IRFS2026.02 | 0.57 | 7.01 | 4.08 | — | 1.58 | 10.79 | 2.01 | 46 | 7.43 | — | — | — | — | |
| UMF-CMGR2026.02 | 0.57 | 7.06 | 4.18 | — | 1.48 | 10.82 | 2.13 | 48 | 7 | — | — | — | — | |
| FISCNet2026.02 | 0.57 | 7.09 | 5.31 | — | 1.26 | 14.62 | 2.2 | 52 | 4.43 | — | — | — | — | |
| DDFVenue=23' ICCV, MB=21082026.03 | 0.57 | 7.42 | — | — | — | — | 2.13 | 42 | — | — | 0.88 | — | — | |
| SemLAMethod category=Task-spec2025.12 | 0.564 | — | 4.899 | — | 1.269 | 15.571 | 2.808 | 41.5 | — | 0.606 | 0.518 | — | — | |
| U2FusionMethod category=General2025.12 | 0.564 | — | 6.099 | — | 1.605 | 15.282 | 2.578 | 50.6 | — | 0.63 | 0.546 | — | — | |
| TarDAL2026.02 | 0.54 | 7.24 | 4.22 | — | 1.47 | 10.65 | 2.13 | 40 | 7 | — | — | — | — | |
| DDFM2026.02 | 0.54 | 6.56 | 2.94 | — | 1.12 | 7.71 | 2.2 | 32 | 12 | — | — | — | — | |
| ReCoNet2026.02 | 0.53 | 7.07 | 3.9 | — | 1.57 | 9.31 | 2.15 | 38 | 8.57 | — | — | — | — | |
| FusionMamba2026.02 | 0.53 | 7.2 | 5.41 | — | 1.53 | 13.85 | 2.1 | 40 | 5.57 | — | — | — | — | |
| RPFNet2026.02 | 0.53 | 7.4 | 5.05 | — | 1.54 | 13.83 | 1.94 | 46 | 5.86 | — | — | — | — | |
| SAGEVenue=25' CVPR, MB=0.552026.03 | 0.53 | 6.76 | — | — | — | — | 2.17 | 39 | — | — | 0.86 | — | — | |
| MRFS2024.10 | 0.52 | 7.18 | 2.7 | 46.57 | 1.2 | — | — | — | — | — | — | — | — | |
| U2Fusion2026.02 | 0.52 | 6.78 | 5 | — | 1.27 | 12.38 | 1.82 | 49 | 9.43 | — | — | — | — | |
| SFCFusion2026.02 | 0.52 | 6.87 | 3.76 | — | 1.35 | 9.65 | 1.92 | 37 | 11.86 | — | — | — | — | |
| LRRVenue=23' TPAMI, MB=0.192026.03 | 0.51 | 7.12 | — | — | — | — | 2.09 | 38 | — | — | 0.71 | — | — | |
| MetaVenue=23' CVPR, MB=3.102026.03 | 0.51 | 7.17 | — | — | — | — | 1.6 | 36 | — | — | 0.75 | — | — | |
| FreeVenue=25' TPAMI, MB=65.192026.03 | 0.51 | 6.7 | — | — | — | — | 1.73 | 37 | — | — | 0.73 | — | — | |
| DeFusion2026.02 | 0.5 | 6.93 | 3.59 | — | 1.35 | 8.99 | 2.06 | 37 | 11.86 | — | — | — | — | |
| DeFVenue=22' ECCV, MB=30.042026.03 | 0.5 | 6.8 | — | — | — | — | 2.08 | 38 | — | — | 0.86 | — | — | |
| LRRNet2026.02 | 0.49 | 7.14 | 4.8 | — | 1.57 | 12.79 | 1.95 | 35 | 8.14 | — | — | — | — | |
| MMDRFuse2026.02 | 0.49 | 7.09 | 4.26 | — | 1.04 | 10.38 | 2.15 | 14 | 11 | — | — | — | — | |
| LRRNetMethod category=Task-spec2025.12 | 0.488 | — | 4.166 | — | 1.43 | 11.114 | 2.704 | 32.3 | — | 0.621 | 0.537 | — | — | |
| GIFNetVenue=25' CVPR, MB=3.252026.03 | 0.48 | 7.14 | — | — | — | — | 1.86 | 37 | — | — | 0.84 | — | — | |
| TarDAL2024.10 | 0.47 | 7.35 | 11.84 | 52.3 | 0.97 | — | — | — | — | — | — | — | — | |
