Infrared-visible Image Fusion on MSRS
0.732QAB/F (Quality Assessment Block/Fusion)DTPF
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DTPFInference Mode=Slide+LLM2026.02 | 0.732 | 6.749 | — | — | 1.06 | — | 4.883 | — | — | — | — | — | — | — | — | — | — | — | |
| MAVFusionType=Video, Publication=-2026.04 | 0.7272 | — | — | — | 0.4509 | — | — | — | — | — | 0.5902 | — | — | 0.6528 | 1.4519 | 0.6028 | 0.8524 | — | |
| Hybrid FusionInference Mode=Full, Training Epochs=100, Training Time=57 min2026.02 | 0.721 | 6.766 | — | — | 1.079 | — | 4.89 | — | — | — | — | — | — | — | — | — | — | — | |
| Hybrid FusionInference Mode=Full, Training Epochs=10, Training Time=5.7 min2026.02 | 0.691 | 6.695 | — | — | 1.017 | — | 3.752 | — | — | — | — | — | — | — | — | — | — | — | |
| UP-FusionType=Image, Publication=AAAI 262026.04 | 0.6859 | — | — | — | 0.4587 | — | — | — | — | — | 0.5841 | — | — | 0.6081 | 1.3163 | 0.5671 | 0.8496 | — | |
| Hybrid FusionInference Mode=Full, Training Epochs=2, Training Time=1.2 min2026.02 | 0.678 | 6.644 | — | — | 0.996 | — | 3.495 | — | — | — | — | — | — | — | — | — | — | — | |
| TDFusionType=Image, Publication=CVPR 252026.04 | 0.677 | — | — | — | 0.4257 | — | — | — | — | — | 0.5531 | — | — | 0.6319 | 1.1343 | 0.5529 | 0.8493 | — | |
| Text-IFInference Mode=Full+LLM2026.02 | 0.676 | 6.789 | — | — | 1.046 | — | 5.406 | — | — | — | — | — | — | — | — | — | — | — | |
| TDFusion2024.12 | 0.67 | 6.74 | 11.3 | 1.86 | 0.5 | 0.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| VisAsFusedInference Mode=-2026.02 | 0.65 | 6.596 | — | — | 1.044 | — | 6.865 | — | — | — | — | — | — | — | — | — | — | — | |
| EMMA2024.12 | 0.64 | 6.73 | 11.56 | 1.62 | 0.49 | 0.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SegMIF2024.12 | 0.63 | 5.95 | 11.1 | 1.57 | 0.44 | 0.55 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SAGEType=Image, Publication=CVPR 252026.04 | 0.6242 | — | — | — | 0.4359 | — | — | — | — | — | 0.5339 | — | — | 0.5285 | 0.7242 | 0.521 | 0.8364 | — | |
| DCEvo2026.03 | 0.62 | — | 4.512 | — | — | — | — | 3.807 | — | — | — | 64.49 | 0.605 | — | — | — | — | — | |
| DDFMInference Mode=Zero-shot2026.02 | 0.58 | 6.88 | — | — | 0.81 | — | 2.35 | — | — | — | — | — | — | — | — | — | — | — | |
| LUT-Fuse2026.03 | 0.579 | — | 4.494 | — | — | — | — | 3.801 | — | — | — | 64.24 | 0.602 | — | — | — | — | — | |
| DCINN2024.12 | 0.57 | 6 | 10.51 | 1.49 | 0.41 | 0.52 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Conti2026.03 | 0.57 | — | 4.504 | — | — | — | — | 3.737 | — | — | — | 64.26 | 0.603 | — | — | — | — | — | |
| TC-MOAInference Mode=Pad-6402026.02 | 0.565 | 6.633 | — | — | 0.811 | — | 3.251 | — | — | — | — | — | — | — | — | — | — | — | |
