Joint Low-light Enhancement and Deblurring on LOL-Blur
28.41PSNRFDN+
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FDN+Venue=Ours, Adversarial framework plugin=true2026.03 | 28.41 | 0.9201 | 0.0784 | 7.57 | |
| FDNVenue=TIP 25, Adversarial framework plugin=false2026.03 | 28.19 | 0.918 | 0.082 | 8.51 | |
| DVANetVenue=Ours2026.06 | 27.52 | 0.923 | — | — | |
| DSwinIRVenue=TPAMI’252026.06 | 27.33 | 0.909 | — | — | |
| DarkIRVenue=CVPR’252026.06 | 27.3 | 0.898 | — | — | |
| VIVNetVenue=TPAMI’262026.06 | 27.2 | 0.903 | — | — | |
| RestormerVenue=CVPR’222026.06 | 26.72 | 0.902 | — | — | |
| CIDNetTraining Protocol=Retrained on LOL-Blur dataset, FLOPs=7.572024.02 | 26.572 | 0.89 | 0.12 | — | |
| RetinexMamba+Venue=Ours, Adversarial framework plugin=true2026.03 | 26.56 | 0.8746 | 0.1081 | 11.92 | |
| Retinexformer+Venue=Ours, Adversarial framework plugin=true2026.03 | 26.49 | 0.8641 | 0.122 | 13.6 | |
| LEDNet+Venue=Ours, Adversarial framework plugin=true2026.03 | 26.4 | 0.8664 | 0.1282 | 13.95 | |
| CWNet+Venue=Ours, Adversarial framework plugin=true2026.03 | 26.07 | 0.8753 | 0.1252 | 14.13 | |
| RetinexformerVenue=ICCV’232026.06 | 26.02 | 0.887 | — | — | |
| Restormer+Venue=Ours, Adversarial framework plugin=true2026.03 | 25.83 | 0.8655 | 0.1214 | 13.81 | |
| LEDNetVenue=ECCV 22, Adversarial framework plugin=false2026.03 | 25.79 | 0.85 | 0.167 | 17.89 | |
| LEDNetEvaluation Protocol=Training on LOL-Blur, Runtime (s)=0.12, Params (M)=7.42022.02 | 25.74 | 0.85 | 0.224 | — | |
| LEDNetVenue=ECCV’222026.06 | 25.74 | 0.85 | — | — | |
| RetinexformerVenue=ICCV 23, Adversarial framework plugin=false2026.03 | 25.61 | 0.8274 | 0.2451 | 27.84 | |
| CWNetVenue=ICCV 25, Adversarial framework plugin=false2026.03 | 25.59 | 0.8542 | 0.1883 | 19.95 | |
| RetinexMambaVenue=ICNIP 24, Adversarial framework plugin=false2026.03 | 25.53 | 0.8263 | 0.2551 | 29.98 | |
| NAFNetVenue=ECCV’222026.06 | 25.36 | 0.882 | — | — | |
| LEDNetTraining Protocol=Retrained on LOL-Blur dataset, FLOPs=35.932024.02 | 25.271 | 0.859 | 0.141 | — | |
| RestormerVenue=CVPR 22, Adversarial framework plugin=false2026.03 | 25.21 | 0.8367 | 0.219 | 25.19 | |
| DMFourLLIE+Venue=Ours, Adversarial framework plugin=true2026.03 | 24.95 | 0.8683 | 0.1792 | 18.52 | |
| Wave-Mamba+Venue=Ours, Adversarial framework plugin=true2026.03 | 24.91 | 0.8288 | 0.1988 | 22.94 | |
| Wave-MambaVenue=MM 24, Adversarial framework plugin=false2026.03 | 24.73 | 0.824 | 0.2571 | 27.9 | |
| FourLLIE+Venue=Ours, Adversarial framework plugin=true2026.03 | 24.59 | 0.7862 | 0.184 | 19.56 | |
| MIMOTraining Protocol=Retrained on LOL-Blur dataset, FLOPs=62.362024.02 | 24.41 | 0.835 | 0.183 | — | |
| RetinexFormerTraining Protocol=Retrained on LOL-Blur dataset, FLOPs=15.852024.02 | 22.904 | 0.824 | 0.236 | — | |
| FourLLIEVenue=MM 23, Adversarial framework plugin=false2026.03 | 22.48 | 0.7289 | 0.2596 | 26.85 | |
| MIMOEvaluation Protocol=Training on LOL-Blur, Runtime (s)=0.16, Params (M)=6.82022.02 | 22.41 | 0.835 | 0.262 | — | |
| MIMOVenue=ICCV’212026.06 | 22.41 | 0.745 | — | — | |
| DeblurGAN-v2Evaluation Protocol=Training on LOL-Blur, Retrained on LOL-Blur=true, Runtime (s)=0.13, Params (M)=60.92022.02 | 22.3 | 0.745 | 0.356 | — | |
| DeblurGAN-v2Venue=ICCV’192026.06 | 22.3 | 0.745 | — | — | |
| DMPHNEvaluation Protocol=Training on LOL-Blur, Retrained on LOL-Blur=true, Runtime (s)=0.26, Params (M)=5.42022.02 | 22.2 | 0.817 | 0.301 | — | |
| DRBNEvaluation Protocol=Training on LOL-Blur, Retrained on LOL-Blur=true, Runtime (s)=0.11, Params (M)=0.62022.02 | 21.78 | 0.768 | 0.325 | — | |
| DRBNVenue=CVPR’202026.06 | 21.78 | 0.768 | — | — | |
| KinD++Evaluation Protocol=Training on LOL-Blur, Retrained on LOL-Blur=true, Runtime (s)=0.06, Params (M)=1.22022.02 | 21.26 | 0.753 | 0.359 | — | |
| DMFourLLIEVenue=MM 24, Adversarial framework plugin=false2026.03 | 21.2 | 0.8247 | 0.2386 | 24.71 | |
| DeblurGAN-v2 → Zero-DCEEvaluation Protocol=Deblurring → Enhancement, Training dataset=RealBlur2022.02 | 18.33 | 0.589 | 0.476 | — | |
| DeblurGAN-v2 -> ZeroDCETraining Protocol=DeblurGAN-v2 trained on RealBlur [50] dataset2024.02 | 18.33 | 0.589 | 0.384 | — | |
| RUAS → MIMOEvaluation Protocol=Enhancement → Deblurring2022.02 | 17.81 | 0.569 | 0.523 | — | |
| Zero-DCE → MIMOEvaluation Protocol=Enhancement → Deblurring2022.02 | 17.68 | 0.542 | 0.51 | — | |
| ZeroDCE -> MIMO2024.02 | 17.68 | 0.542 | 0.422 | — | |
| MIMO → Zero-DCEEvaluation Protocol=Deblurring → Enhancement2022.02 | 17.52 | 0.57 | 0.498 | — | |
| Chen → Zero-DCEEvaluation Protocol=Deblurring → Enhancement2022.02 | 17.02 | 0.502 | 0.516 | — |