Infrared and Visible Image Fusion on TNO image fusion
16.28MI (Mutual Information)E2E-MFD
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| E2E-MFDTask=MF-OD, Tr. Time=2h50m32s, Te. Time=0.014s2024.03 | 16.28 | 6.4 | — | — | 1.6 | — | — | — | — | — | |
| MetafusionTask=MF-OD, Tr. Time=6h47m38s, Te. Time=0.002s2024.03 | 16.03 | 6.29 | — | — | 1.44 | — | — | — | — | — | |
| DIDFuseTask=MF, Tr. Time=3h9m38s, Te. Time=0.096s2024.03 | 15.3 | 6.3 | — | — | 1.47 | — | — | — | — | — | |
| CDDFuseTask=MF, Tr. Time=5h59m59s, Te. Time=0.096s2024.03 | 15.03 | 6.21 | — | — | 1.49 | — | — | — | — | — | |
| TardalTask=MF, Tr. Time=5h36m28s, Te. Time=0.093s2024.03 | 14.99 | 5.87 | — | — | 1.43 | — | — | — | — | — | |
| U2FusionTask=MF, Tr. Time=4h8m36s, Te. Time=2.091s2024.03 | 14.89 | 5.78 | — | — | 1.49 | — | — | — | — | — | |
| SwinFusionTask=MF, Tr. Time=3h38m5s, Te. Time=0.044s2024.03 | 14.28 | 6.09 | — | — | 1.55 | — | — | — | — | — | |
| PIAFusionTask=MF, Tr. Time=5h35m20s, Te. Time=0.003s2024.03 | 13.61 | 5.05 | — | — | 1.36 | — | — | — | — | — | |
| DCEvowithout CDE=true2025.03 | 4.22 | — | — | — | 0.91 | — | 0.54 | — | — | 0.57 | |
| TIM2025.03 | 3.79 | — | — | — | 0.78 | — | 0.47 | — | — | 0.44 | |
| SwinFusion2025.03 | 3.36 | — | — | — | 0.81 | — | 0.52 | — | — | 0.51 | |
| CDDFuse2025.03 | 3.23 | — | — | — | 0.84 | — | 0.52 | — | — | 0.52 | |
| Text-IF2025.03 | 3.14 | — | — | — | 0.82 | — | 0.48 | — | — | 0.52 | |
| SegMiF2025.03 | 3.04 | — | — | — | 0.87 | — | 0.49 | — | — | 0.57 | |
| EMMA2025.03 | 2.98 | — | — | — | 0.75 | — | 0.48 | — | — | 0.46 | |
| TarDAL2025.03 | 2.85 | — | — | — | 0.65 | — | 0.49 | — | — | 0.4 | |
| YDTR2025.03 | 2.82 | — | — | — | 0.71 | — | 0.5 | — | — | 0.41 | |
| LRRNet2025.03 | 2.66 | — | — | — | 0.62 | — | 0.43 | — | — | 0.36 | |
| ReCoNet2025.03 | 2.57 | — | — | — | 0.57 | — | 0.42 | — | — | 0.35 | |
| DIDFuse2020.03 | 2.347 | 7.006 | 42.657 | 13.126 | 0.623 | 4.294 | — | — | — | — | |
| FusionGAN2020.03 | 2.341 | 6.576 | 29.035 | 8.762 | 0.258 | 2.417 | — | — | — | — | |
| DenseFuse2020.03 | 2.302 | 6.842 | 31.817 | 11.095 | 0.572 | 3.597 | — | — | — | — | |
| DeepFuse2020.03 | 2.298 | 6.86 | 32.249 | 11.125 | 0.581 | 3.599 | — | — | — | — | |
| ImageFuse2020.03 | 2.155 | 6.382 | 22.938 | 9.8 | 0.306 | 2.719 | — | — | — | — | |
| TVADMM2020.03 | 2.041 | 6.402 | 23.007 | 9.034 | 0.284 | 2.518 | — | — | — | — | |
| ADF2020.03 | 2.007 | 6.399 | 22.963 | 10.782 | 0.286 | 2.988 | — | — | — | — | |
| CSR2020.03 | 1.99 | 6.428 | 23.603 | 11.445 | 0.312 | 3.367 | — | — | — | — | |
| DDFM2025.03 | 1.94 | — | — | — | 0.4 | — | 0.22 | — | — | 0.25 | |
| TSIFVS2020.03 | 1.717 | 6.669 | 28.036 | 12.598 | 0.456 | 3.98 | — | — | — | — | |
| MetaFusion2025.03 | 1.71 | — | — | — | 0.7 | — | 0.38 | — | — | 0.29 | |
| CCF2024.11 | — | 7.01 | 40.11 | 10.2 | — | — | 1.38 | 1.84 | 8.29 | — | |
| DDFM2024.11 | — | 6.85 | 34.45 | 7.27 | — | — | 1.08 | 1.54 | 7.89 | — | |
| DeFusion2024.11 | — | 6.58 | 30.38 | 6.2 | — | — | 1.38 | 1.53 | 6.54 | — | |
| DenseFuse2024.11 | — | 6.82 | 34.83 | 8.99 | — | — | 1.38 | 1.78 | 8.75 | — | |
| RFN-Nest2024.11 | — | 6.96 | 36.9 | 5.87 | — | — | 1.31 | 1.78 | 7.13 | — | |
| U2Fusion2024.11 | — | 7 | 37.7 | 11.86 | — | — | 1.28 | 1.78 | 12.78 | — | |
| UMF-CMGR2024.11 | — | 6.53 | 29.97 | 8.17 | — | — | 1.43 | 1.64 | 7.32 | — | |
| YDTR2024.11 | — | 6.43 | 28.03 | 7.62 | — | — | 1.41 | 1.56 | 6.81 | — |