Gaussian Image Denoising on CBSD68
34.55PSNRPS-Mamba
Evaluation Results
| Method | Links | |
|---|---|---|
| PS-Mambasigma=152026.03 | 34.55 | |
| MambaIRsigma=152026.03 | 34.48 | |
| MambaIRv2sigma=152026.03 | 34.48 | |
| MambaIRv2Venue=CVPR’25, Sigma (σ)=152026.03 | 34.44 | |
| TCD-NetSigma (σ)=252026.03 | 34.43 | |
| Xformersigma=152026.03 | 34.43 | |
| EAMambaIRsigma=152026.03 | 34.43 | |
| SwinIRVenue=ICCV’21, Sigma (σ)=152026.03 | 34.42 | |
| HATVenue=CVPR’23, Sigma (σ)=152026.03 | 34.42 | |
| SwinIRsigma=152026.03 | 34.42 | |
| SCUNetVenue=AAAI’22, Sigma (σ)=152026.03 | 34.4 | |
| Restormersigma=152026.03 | 34.4 | |
| RestormerVenue=CVPR’22, Sigma (σ)=152026.03 | 34.39 | |
| MambaIRVenue=ECCV’24, Sigma (σ)=152026.03 | 34.31 | |
| DRUNetVenue=TPAMI’21, Sigma (σ)=152026.03 | 34.3 | |
| DRUNetsigma=152026.03 | 34.3 | |
| DnCNNVenue=TIP’17, Sigma (σ)=152026.03 | 33.9 | |
| DnCNNsigma=152026.03 | 33.9 | |
| TCD-NetSigma (σ)=252026.03 | 31.8 | |
| SCUNetVenue=AAAI’22, Sigma (σ)=252026.03 | 31.79 | |
| HATVenue=CVPR’23, Sigma (σ)=252026.03 | 31.79 | |
| SwinIRVenue=ICCV’21, Sigma (σ)=252026.03 | 31.78 | |
| RestormerVenue=CVPR’22, Sigma (σ)=252026.03 | 31.78 | |
| MambaIRv2Venue=CVPR’25, Sigma (σ)=252026.03 | 31.78 | |
| DRUNetVenue=TPAMI’21, Sigma (σ)=252026.03 | 31.69 | |
| MambaIRVenue=ECCV’24, Sigma (σ)=252026.03 | 31.66 | |
| DnCNNVenue=TIP’17, Sigma (σ)=252026.03 | 31.24 | |
| Noise2NoiseNoise Level (sigma)=25, Parameter Knowledge=Known2021.06 | 31.1 | |
| Supervised LearningNoise Level (sigma)=25, Parameter Knowledge=Known2021.06 | 31.1 | |
| Noise2NoiseNoise Level (sigma)=25, Parameter Knowledge=Unknown2021.06 | 30.91 | |
| Supervised LearningNoise Level (sigma)=25, Parameter Knowledge=Unknown2021.06 | 30.91 | |
| Noise2ScoreNoise Level (sigma)=25, Parameter Knowledge=Known2021.06 | 30.85 | |
| Noise2ScoreNoise Level (sigma)=25, Parameter Knowledge=Unknown2021.06 | 30.78 | |
| BM3DNoise Level (sigma)=25, Parameter Knowledge=Known2021.06 | 30.56 | |
| SURENoise Level (sigma)=25, Parameter Knowledge=Known2021.06 | 30.23 | |
| Noise2SelfNoise Level (sigma)=25, Parameter Knowledge=Known2021.06 | 30.05 | |
| Noise2VoidNoise Level (sigma)=25, Parameter Knowledge=Known2021.06 | 29.22 | |
| MambaIRv2Venue=CVPR’25, Sigma (σ)=502026.03 | 28.66 | |
| TCD-NetSigma (σ)=502026.03 | 28.64 | |
| SCUNetVenue=AAAI’22, Sigma (σ)=502026.03 | 28.61 | |
| RestormerVenue=CVPR’22, Sigma (σ)=502026.03 | 28.59 | |
| HATVenue=CVPR’23, Sigma (σ)=502026.03 | 28.58 | |
| SwinIRVenue=ICCV’21, Sigma (σ)=502026.03 | 28.56 | |
| DRUNetVenue=TPAMI’21, Sigma (σ)=502026.03 | 28.51 | |
| MambaIRVenue=ECCV’24, Sigma (σ)=502026.03 | 28.47 | |
| NAFNetVenue=ECCV’22, Sigma (σ)=502026.03 | 28.39 | |
| Supervised LearningNoise Level (sigma)=50, Parameter Knowledge=Known2021.06 | 27.95 | |
| DnCNNVenue=TIP’17, Sigma (σ)=502026.03 | 27.95 | |
| Noise2NoiseNoise Level (sigma)=50, Parameter Knowledge=Known2021.06 | 27.94 | |
| Noise2ScoreNoise Level (sigma)=50, Parameter Knowledge=Known2021.06 | 27.75 | |
| Supervised LearningNoise Level (sigma)=50, Parameter Knowledge=Unknown2021.06 | 27.68 | |
| Noise2NoiseNoise Level (sigma)=50, Parameter Knowledge=Unknown2021.06 | 27.66 | |
| BM3DNoise Level (sigma)=50, Parameter Knowledge=Known2021.06 | 27.38 | |
| Noise2ScoreNoise Level (sigma)=50, Parameter Knowledge=Unknown2021.06 | 27.32 | |
| Noise2SelfNoise Level (sigma)=50, Parameter Knowledge=Known2021.06 | 27.05 | |
| SURENoise Level (sigma)=50, Parameter Knowledge=Known2021.06 | 26.24 | |
| Noise2VoidNoise Level (sigma)=50, Parameter Knowledge=Known2021.06 | 25.13 |