Low-light Image Enhancement on LSRW
20.692PSNRSCEM equipped Diffusion
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SCEM equipped Diffusion2026.02 | 20.692 | 0.56 | 0.198 | 65.71 | |
| DPEC2024.06 | 19.643 | 0.576 | 0.36 | — | |
| Retinexformer2024.06 | 19.57 | 0.578 | 0.403 | — | |
| CFWD2024.01 | 19.566 | 0.572 | 0.374 | 47.606 | |
| RetinexMamba2024.06 | 19.536 | 0.576 | 0.412 | — | |
| NeRCoReference=ICCV'232024.01 | 19.456 | 0.549 | 0.423 | 64.555 | |
| GSADReference=NeurIPS'232024.01 | 19.418 | 0.542 | 0.386 | 57.219 | |
| WCDMReference=TOG'232024.01 | 19.281 | 0.552 | 0.35 | 45.294 | |
| DiffLLReference=ACM TOG’232026.02 | 19.281 | 0.552 | 0.35 | 45.294 | |
| LightendiffusionReference=ECCV’ 242026.02 | 18.397 | 0.534 | 0.428 | 67.801 | |
| URetinex-NetReference=CVPR 222024.01 | 18.271 | 0.518 | 0.419 | 66.871 | |
| URetinex-NetReference=CVPR’ 222026.02 | 18.271 | 0.518 | 0.419 | 66.871 | |
| SIMILearning Paradigm=Unsupervised Learning2026.05 | 17.35 | 0.46 | 0.26 | — | |
| LIME2024.06 | 17.342 | 0.52 | 0.471 | — | |
| LIMEReference=TIP’ 162026.02 | 17.342 | 0.52 | 0.471 | 75.595 | |
| UHDFourReference=ICLR'232024.01 | 17.3 | 0.529 | 0.443 | 62.032 | |
| UHDFour2xReference=ICLR’ 232026.02 | 17.3 | 0.529 | 0.443 | 62.032 | |
| EnlightenGANReference=TIP’ 212026.02 | 17.106 | 0.463 | 0.406 | 69.033 | |
| SRDACELearning Paradigm=Unsupervised Learning2026.05 | 17.1 | 0.46 | 0.35 | — | |
| EnlightenGANReference=TIP'212024.01 | 17.081 | 0.47 | 0.42 | 69.184 | |
| EnlightenGanLearning Paradigm=Unsupervised Learning2026.05 | 17.08 | 0.47 | 0.33 | — | |
| CDEFReference=TMM'222024.01 | 16.758 | 0.465 | 0.399 | 62.78 | |
| CDEFReference=TMM’ 222026.02 | 16.758 | 0.465 | 0.399 | 62.78 | |
| DRBNReference=CVPR 202024.01 | 16.734 | 0.507 | 0.437 | 80.727 | |
| DRBN2024.06 | 16.734 | 0.507 | 0.457 | — | |
| DRBNReference=CVPR’ 202026.02 | 16.734 | 0.507 | 0.457 | 80.727 | |
| UformerReference=CVPR 222024.01 | 16.591 | 0.494 | 0.435 | 82.299 | |
| Uformer2024.06 | 16.591 | 0.494 | 0.435 | — | |
| UformerReference=CVPR’ 222026.02 | 16.591 | 0.494 | 0.435 | 82.299 | |
| WeatherDiffReference=TPAMI'232024.01 | 16.507 | 0.487 | 0.431 | 96.05 | |
| WeatherDiffReference=TPAMI’ 232026.02 | 16.507 | 0.487 | 0.431 | 96.05 | |
| SNRNetReference=CVPR 222024.01 | 16.499 | 0.505 | 0.419 | 65.807 | |
| SNRNet2024.06 | 16.499 | 0.505 | 0.419 | — | |
| SNRNetReference=CVPR’ 222026.02 | 16.499 | 0.505 | 0.419 | 65.807 | |
| MIRNetReference=ECCV'202024.01 | 16.47 | 0.477 | 0.43 | 93.811 | |