| SwinFusionInference Mode=Full2026.02 | 0.558 | 6.619 | — | — | 0.825 | — | 3.652 | — | — | — | — | — | — | — | — | — | — | — | |
| SuperFusionInference Mode=Full2026.02 | 0.557 | 6.587 | — | — | 0.813 | — | 3.596 | — | — | — | — | — | — | — | — | — | — | — | |
| PSLPTInference Mode=Full2026.02 | 0.553 | 6.307 | — | — | 0.753 | — | 2.284 | — | — | — | — | — | — | — | — | — | — | — | |
| CDDFuseInference Mode=Full2026.02 | 0.548 | 6.701 | — | — | 0.819 | — | 3.657 | — | — | — | — | — | — | — | — | — | — | — | |
| Causal Feature Integrator2026.03 | 0.545 | — | 4.743 | — | — | — | — | 4.129 | — | — | — | 66.02 | 0.646 | — | — | — | — | — | |
| SAGE2026.03 | 0.529 | — | 4.373 | — | — | — | — | 3.431 | — | — | — | 65.59 | 0.594 | — | — | — | — | — | |
| MRFS2024.12 | 0.49 | 7 | 8.86 | 1.42 | 0.37 | 0.55 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TIMFusion2024.12 | 0.48 | 6.27 | 9.67 | 1.34 | 0.32 | 0.68 | — | — | — | — | — | — | — | — | — | — | — | — | |
| IFCNNInference Mode=Full2026.02 | 0.479 | 5.975 | — | — | 0.579 | — | 1.706 | — | — | — | — | — | — | — | — | — | — | — | |
| IGNet2026.03 | 0.455 | — | 3.889 | — | — | — | — | 3.318 | — | — | — | 65.33 | 0.655 | — | — | — | — | — | |
| GIFNetType=Image, Publication=CVPR 252026.04 | 0.4542 | — | — | — | 0.2781 | — | — | — | — | — | 0.5148 | — | — | 0.3974 | 0.365 | 0.3314 | 0.7644 | — | |
| LRRNet2026.03 | 0.447 | — | 3.309 | — | — | — | — | 2.672 | — | — | — | 64.68 | 0.515 | — | — | — | — | — | |
| TIMFusion2026.03 | 0.424 | — | 4.378 | — | — | — | — | 3.747 | — | — | — | 59.48 | 0.525 | — | — | — | — | — | |
| MUFusion2026.03 | 0.422 | — | 3.482 | — | — | — | — | 3.16 | — | — | — | 63.85 | 0.589 | — | — | — | — | — | |
| A2RNet2026.03 | 0.416 | — | 3.493 | — | — | — | — | 2.924 | — | — | — | 63.37 | 0.603 | — | — | — | — | — | |
| U2FusionInference Mode=Full2026.02 | 0.391 | 5.246 | — | — | 0.512 | — | 2.183 | — | — | — | — | — | — | — | — | — | — | — | |
| IrAsFusedInference Mode=-2026.02 | 0.384 | 5.309 | — | — | 1.028 | — | 5.668 | — | — | — | — | — | — | — | — | — | — | — | |
| MURF2024.12 | 0.37 | 5.04 | 10.49 | 1.02 | 0.22 | 0.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TarDAL2024.12 | 0.18 | 5.28 | 5.98 | 0.71 | 0.21 | 0.47 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BSAFusionVenue=AAAI’252026.05 | — | — | — | — | — | 0.366 | — | — | — | — | — | — | 0.456 | — | — | — | — | 3.197 | |
| CDDFuseInput Modality=Infrared + Visible2026.03 | — | 7.321 | 14.25 | — | — | — | — | 4.818 | 1.609 | 51.368 | 0.565 | — | — | — | — | — | — | — | |
| CDDFusionVenue=CVPR’232026.05 | — | — | — | — | — | 0.592 | — | — | — | — | — | — | 0.585 | — | — | — | — | 3.626 | |
