Image Denoising on BSD68 sigma=25 (test)
31.84PSNRART
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ART2024.06 | 31.84 | — | — | — | |
| IPT-V22024.06 | 31.84 | — | — | — | |
| GRL-B2024.06 | 31.82 | — | — | — | |
| Restormer2024.06 | 31.79 | — | — | — | |
| Instruct-IPT2024.06 | 31.79 | — | — | — | |
| SwinIR2024.06 | 31.78 | — | — | — | |
| PromptIRParams.=36M2024.07 | 31.71 | 0.897 | — | — | |
| IDRSetting=Paired2024.11 | 31.65 | 0.889 | 0.103 | 63.79 | |
| RAMParams.=6M2024.07 | 31.63 | 0.896 | — | — | |
| IDRParams.=15M, Blind restoration=true2024.08 | 31.6 | 0.887 | — | — | |
| InstructIR-3DParams.=16M, Assistance=vision language, multi-task learning, natural language prompts, and multi-modal control2024.07 | 31.52 | 0.89 | — | — | |
| RestormerParams.=26M, Blind restoration=true2024.08 | 31.49 | 0.884 | — | — | |
| Res-HAIRParams.=29M, Blind restoration=true2024.08 | 31.49 | 0.891 | — | — | |
| AirNetParams.=9M2024.07 | 31.48 | 0.893 | — | — | |
| BRDNetParams.=-2024.07 | 31.43 | 0.885 | — | — | |
| Art PromptIRParams.=36M, Assistance=vision language, multi-task learning, natural language prompts, and multi-modal control2024.07 | 31.42 | 0.891 | — | — | |
| UniProcessorAssistance=vision language, multi-task learning, natural language prompts, and multi-modal control2024.07 | 31.42 | 0.891 | — | — | |
| InstructIRParams.=16M, Blind restoration=false2024.08 | 31.39 | 0.888 | — | — | |
| DA-RCOTSetting=Paired2024.11 | 31.33 | 0.89 | 0.073 | 39.01 | |
| PromptIRParams.=36M2024.07 | 31.31 | 0.888 | — | — | |
| RAMParams.=6M2024.07 | 31.3 | 0.889 | — | — | |
| PromptIRSetting=Paired2024.11 | 31.29 | 0.888 | 0.09 | 53.69 | |
| AirNetSetting=Paired2024.11 | 31.26 | 0.888 | 0.11 | 72.74 | |
| AirNetParams.=9M2024.07 | 31.26 | 0.888 | — | — | |
| PromptIRParams.=36M, Blind restoration=true2024.08 | 31.25 | 0.887 | — | — | |
| DnCNNParams.=-2024.07 | 31.23 | 0.883 | — | — | |
| FFDNetParams.=-2024.07 | 31.21 | 0.882 | — | — | |
| RCOTSetting=Paired2024.11 | 31.2 | 0.886 | 0.096 | 57.25 | |
| IRCNNParams.=-2024.07 | 31.18 | 0.882 | — | — | |
| DGUNetParams.=17M, Blind restoration=true2024.08 | 31.1 | 0.883 | — | — | |
| DA-CLIPSetting=Paired2024.11 | 31.06 | 0.865 | 0.082 | 48.64 | |
| NAFNetParams.=17M, Blind restoration=true2024.08 | 31.02 | 0.883 | — | — | |
| RestormerSetting=Paired2024.11 | 31 | 0.88 | 0.113 | 74.62 | |
| AirNetParams.=9M, Blind restoration=true2024.08 | 30.91 | 0.882 | — | — | |
| MPRNetSetting=Paired2024.11 | 30.89 | 0.88 | 0.127 | 79.53 | |
| MPRNetParams.=16M2024.07 | 30.89 | 0.88 | — | — | |
| CBM3DParams.=-2024.07 | 30.69 | 0.868 | — | — | |
| SwinIRParams.=1M, Blind restoration=true2024.08 | 30.59 | 0.868 | — | — | |
| IR-SDESetting=Paired2024.11 | 30.56 | 0.861 | 0.107 | 68.15 | |
| DLSetting=Paired2024.11 | 30.41 | 0.861 | 0.129 | 81.51 | |
| DLParams.=2M2024.07 | 30.41 | 0.861 | — | — | |
| TAPEParams.=1M, Blind restoration=true2024.08 | 30.18 | 0.855 | — | — | |
| DA-RCOTSetting=Unpaired2024.11 | 30.12 | 0.864 | 0.122 | 72.21 | |
| BRDNet2024.07 | 29.76 | 0.836 | — | — | |
| RCOTSetting=Unpaired2024.11 | 29.33 | 0.834 | 0.135 | 82.15 | |
| Big-CDLNet-SParameters=510k, GPU time=15 ms2021.03 | 29.26 | — | — | — | |
| DnCNNParameters=556k, GPU time=23 ms2021.03 | 29.22 | — | — | — | |
| FFDNetParameters=486k, GPU time=7 ms2021.03 | 29.19 | — | — | — | |
| CDLNet-SParameters=65k, GPU time=9 ms2021.03 | 29.11 | — | — | — | |
| TransweatherParams.=38M, Blind restoration=true2024.08 | 29 | 0.841 | — | — | |
| CSCNetParameters=64k, GPU time=143 ms2021.03 | 28.93 | — | — | — | |
| FDGAN2024.07 | 28.81 | 0.868 | — | — | |
| OTURSetting=Unpaired2024.11 | 28.66 | 0.82 | 0.153 | 92.54 | |
| BM3D2021.03 | 28.57 | — | — | — | |
| WGAN-GPSetting=Unpaired2024.11 | 28.12 | 0.801 | 0.158 | 97.22 | |
| CycleGANSetting=Unpaired2024.11 | 26.75 | 0.776 | 0.174 | 112.6 | |
| DA-CLIPParams.=125M, Assistance=vision language, multi-task learning, natural language prompts, and multi-modal control2024.07 | 24.86 | 0.585 | — | — | |
| LPNet2024.07 | 24.77 | 0.748 | — | — | |
| DLParams.=2M, Blind restoration=true2024.08 | 23.09 | 0.745 | — | — |