Infrared and visible image fusion on RoadScene
0.665QabfIrAsFused
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| IrAsFusedInference Mode=-2026.02 | 0.665 | 8.469 | — | 1.061 | 7.563 | — | — | — | |
| DDFMInference Mode=Zero-shot2026.02 | 0.65 | 2.35 | — | 0.75 | 7.41 | — | — | — | |
| Hybrid FusionInference Mode=Full, Training Epochs=10, Training Time=5.7 min2026.02 | 0.649 | 4.41 | — | 0.891 | 7.439 | — | — | — | |
| Hybrid FusionInference Mode=Full, Training Epochs=100, Training Time=57 min2026.02 | 0.646 | 3.845 | — | 0.822 | 7.458 | — | — | — | |
| DTPFInference Mode=Slide+LLM2026.02 | 0.639 | 3.454 | — | 0.743 | 7.248 | — | — | — | |
| Text-IFInference Mode=Full+LLM2026.02 | 0.578 | 5.009 | — | 0.739 | 7.332 | — | — | — | |
| DCEvowithout CDE=true2025.03 | 0.57 | 3.69 | 0.51 | 0.8 | — | — | — | — | |
| Text-IF2025.03 | 0.54 | 2.88 | 0.46 | 0.73 | — | — | — | — | |
| IFCNNInference Mode=Full2026.02 | 0.536 | 2.842 | — | 0.591 | 7.222 | — | — | — | |
| SegMiF2025.03 | 0.53 | 2.75 | 0.47 | 0.71 | — | — | — | — | |
| EVAFusion2026.03 | 0.53 | — | 0.5 | — | — | 0.56 | 61.84 | — | |
| Hybrid FusionInference Mode=Full, Training Epochs=2, Training Time=1.2 min2026.02 | 0.513 | 3.449 | — | 0.83 | 7.173 | — | — | — | |
| SegMif2026.03 | 0.51 | — | 0.46 | — | — | 0.53 | 60.8 | — | |
| U2FusionInference Mode=Full2026.02 | 0.506 | 2.578 | — | 0.564 | 6.739 | — | — | — | |
| Text-IF2026.03 | 0.5 | — | 0.43 | — | — | 0.5 | 59.94 | — | |
| Dcevo2026.03 | 0.5 | — | 0.48 | — | — | 0.49 | 59.66 | — | |
| PromptF2026.03 | 0.49 | — | 0.47 | — | — | 0.52 | 61.42 | — | |
| SHIP2026.03 | 0.49 | — | 0.45 | — | — | 0.47 | 60.87 | — | |
| CDDFuse2025.03 | 0.48 | 3.08 | 0.48 | 0.71 | — | — | — | — | |
| TC-MOAInference Mode=Pad-6402026.02 | 0.477 | 2.853 | — | 0.577 | 7.387 | — | — | — | |
| VisAsFusedInference Mode=-2026.02 | 0.474 | 7.667 | — | 1.04 | 6.948 | — | — | — | |
| SwinFusion2025.03 | 0.46 | 3.34 | 0.49 | 0.73 | — | — | — | — | |
| SuperFusionInference Mode=Full2026.02 | 0.452 | 3.562 | — | 0.608 | 6.99 | — | — | — | |
| EMMA2025.03 | 0.45 | 3.18 | 0.46 | 0.7 | — | — | — | — | |
| CDDFuseInference Mode=Full2026.02 | 0.45 | 3.001 | — | 0.61 | 7.12 | — | — | — | |
| SwinFusionInference Mode=Full2026.02 | 0.45 | 3.334 | — | 0.614 | 7 | — | — | — | |
| YDTR2025.03 | 0.44 | 3.02 | 0.48 | 0.69 | — | — | — | — | |
| TarDAL2025.03 | 0.43 | 3.34 | 0.45 | 0.62 | — | — | — | — | |
| CDDFuse2026.03 | 0.43 | — | 0.45 | — | — | 0.52 | 59.84 | — | |
| EMMA2026.03 | 0.42 | — | 0.44 | — | — | 0.5 | 59.71 | — | |
| TIMFusion2026.03 | 0.41 | — | 0.44 | — | — | 0.44 | 61.12 | — | |
| TarDAL2026.03 | 0.4 | — | 0.44 | — | — | 0.48 | 60.59 | — | |
| MetaFusion2025.03 | 0.39 | 2.28 | 0.41 | 0.59 | — | — | — | — | |
| TIM2025.03 | 0.39 | 3.62 | 0.44 | 0.7 | — | — | — | — | |
| LRRNet2026.03 | 0.39 | — | 0.36 | — | — | 0.53 | 59.56 | — | |
| MRFS2026.03 | 0.39 | — | 0.45 | — | — | 0.5 | 61.46 | — | |
| ReCoNet2025.03 | 0.38 | 3.09 | 0.45 | 0.64 | — | — | — | — | |
| ReCoNet2026.03 | 0.36 | — | 0.44 | — | — | 0.52 | 60.75 | — | |
| LRRNet2025.03 | 0.35 | 2.79 | 0.33 | 0.57 | — | — | — | — | |
| PSLPTInference Mode=Full2026.02 | 0.171 | 2.001 | — | 0.134 | 7.077 | — | — | — | |
| DDFM2026.03 | 0.15 | — | 0.03 | — | — | 0.41 | 59.4 | — | |
| DDFM2025.03 | 0.14 | 1.84 | 0.04 | 0.21 | — | — | — | — | |
| BSAFusionVenue=AAAI’252026.05 | — | — | 0.365 | — | — | 0.536 | — | 5.55 | |
| CDDFusionVenue=CVPR’232026.05 | — | — | 0.456 | — | — | 0.76 | — | 6 | |
| DIDFuseVenue=IJCAI’202026.05 | — | — | 0.456 | — | — | 0.773 | — | 6.323 | |
| MRFSVenue=CVPR’242026.05 | — | — | 0.576 | — | — | 0.762 | — | 5.885 | |
| MURFVenue=TPAMI’232026.05 | — | — | 0.484 | — | — | 0.755 | — | 5.487 | |
| ReCoNetVenue=ECCV’222026.05 | — | — | 0.538 | — | — | 0.771 | — | 5.087 | |
| ReFusionVenue=IJCV’242026.05 | — | — | 0.468 | — | — | 0.735 | — | 6.464 | |
| SegMIFVenue=ICCV’232026.05 | — | — | 0.547 | — | — | 0.761 | — | 4.512 | |
| SFRF2026.05 | — | — | 0.681 | — | — | 0.792 | — | 7.104 | |
| SHIPVenue=CVPR’242026.05 | — | — | 0.48 | — | — | 0.717 | — | 6.042 | |
| SuperFusionVenue=JAS’222026.05 | — | — | 0.719 | — | — | 0.785 | — | 5.551 | |
| U2FusionVenue=TPAMI’202026.05 | — | — | 0.464 | — | — | 0.752 | — | 4.975 |