Low-Light Image Enhancement on LOL (PSNR, SSIM)
23.82PSNRDFPIR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DFPIRVenue=CVPR 20252026.05 | 23.82 | 84.3 | |
| M2IRVenue=Ours, Category=All-in-One2026.03 | 23.8 | 86.4 | |
| MIRAGEVenue=ICLR’26, Category=All-in-One2026.03 | 23.59 | 85.8 | |
| MMFE-IRTraining Data=Standard2026.05 | 23.4 | 86.6 | |
| BaryIRVenue=TPAMI’26, Category=All-in-One2026.03 | 23.37 | 85.4 | |
| MMFE-IRTraining Data=Additional Rain13K dataset [19]2026.05 | 23.18 | 86.2 | |
| TEAFormerVenue=ICCV 20252026.05 | 23.06 | 85.6 | |
| InstructIR-5DVenue=ECCV’24, Category=All-in-One2026.03 | 23 | 83.6 | |
| AdaIRVenue=ICLR’25, Category=All-in-One2026.03 | 23 | 84.5 | |
| MoCE-IRVenue=CVPR’25, Category=All-in-One2026.03 | 23 | 85.2 | |
| MEASNetVenue=TCSVT’25, Category=All-in-One2026.03 | 23 | 84.5 | |
| InstructIR-5DParams (M)=15.82026.05 | 23 | 83.6 | |
| AdaIRParams (M)=28.772026.05 | 23 | 84.5 | |
| InstructIRVenue=ECCV 20242026.05 | 23 | 83.6 | |
| AdaIRVenue=ICLR 20252026.05 | 23 | 84.5 | |
| MoCE-IRVenue=CVPR 20252026.05 | 23 | 85.2 | |
| Perceive-IRVenue=TIP’25, Category=All-in-One2026.03 | 22.88 | 83.3 | |
| Perceive-IRParams (M)=42.022026.05 | 22.88 | 83.3 | |
| PromptIRVenue=NeurIPS’23, Category=All-in-One2026.03 | 22.68 | 83.2 | |
| PromptIRParams (M)=32.962026.05 | 22.68 | 83.2 | |
| PromptIRVenue=NeurIPS 20232026.05 | 22.68 | 83.2 | |
| Pool-AIOVenue=TIP’25, Category=All-in-One2026.03 | 22.66 | 84.1 | |
| GridformerVenue=IJCV’24, Category=All-in-One2026.03 | 22.59 | 83.1 | |
| GridformerParams (M)=34.072026.05 | 22.59 | 83.1 | |
| GridFormerVenue=IJCV 20242026.05 | 22.59 | 83.1 | |
| MambaIRVenue=ECCV’24, Category=General2026.03 | 22.49 | 83.2 | |
| MambaIRParams (M)=26.782026.05 | 22.49 | 83.2 | |
| DRNetParams (M)=7.39, prompt=Enabled2026.05 | 22.3 | 84.6 | |
| FSNetVenue=TPAMI’23, Category=General2026.03 | 22.29 | 82.9 | |
| FSNetParams (M)=13.282026.05 | 22.29 | 82.9 | |
| VLU-NetVenue=CVPR 20252026.05 | 22.29 | 83.3 | |
| DRNetParams (M)=7.39, prompt=Disabled2026.05 | 21.99 | 84.1 | |
| DGUNetParams (M)=17.332026.05 | 21.87 | 82.3 | |
| MIRNetV2Params (M)=5.862026.05 | 21.52 | 81.5 | |
| IDRVenue=CVPR’23, Category=All-in-One2026.03 | 21.34 | 82.6 | |
| IDRParams (M)=15.342026.05 | 21.34 | 82.6 | |
| IDRVenue=CVPR 20232026.05 | 21.34 | 89.3 | |
| T.weatherParams (M)=37.932026.05 | 21.21 | 79.2 | |
| NAFNetVenue=ECCV’22, Category=General2026.03 | 20.49 | 80.9 | |
| NAFNetParams (M)=17.112026.05 | 20.49 | 80.9 | |
| RestormerVenue=CVPR’22, Category=General2026.03 | 20.41 | 80.6 | |
| RestormerParams (M)=26.132026.05 | 20.41 | 80.6 | |
| DLParams (M)=2.092026.05 | 19.83 | 71.2 | |
| TAPEParams (M)=1.072026.05 | 18.97 | 62.1 | |
| MIRNetYear=2020, Type=Supervised DL2026.05 | 18.89 | 78.56 | |
| AirNetVenue=CVPR’22, Category=All-in-One2026.03 | 18.18 | 73.5 | |
| AirNetParams (M)=8.932026.05 | 18.18 | 73.5 | |
| AirNetVenue=CVPR 20222026.05 | 18.18 | 73.5 | |
| KinDYear=2019, Type=Supervised DL2026.05 | 17.65 | 76.23 | |
| EnlightenGANYear=2021, Type=Unsupervised GAN2026.05 | 17.48 | 65.12 | |
| BFOREYear=2026, Type=Optimization-based2026.05 | 17.22 | 54.17 | |
| RetinexNetYear=2018, Type=Supervised DL2026.05 | 16.77 | 42.52 | |
| Zero-DCEYear=2020, Type=Zero-reference DL2026.05 | 14.86 | 56.21 |