| CoCoNetInput Modality=Infrared + Visible2026.03 | — | 6.51 | 9.804 | — | — | — | — | 3.299 | 0.758 | 34.565 | 0.427 | — | — | — | — | — | — | — | |
| DCEvoInput Modality=Infrared + Visible2026.03 | — | 7.298 | 14.262 | — | — | — | — | 4.858 | 1.696 | 51.81 | 0.571 | — | — | — | — | — | — | — | |
| DIDFuseVenue=IJCAI’202026.05 | — | — | — | — | — | 0.304 | — | — | — | — | — | — | 0.545 | — | — | — | — | 2.728 | |
| EMMAInput Modality=Infrared + Visible2026.03 | — | 7.333 | 14.176 | — | — | — | — | 4.913 | 1.343 | 52.642 | 0.539 | — | — | — | — | — | — | — | |
| IVFWSRInput Modality=Infrared + Visible2026.03 | — | 6.798 | 9.241 | — | — | — | — | 3.36 | 1.337 | 36.254 | 0.457 | — | — | — | — | — | — | — | |
| LRRNetInput Modality=Infrared + Visible2026.03 | — | 6.93 | 10.731 | — | — | — | — | 3.621 | 2.837 | 38.519 | 0.461 | — | — | — | — | — | — | — | |
| MRFSVenue=CVPR’242026.05 | — | — | — | — | — | 0.625 | — | — | — | — | — | — | 0.591 | — | — | — | — | 2.347 | |
| MURFVenue=TPAMI’232026.05 | — | — | — | — | — | 0.503 | — | — | — | — | — | — | 0.554 | — | — | — | — | 2.859 | |
| OursInput Modality=Visible Only2026.03 | — | 7.188 | 14.898 | — | — | — | — | 5.037 | 3.142 | 53.168 | 0.454 | — | — | — | — | — | — | — | |
| ReCoNetVenue=ECCV’222026.05 | — | — | — | — | — | 0.384 | — | — | — | — | — | — | 0.586 | — | — | — | — | 4.546 | |
| ReFusionVenue=IJCV’242026.05 | — | — | — | — | — | 0.643 | — | — | — | — | — | — | 0.584 | — | — | — | — | 3.413 | |
| SAGEInput Modality=Infrared + Visible2026.03 | — | 7.03 | 13.285 | — | — | — | — | 4.452 | 2.058 | 47.134 | 0.529 | — | — | — | — | — | — | — | |
| SegMIFVenue=ICCV’232026.05 | — | — | — | — | — | 0.506 | — | — | — | — | — | — | 0.6 | — | — | — | — | 3.889 | |
| SFRF2026.05 | — | — | — | — | — | 0.681 | — | — | — | — | — | — | 0.668 | — | — | — | — | 5.298 | |
| SHIPVenue=CVPR’242026.05 | — | — | — | — | — | 0.617 | — | — | — | — | — | — | 0.58 | — | — | — | — | 3.636 | |
| SuperFusionVenue=JAS’222026.05 | — | — | — | — | — | 0.608 | — | — | — | — | — | — | 0.624 | — | — | — | — | 3.528 | |
| TarDALInput Modality=Infrared + Visible2026.03 | — | 6.059 | 6.379 | — | — | — | — | 2.189 | 2.183 | 23.251 | 0.417 | — | — | — | — | — | — | — | |
| TIMFusionInput Modality=Infrared + Visible2026.03 | — | 6.846 | 10.771 | — | — | — | — | 3.649 | 3.796 | 38.972 | 0.394 | — | — | — | — | — | — | — | |
| U2FusionInput Modality=Infrared + Visible2026.03 | — | 6.145 | 6.288 | — | — | — | — | 2.308 | 0.84 | 24.692 | 0.483 | — | — | — | — | — | — | — | |
| U2FusionVenue=TPAMI’202026.05 | — | — | — | — | — | 0.577 | — | — | — | — | — | — | 0.565 | — | — | — | — | 2.278 |