Image Denoising on BSD68 grayscale (test)
37.95PSNRGroupSC
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GroupSCTrainable Params=68k, Noise Level (σ)=5, Training Set=BSD4002019.12 | 37.95 | — | — | — | |
| NLRNTrainable Params=330k, Noise Level (σ)=5, Training Set=BSD4002019.12 | 37.92 | — | — | — | |
| CSCnetTrainable Params=62k, Noise Level (σ)=5, Training Set=Waterloo+BSD4002019.12 | 37.84 | — | — | — | |
| SCTrainable Params=68k, Noise Level (σ)=5, Training Set=BSD4002019.12 | 37.84 | — | — | — | |
| BM3D PCATrainable Params=0, Noise Level (σ)=5, Training Set=BSD4002019.12 | 37.77 | — | — | — | |
| LSSCTrainable Params=0, Noise Level (σ)=5, Training Set=BSD4002019.12 | 37.7 | — | — | — | |
| CSCnetTrainable Params=62k, Noise Level (σ)=5, Training Set=BSD4002019.12 | 37.69 | — | — | — | |
| DnCNNTrainable Params=556k, Noise Level (σ)=5, Training Set=BSD4002019.12 | 37.68 | — | — | — | |
| BM3DTrainable Params=0, Noise Level (σ)=5, Training Set=BSD4002019.12 | 37.57 | — | — | — | |
| NLRNTrainable Params=330k, Noise Level (σ)=15, Training Set=BSD4002019.12 | 31.88 | — | — | — | |
| RIDNetNoise Level (sigma)=152019.04 | 31.81 | — | — | — | |
| DnCNNNoise Level (sigma)=152019.04 | 31.73 | — | — | — | |
| DnCNNTrainable Params=556k, Noise Level (σ)=15, Training Set=BSD4002019.12 | 31.73 | — | — | — | |
| GroupSCTrainable Params=68k, Noise Level (σ)=15, Training Set=BSD4002019.12 | 31.71 | — | — | — | |
| IrCNNNoise Level (sigma)=152019.04 | 31.63 | — | — | — | |
| FFDNetNoise Level (sigma)=152019.04 | 31.63 | — | — | — | |
| FFDNetTrainable Params=486k, Noise Level (σ)=15, Training Set=BSD4002019.12 | 31.63 | — | — | — | |
| CSCnetTrainable Params=62k, Noise Level (σ)=15, Training Set=Waterloo+BSD4002019.12 | 31.57 | — | — | — | |
| LKSVDTrainable Params=45K, Noise Level (σ)=15, Training Set=BSD4002019.12 | 31.54 | — | — | — | |
| NLNetNoise Level (sigma)=152019.04 | 31.52 | — | — | — | |
| NLNetNoise Level (σ)=15, Training Set=BSD4002019.12 | 31.52 | — | — | — | |
| SCTrainable Params=68k, Noise Level (σ)=15, Training Set=BSD4002019.12 | 31.46 | — | — | — | |
| DenoiseNetNoise Level (sigma)=152019.04 | 31.44 | — | — | — | |
| TNRDNoise Level (sigma)=152019.04 | 31.42 | — | — | — | |
| TNRDNoise Level (σ)=15, Training Set=BSD4002019.12 | 31.42 | — | — | — | |
| CSCnetTrainable Params=62k, Noise Level (σ)=15, Training Set=BSD4002019.12 | 31.4 | — | — | — | |
| BM3D PCATrainable Params=0, Noise Level (σ)=15, Training Set=BSD4002019.12 | 31.38 | — | — | — | |
| WNNMNoise Level (sigma)=152019.04 | 31.32 | — | — | — | |
| LSSCTrainable Params=0, Noise Level (σ)=15, Training Set=BSD4002019.12 | 31.28 | — | — | — | |
| EPLLNoise Level (sigma)=152019.04 | 31.19 | — | — | — | |
| BM3DNoise Level (sigma)=152019.04 | 31.08 | — | — | — | |
| BM3DTrainable Params=0, Noise Level (σ)=15, Training Set=BSD4002019.12 | 31.07 | — | — | — | |
| NLRNTrainable Params=330k, Noise Level (σ)=25, Training Set=BSD4002019.12 | 29.41 | — | — | — | |
| RIDNetNoise Level (sigma)=252019.04 | 29.34 | — | — | — | |
| N3Trainable Params=706k, Noise Level (σ)=25, Training Set=BSD4002019.12 | 29.3 | — | — | — | |
| DnCNNNoise Level (sigma)=252019.04 | 29.23 | — | — | — | |
| FFDNetNoise Level (sigma)=252019.04 | 29.23 | — | — | — | |
| DnCNNTrainable Params=556k, Noise Level (σ)=25, Training Set=BSD4002019.12 | 29.22 | — | — | — | |
| GroupSCTrainable Params=68k, Noise Level (σ)=25, Training Set=BSD4002019.12 | 29.2 | — | — | — | |
| FFDNetTrainable Params=486k, Noise Level (σ)=25, Training Set=BSD4002019.12 | 29.19 | — | — | — | |
| IrCNNNoise Level (sigma)=252019.04 | 29.15 | — | — | — | |
| CSCnetTrainable Params=62k, Noise Level (σ)=25, Training Set=Waterloo+BSD4002019.12 | 29.11 | — | — | — | |
| LKSVDTrainable Params=45K, Noise Level (σ)=25, Training Set=BSD4002019.12 | 29.07 | — | — | — | |
| DenoiseNetNoise Level (sigma)=252019.04 | 29.04 | — | — | — | |