| AdaFuse2026.02 | 0.41 | 7.09 | 3.44 | — | 1.33 | 7.64 | 1.52 | 25 | 13.43 | — | — | — | — | |
| CTHIVenue=24' IJCV, MB=53.892026.03 | 0.36 | 7.23 | — | — | — | — | 1.65 | 30 | — | — | 0.46 | — | — | |
| DCINNVenue=24' IJCV, MB=9.772026.03 | 0.23 | 6.9 | — | — | — | — | 1.77 | 23 | — | — | 0.33 | — | — | |
| PSLPTMethod category=General2025.12 | 0.134 | — | 3.639 | — | 1.009 | 9.172 | 2.001 | 17.1 | — | 0.525 | 0.238 | — | — | |
| CDDFuse2026.03 | — | — | — | — | — | — | — | — | — | — | — | 3.26 | 24.74 | |
| DCEvo2026.03 | — | — | — | — | — | — | — | — | — | — | — | 3.13 | 22.31 | |
| DCINN2026.06 | — | 6.94 | 3.05 | 36.68 | 1.45 | 7.53 | — | — | — | — | — | — | — | |
| DDFM2026.03 | — | — | — | — | — | — | — | — | — | — | — | 3.32 | 27.19 | |
| DeFusion2026.06 | — | 6.91 | 2.32 | 34.79 | 1.37 | 5.44 | — | — | — | — | — | — | — | |
| DenseFuse2026.06 | — | 6.77 | 2.23 | 31.38 | 1.42 | 5.21 | — | — | — | — | — | — | — | |
| EMMA2026.03 | — | — | — | — | — | — | — | — | — | — | — | 4.93 | 22.2 | |
| EVAFusion2026.03 | — | — | — | — | — | — | — | — | — | — | — | 3.06 | 18.79 | |
| GIFNet2026.06 | — | 7.24 | 4.29 | 46.34 | 1.77 | 10.78 | — | — | — | — | — | — | — | |
| GIFuse2026.06 | — | 6.95 | 3.4 | 34.75 | 1.37 | 8.29 | — | — | — | — | — | — | — | |
| LRRNet2026.03 | — | — | — | — | — | — | — | — | — | — | — | 4.42 | 29.45 | |
| MRFS2026.03 | — | — | — | — | — | — | — | — | — | — | — | 3.81 | 27.07 | |
| PromptF2026.03 | — | — | — | — | — | — | — | — | — | — | — | 3.95 | 21.93 | |
| ReCoNet2026.03 | — | — | — | — | — | — | — | — | — | — | — | 5.7 | 38.86 | |
| ReCoNet2026.06 | — | 6.98 | 2.69 | 40.72 | 1.58 | 6.44 | — | — | — | — | — | — | — | |
| SegMif2026.03 | — | — | — | — | — | — | — | — | — | — | — | 3.45 | 29.41 | |
| SemLA2026.06 | — | 6.95 | 2.52 | 38.57 | 1.46 | 8.12 | — | — | — | — | — | — | — | |
| SHIP2026.03 | — | — | — | — | — | — | — | — | — | — | — | 3.22 | 20.21 | |
| TarDAL2026.03 | — | — | — | — | — | — | — | — | — | — | — | 4.19 | 32.04 | |
| TEDFusion2026.06 | — | 7.07 | 4.79 | 60.85 | 1.75 | 13.88 | — | — | — | — | — | — | — | |
| Text-IF2026.03 | — | — | — | — | — | — | — | — | — | — | — | 3.33 | 24.82 | |
| Text-IF2026.06 | — | 7.31 | 4.42 | 46.7 | 1.48 | 10.39 | — | — | — | — | — | — | — | |
| TextFusion2026.06 | — | 6.98 | 2.64 | 40.49 | 1.53 | 6.7 | — | — | — | — | — | — | — | |
| TIMFusion2026.03 | — | — | — | — | — | — | — | — | — | — | — | 4.44 | 30.16 | |
| U2Fusion2026.06 | — | 6.84 | 3.28 | 32.66 | 1.38 | 7.54 | — | — | — | — | — | — | — | |
| VDMUFusion2026.06 | — | 6.8 | 2.36 | 32.24 | 1.42 | 5.67 | — | — | — | — | — | — | — |