Infrared-Visible Image Fusion on LLVIP (test)
7.42ENPIAFusion+TTD
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PIAFusion+TTDTTD=true2024.11 | 7.42 | 5.9 | 56.14 | 1.64 | — | 15.15 | 20.29 | 7.65 | — | — | — | |
| TC-MoA2024.11 | 7.4 | 2.76 | 48.92 | 1.4 | — | 7.47 | 9.78 | 7.83 | — | — | — | |
| PIAFusion2024.11 | 7.39 | 5.77 | 52.12 | 1.59 | — | 14.81 | 19.59 | 7.72 | — | — | — | |
| CDDFuse2024.11 | 7.36 | 4.99 | 50.9 | 1.62 | — | 12.68 | 18.26 | 7.79 | — | — | — | |
| TEDFusion2026.06 | 7.36 | 4.83 | 48.75 | 1.69 | — | — | 15.7 | — | — | — | — | |
| Transf (Ours)Venue=Ours, MB=0.812026.03 | 7.35 | — | — | — | 0.87 | — | — | — | 2.56 | 0.64 | 0.92 | |
| GAN (Ours)Venue=Ours, MB=0.712026.03 | 7.35 | — | — | — | 0.87 | — | — | — | 2.51 | 0.65 | 0.92 | |
| CDDFuse+TTDTTD=true2024.11 | 7.34 | 5.54 | 53.88 | 1.58 | — | 14.07 | 20.17 | 7.83 | — | — | — | |
| CNN (Ours)Venue=Ours, MB=0.812026.03 | 7.34 | — | — | — | 0.88 | — | — | — | 2.54 | 0.63 | 0.91 | |
| MUFusion2024.11 | 7.29 | 4.96 | 50.09 | 1.38 | — | 13.38 | 13.29 | 7.57 | — | — | — | |
| DeFVenue=22' ECCV, MB=30.042026.03 | 7.25 | — | — | — | 0.74 | — | — | — | 2.33 | 0.43 | 0.83 | |
| Text-IF2026.06 | 7.24 | 4.81 | 45.38 | 1.46 | — | — | 16.29 | — | — | — | — | |
| DeFusion2024.11 | 7.21 | 3.8 | 42.91 | 1.21 | — | 9.76 | 11.99 | 7.83 | — | — | — | |
| DDFVenue=23' ICCV, MB=21082026.03 | 7.17 | — | — | — | 0.58 | — | — | — | 1.78 | 0.23 | 0.58 | |
| MetaVenue=23' CVPR, MB=3.102026.03 | 7.14 | — | — | — | 0.61 | — | — | — | 1.16 | 0.29 | 0.6 | |
| SemLA2026.06 | 7.12 | 2.6 | 42.14 | 1.56 | — | — | 7.39 | — | — | — | — | |
| FreeVenue=25' TPAMI, MB=65.192026.03 | 7.09 | — | — | — | 0.76 | — | — | — | 1.77 | 0.54 | 0.68 | |
| DeFusion2026.06 | 7.09 | 2.98 | 39.23 | 1.26 | — | — | 9.86 | — | — | — | — | |
| Text-DiFuse2024.10 | 7.08 | 3.99 | 41.78 | 1.73 | 0.87 | — | — | — | — | — | — | |
| DCINNVenue=24' IJCV, MB=9.772026.03 | 7.04 | — | — | — | 0.75 | — | — | — | 2 | 0.52 | 0.77 | |
| GIFNetVenue=25' CVPR, MB=3.252026.03 | 7.01 | — | — | — | 0.64 | — | — | — | 1.56 | 0.47 | 0.74 | |
| MRFS2024.10 | 7 | 2.34 | 40.9 | 1.67 | 0.86 | — | — | — | — | — | — | |
| IFCNN+TTDTTD=true2024.11 | 6.98 | 5.48 | 38.99 | 1.34 | — | 13.92 | 19.4 | 7.79 | — | — | — | |
| SAGEVenue=25' CVPR, MB=0.552026.03 | 6.96 | — | — | — | 0.73 | — | — | — | 1.81 | 0.57 | 0.81 | |
| IFCNN2024.11 | 6.95 | 5.18 | 37.75 | 1.32 | — | 13.13 | 18.18 | 7.82 | — | — | — | |
| GIFuse2026.06 | 6.84 | 4 | 33.55 | 1.19 | — | — | 14.12 | — | — | — | — | |
| Densefuse2024.11 | 6.83 | 3.62 | 33.98 | 1.24 | — | 8.8 | 12.27 | 8.13 | — | — | — | |
| CTHIVenue=24' IJCV, MB=53.892026.03 | 6.83 | — | — | — | 0.33 | — | — | — | 1.44 | 0.22 | 0.4 | |
| DCINN2026.06 | 6.79 | 3.69 | 37.31 | 1.44 | — | — | 12.58 | — | — | — | — | |
| VDMUFusion2026.06 | 6.74 | 2.74 | 31.03 | 1.28 | — | — | 8.71 | — | — | — | — | |
| GIFNet2026.06 | 6.72 | 4.63 | 37.33 | 1.45 | — | — | 17.39 | — | — | — | — | |
| LRRVenue=23' TPAMI, MB=0.192026.03 | 6.67 | — | — | — | 0.56 | — | — | — | 1.65 | 0.47 | 0.66 | |
| DenseFuse2026.06 | 6.67 | 2.46 | 29.95 | 1.24 | — | — | 8.11 | — | — | — | — | |
| TextFusion2026.06 | 6.65 | 3.12 | 37.3 | 1.22 | — | — | 11.22 | — | — | — | — | |
| U2Fusion2024.11 | 6.64 | 4.13 | 35.83 | 1.27 | — | 10.56 | 13.7 | 9.14 | — | — | — | |
| U2Fusion2026.06 | 6.58 | 3.46 | 33.47 | 1.33 | — | — | 11.3 | — | — | — | — | |
| CrossVenue=24' Inf., MB=79.402026.03 | 6.47 | — | — | — | 0.69 | — | — | — | 1.79 | 0.44 | 0.71 | |
| DeFusion2024.10 | 6.46 | 2.36 | 29.48 | 1.48 | 0.82 | — | — | — | — | — | — | |
| DDFM2024.10 | 6.46 | 3.51 | 30.64 | 1.72 | 0.7 | — | — | — | — | — | — | |
| RFN-Nest2024.10 | 6.37 | 2.24 | 26.66 | 1.63 | 0.73 | — | — | — | — | — | — | |
| DDFM2024.11 | 6.34 | 3.25 | 32.31 | 1.07 | — | 7.93 | 11.71 | 8.66 | — | — | — | |
| GANMcC2024.10 | 6.24 | 2.09 | 27.02 | 1.59 | 0.65 | — | — | — | — | — | — | |
| SDNet2024.10 | 6 | 2.74 | 23.05 | 1.24 | 0.62 | — | — | — | — | — | — | |
| SwinFuse2024.11 | 5.84 | 3.58 | 40.95 | 1.27 | — | 9.02 | 15.38 | 8.51 | — | — | — | |
| LRRNet2024.10 | 5.67 | 2.28 | 19.49 | 1.06 | 0.57 | — | — | — | — | — | — | |
| U2Fusion2024.10 | 5.52 | 2.69 | 21.12 | 1.32 | 0.61 | — | — | — | — | — | — | |
| ReCoNet2026.06 | 5.26 | 2.69 | 39.13 | 1.39 | — | — | 8.88 | — | — | — | — | |
| TarDAL2024.10 | 3.85 | 2.59 | 23.05 | 0.92 | 0.22 | — | — | — | — | — | — |