| NLNetNoise Level (sigma)=252019.04 | 29.03 | — | — | — | |
| NLNetNoise Level (σ)=25, Training Set=BSD4002019.12 | 29.03 | — | — | — | |
| CSCnetTrainable Params=62k, Noise Level (σ)=25, Training Set=BSD4002019.12 | 28.93 | — | — | — | |
| TNRDNoise Level (sigma)=252019.04 | 28.92 | — | — | — | |
| TNRDNoise Level (σ)=25, Training Set=BSD4002019.12 | 28.92 | — | — | — | |
| SCTrainable Params=68k, Noise Level (σ)=25, Training Set=BSD4002019.12 | 28.9 | — | — | — | |
| WNNMNoise Level (sigma)=252019.04 | 28.83 | — | — | — | |
| BM3D PCATrainable Params=0, Noise Level (σ)=25, Training Set=BSD4002019.12 | 28.82 | — | — | — | |
| LSSCTrainable Params=0, Noise Level (σ)=25, Training Set=BSD4002019.12 | 28.71 | — | — | — | |
| EPLLNoise Level (sigma)=252019.04 | 28.68 | — | — | — | |
| RNANsigma=302020.01 | 28.61 | — | — | — | |
| SADNetsigma=302020.01 | 28.61 | — | — | — | |
| BM3DNoise Level (sigma)=252019.04 | 28.57 | — | — | — | |
| BM3DTrainable Params=0, Noise Level (σ)=25, Training Set=BSD4002019.12 | 28.57 | — | — | — | |
| RIDNetsigma=302020.01 | 28.54 | — | — | — | |
| MemNetsigma=302020.01 | 28.43 | — | — | — | |
| FFDNetsigma=302020.01 | 28.39 | — | — | — | |
| DnCNNsigma=302020.01 | 28.36 | — | — | — | |
| BM3Dsigma=302020.01 | 27.76 | — | — | — | |
| SADNetsigma=502020.01 | 26.51 | — | — | — | |
| RNANsigma=502020.01 | 26.48 | — | — | — | |
| NLRNTrainable Params=330k, Noise Level (σ)=50, Training Set=BSD4002019.12 | 26.47 | — | — | — | |
| RIDNetNoise Level (sigma)=502019.04 | 26.4 | — | — | — | |
| RIDNetsigma=502020.01 | 26.4 | — | — | — | |
| N3Trainable Params=706k, Noise Level (σ)=50, Training Set=BSD4002019.12 | 26.39 | — | — | — | |
| MemNetsigma=502020.01 | 26.35 | — | — | — | |
| FFDNetNoise Level (sigma)=502019.04 | 26.29 | — | — | — | |
| FFDNetsigma=502020.01 | 26.29 | — | — | — | |
| FFDNetTrainable Params=486k, Noise Level (σ)=50, Training Set=BSD4002019.12 | 26.29 | — | — | — | |
| CSCnetTrainable Params=62k, Noise Level (σ)=50, Training Set=Waterloo+BSD4002019.12 | 26.24 | — | — | — | |
| DnCNNNoise Level (sigma)=502019.04 | 26.23 | — | — | — | |
| DnCNNsigma=502020.01 | 26.23 | — | — | — | |
| DnCNNTrainable Params=556k, Noise Level (σ)=50, Training Set=BSD4002019.12 | 26.23 | — | — | — | |
| IrCNNNoise Level (sigma)=502019.04 | 26.19 | — | — | — | |
| GroupSCTrainable Params=68k, Noise Level (σ)=50, Training Set=BSD4002019.12 | 26.17 | — | — | — | |
| LKSVDTrainable Params=45K, Noise Level (σ)=50, Training Set=BSD4002019.12 | 26.13 | — | — | — | |
| NLNetNoise Level (sigma)=502019.04 | 26.07 | — | — | — | |
| NLNetNoise Level (σ)=50, Training Set=BSD4002019.12 | 26.07 | — | — | — | |
| DenoiseNetNoise Level (sigma)=502019.04 | 26.06 | — | — | — | |
| CSCnetTrainable Params=62k, Noise Level (σ)=50, Training Set=BSD4002019.12 | 26.04 | — | — | — | |
| TNRDNoise Level (sigma)=502019.04 | 26.01 | — | — | — | |
| TNRDNoise Level (σ)=50, Training Set=BSD4002019.12 | 25.97 | — | — | — | |
| SCTrainable Params=68k, Noise Level (σ)=50, Training Set=BSD4002019.12 | 25.84 | — | — | — | |
| WNNMNoise Level (sigma)=502019.04 | 25.83 | — | — | — | |
| BM3D PCATrainable Params=0, Noise Level (σ)=50, Training Set=BSD4002019.12 | 25.8 | — | — | — | |
| LSSCTrainable Params=0, Noise Level (σ)=50, Training Set=BSD4002019.12 | 25.72 | — | — | — | |
| EPLLNoise Level (sigma)=502019.04 | 25.67 | — | — | — | |
| BM3DNoise Level (sigma)=502019.04 | 25.62 | — | — | — | |
| BM3Dsigma=502020.01 | 25.62 | — | — | — | |
| BM3DTrainable Params=0, Noise Level (σ)=50, Training Set=BSD4002019.12 | 25.62 | — | — | — | |
| SADNetsigma=702020.01 | 25.24 | — | — | — | |
| RNANsigma=702020.01 | 25.18 | — | — | — | |
| RIDNetsigma=702020.01 | 25.12 | — | — | — | |
| MemNetsigma=702020.01 | 25.09 | — | — | — | |
| FFDNetsigma=702020.01 | 25.04 | — | — | — | |
| DnCNNsigma=702020.01 | 24.9 | — | — | — |