| MIRNet2024.06 | 16.47 | 0.477 | 0.43 | — | |
| MIRNetReference=ECCV’ 202026.02 | 16.47 | 0.477 | 0.43 | 93.811 | |
| KinDLearning Paradigm=Supervised Learning2026.05 | 16.41 | 0.48 | 0.34 | — | |
| RestormerReference=CVPR 222024.01 | 16.303 | 0.453 | 0.427 | 69.219 | |
| RestormerReference=CVPR’ 222026.02 | 16.303 | 0.453 | 0.427 | 69.219 | |
| Zero-DCE++Reference=TPAMI'212024.01 | 16.21 | 0.457 | 0.431 | 59.959 | |
| NPEReference=TIP’ 132026.02 | 16.188 | 0.384 | 0.44 | 90.132 | |
| KinD++Learning Paradigm=Supervised Learning2026.05 | 16.08 | 0.4 | 0.37 | — | |
| Zero-DCE2024.06 | 15.867 | 0.443 | 0.411 | — | |
| Zero-DCEReference=CVPR’ 202026.02 | 15.867 | 0.443 | 0.411 | 63.32 | |
| ZeroDCELearning Paradigm=Unsupervised Learning2026.05 | 15.86 | 0.45 | 0.31 | — | |
| Zero-DCEReference=CVPR'202024.01 | 15.858 | 0.454 | 0.421 | 65.69 | |
| RetinexNetReference=BMVC'182024.01 | 15.609 | 0.414 | 0.454 | 108.35 | |
| RetinexNet2024.06 | 15.609 | 0.414 | 0.454 | — | |
| RetinexNetReference=BMVC’ 182026.02 | 15.609 | 0.414 | 0.454 | 108.35 | |
| Retinex-NetLearning Paradigm=Supervised Learning2026.05 | 15.51 | 0.37 | 0.43 | — | |
| DSLRReference=TMM'202024.01 | 15.259 | 0.441 | 0.464 | 84.93 | |
| DSLRReference=TMM’ 202026.02 | 15.259 | 0.441 | 0.464 | 84.93 | |
| SCIReference=CVPR 222024.01 | 15.242 | 0.419 | 0.404 | 56.261 | |
| SCIReference=CVPR’ 222026.02 | 15.242 | 0.419 | 0.404 | 56.261 | |
| SCILearning Paradigm=Unsupervised Learning2026.05 | 15.24 | 0.42 | 0.32 | — | |
| DDIMReference=ICLR'212024.01 | 14.858 | 0.486 | 0.495 | 71.812 | |
| DDIMReference=ICLR’ 212026.02 | 14.858 | 0.486 | 0.495 | 71.812 | |
| RUASReference=CVPR'212024.01 | 14.271 | 0.461 | 0.501 | 78.392 | |
| RUAS2024.06 | 14.271 | 0.461 | 0.501 | — | |
| RUASReference=CVPR’ 212026.02 | 14.271 | 0.461 | 0.501 | 78.392 | |
| RUASLearning Paradigm=Unsupervised Learning2026.05 | 14.27 | 0.47 | 0.47 | — | |
| RELLIEReference=ACM MM'212024.01 | 13.685 | 0.422 | 0.404 | 65.221 | |
| ReLLIEReference=ACM MM’ 212026.02 | 13.685 | 0.422 | 0.404 | 65.221 | |
| PaletteReference=SIGGRAPH'222024.01 | 13.57 | 0.476 | 0.479 | 73.841 | |
| PaletteReference=SIGGRAPH’222026.02 | 13.57 | 0.476 | 0.479 | 73.841 | |
| CLIP-LITReference=ICCV'232024.01 | 13.483 | 0.405 | 0.425 | 77.065 | |
| SRIEReference=CVPR’ 162026.02 | 13.357 | 0.415 | 0.399 | 69.082 | |
| GDPReference=CVPR 232024.01 | 12.887 | 0.362 | 0.412 | 76.908 | |
| GDPReference=CVPR’ 232026.02 | 12.887 | 0.362 | 0.412 | 76.908 |