Image Denoising on BSD68 (σ=25)
31.64PSNRDVANet
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DVANetVenue=Ours2026.06 | 31.64 | — | — | — | |
| IDRParams.=15M, Is General Restorer=false2024.05 | 31.6 | 0.887 | — | — | |
| IDRsetting=paired2024.11 | 31.6 | 0.887 | 0.092 | 66.24 | |
| CogSENet2026.06 | 31.5 | 0.8931 | — | — | |
| RestormerParams.=26M, Is General Restorer=true2024.05 | 31.49 | 0.884 | — | — | |
| AirNet2026.06 | 31.48 | 0.8928 | — | — | |
| AdaIR2024.11 | 31.45 | 0.892 | — | — | |
| BRDNet2026.06 | 31.43 | 0.8847 | — | — | |
| Ours OHvariant=OH2024.11 | 31.38 | 0.89 | — | — | |
| Ours SWvariant=SW2024.11 | 31.38 | 0.89 | — | — | |
| MoCE-IRVenue=CVPR’252026.06 | 31.34 | — | — | — | |
| MPRNet2026.06 | 31.34 | 0.8892 | — | — | |
| PromptIRParameters=36M2024.05 | 31.31 | 0.888 | — | — | |
| PromptIR2024.11 | 31.31 | 0.888 | — | — | |
| DFPIRVenue=CVPR’252026.06 | 31.29 | — | — | — | |
| AirNetModel Type=All-in-one2024.01 | 31.26 | 0.8884 | — | — | |
| AirNetParameters=9M2024.05 | 31.26 | 0.888 | — | — | |
| DaAIRParameters=6M2024.05 | 31.26 | 0.884 | — | — | |
| AirNet2024.11 | 31.26 | 0.888 | — | — | |
| DA-RCOTsetting=paired2024.11 | 31.23 | 0.888 | 0.082 | 37.65 | |
| PromptIRsetting=paired2024.11 | 31.2 | 0.885 | 0.097 | 66.91 | |
| Restormer2024.11 | 31.2 | 0.888 | — | — | |
| DA-CLIPVenue=ICLR’242026.06 | 31.2 | — | — | — | |
| DCPTVenue=ICLR’252026.06 | 31.16 | — | — | — | |
| U-WADNModel Type=All-in-one2024.01 | 31.14 | 0.8864 | — | — | |
| DGUNetParams.=17M, Is General Restorer=true2024.05 | 31.1 | 0.883 | — | — | |
| DaAIRParams.=6M, Is General Restorer=false2024.05 | 31.07 | 0.878 | — | — | |
| RAMVenue=ECCV’242026.06 | 31.06 | — | — | — | |
| RCOTsetting=paired2024.11 | 31.05 | 0.882 | 0.099 | 62.12 | |
| NAFNetParams.=17M, Is General Restorer=true2024.05 | 31.02 | 0.883 | — | — | |
| NAFNetVenue=ECCV’222026.06 | 31.02 | — | — | — | |
| DA-CLIPsetting=paired2024.11 | 30.93 | 0.885 | 0.089 | 54.12 | |
| AirNetParams.=9M, Is General Restorer=false2024.05 | 30.91 | 0.882 | — | — | |
| AirNetsetting=paired2024.11 | 30.91 | 0.882 | 0.102 | 78.12 | |
| DA-RCOTVenue=TPAMI’252026.06 | 30.91 | — | — | — | |
| MPRNetModel Type=All-in-one2024.01 | 30.89 | 0.8797 | — | — | |
| MPRNetParameters=16M2024.05 | 30.89 | 0.88 | — | — | |
| IR-SDEsetting=paired2024.11 | 30.89 | 0.865 | 0.089 | 62.16 | |
| MPRNet2024.11 | 30.89 | 0.88 | — | — | |
| DiffUIRVenue=CVPR’242026.06 | 30.88 | — | — | — | |
| Restormersetting=paired2024.11 | 30.78 | 0.876 | 0.095 | 72.95 | |
| SwinIRParams.=1M, Is General Restorer=true2024.05 | 30.59 | 0.868 | — | — | |
| SwinIRVenue=ICCV’212026.06 | 30.59 | — | — | — | |
| IR-SDEVenue=ICML’232026.06 | 30.46 | — | — | — | |
| DLModel Type=All-in-one2024.01 | 30.41 | 0.8606 | — | — | |
| DLParameters=2M2024.05 | 30.41 | 0.861 | — | — | |
| DL2024.11 | 30.41 | 0.861 | — | — | |
| DL2026.06 | 30.38 | 0.8679 | — | — | |
| TAPEParams.=1M, Is General Restorer=false2024.05 | 30.18 | 0.855 | — | — | |
| MPRNetsetting=paired2024.11 | 30.18 | 0.846 | 0.112 | 83.47 | |
| BRDNetModel Type=All-in-one2024.01 | 29.76 | 0.8355 | — | — | |
| BRDNet2024.05 | 29.76 | 0.836 | — | — | |
| DSWN2026.05 | 29.614 | 0.855 | — | — | |
| FDGAN2026.06 | 29.57 | 0.877 | — | — | |
| SWINIRSource=Reported2026.05 | 29.5 | 0.84 | — | — | |
| DNCNNSource=Pretrained2026.05 | 29.273 | 0.842 | — | — | |
| TransweatherParams.=38M, Is General Restorer=false2024.05 | 29 | 0.841 | — | — | |
| FDGANModel Type=All-in-one2024.01 | 28.81 | 0.8682 | — | — | |
| FDGAN2024.05 | 28.81 | 0.868 | — | — | |
| DA-RCOTsetting=unpaired2024.11 | 28.73 | 0.815 | 0.14 | 83.2 | |
| RCOTsetting=unpaired2024.11 | 28.65 | 0.813 | 0.147 | 90.29 | |
| BM3DSource=Reported2026.05 | 28.57 | 0.801 | — | — | |
| DnCNN-liteBOPs=36 562.6 G, RF size=35 × 352026.06 | 28.24 | — | — | — | |
| OTURsetting=unpaired2024.11 | 28.01 | 0.804 | 0.165 | 108.4 | |
| LPNet2026.06 | 27.87 | 0.8674 | — | — | |
| LogicIR-S-4RTBOPs=169.3 G, RF size=47 × 472026.06 | 27.71 | — | — | — | |
| WGAN-GPsetting=unpaired2024.11 | 27.67 | 0.792 | 0.168 | 108.9 | |
| BBCU-liteBOPs=1 097.2 G, RF size=35 × 352026.06 | 27.62 | — | — | — | |
| M62026.05 | 27.414 | 0.797 | — | — | |
| LogicIR-SBOPs=41.4 G, RF size=47 × 472026.06 | 27.4 | — | — | — | |
| HKLUTBOPs=499.4 G, RF size=5 × 52026.06 | 27.34 | — | — | — | |
| CycleGANsetting=unpaired2024.11 | 26.58 | 0.788 | 0.165 | 107.5 | |
| LPNetModel Type=All-in-one2024.01 | 24.77 | 0.7477 | — | — | |
| LPNet2024.05 | 24.77 | 0.748 | — | — | |
| DLParams.=2M, Is General Restorer=false2024.05 | 23.09 | 0.745 | — | — | |
| DLsetting=paired2024.11 | 23.09 | 0.745 | 0.155 | 154.2 | |
| StackedCLGNBOPs=39.7 G, RF size=25 × 252026.06 | 17.19 | — | — | — |