Image Denoising on McMaster (test)
35.46PSNROurs
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Ourssigma=102024.01 | 35.46 | 93.7 | — | — | 51.6 | |
| Ours (faster)sigma=10, variant=accelerated2024.01 | 34.35 | 92.1 | — | — | 10.1 | |
| ZS-N2Nsigma=102024.01 | 34.19 | 90.8 | — | — | 16.8 | |
| DnCNNNoise Type=Gaussian, Noise Level=sigma=152024.03 | 34.03 | 91.4 | — | — | — | |
| CLIPDenoisingNoise Type=Gaussian, Noise Level=sigma=152024.03 | 33.86 | 91 | — | — | — | |
| IR-FlowNFE=1, sigma=252026.04 | 33.15 | 90.31 | 0.075 | — | — | |
| IR-FlowNFE=2, sigma=252026.04 | 33.11 | 90.33 | 0.062 | — | — | |
| IR-FlowNFE=3, sigma=252026.04 | 33.06 | 90.21 | 0.057 | — | — | |
| IR-FlowNFE=4, sigma=252026.04 | 32.93 | 90.01 | 0.049 | — | — | |
| DIPsigma=102024.01 | 32.48 | 87.8 | — | — | 451.9 | |
| DENOISING-ODEnoise level=25, total steps=222023.01 | 32.39 | 87.91 | 0.055 | 34.66 | — | |
| IR-SDENFE=22, sigma=252026.04 | 32.39 | 87.91 | 0.055 | — | — | |
| FFDNETnoise level=252023.01 | 32.36 | 88.61 | 0.103 | 63.84 | — | |
| FFDNetNFE=1, sigma=252026.04 | 32.36 | 88.61 | 0.103 | — | — | |
| Ourssigma=252024.01 | 31.9 | 87.9 | — | — | 51.6 | |
| CNN-BASELINEnoise level=252023.01 | 31.79 | 86.97 | 0.122 | 66.47 | — | |
| BaselineNFE=1, sigma=252026.04 | 31.79 | 86.97 | 0.122 | — | — | |
| DNCNNnoise level=252023.01 | 31.52 | 86.92 | 0.101 | 59.16 | — | |
| DnCNNNFE=1, sigma=252026.04 | 31.52 | 86.92 | 0.101 | — | — | |
| FasterDIPsigma=102024.01 | 31.48 | 84.2 | — | — | 149.2 | |
| DIPsigma=252024.01 | 31.07 | 85.6 | — | — | 451.9 | |
| Ours (faster)sigma=25, variant=accelerated2024.01 | 30.99 | 86.2 | — | — | 10.1 | |
| N2V*sigma=102024.01 | 30.98 | 87.7 | — | — | 153.9 | |
| IR-SDEnoise level=25, total steps=1002023.01 | 29.48 | 80.52 | 0.071 | 44.77 | — | |
| FasterDIPsigma=252024.01 | 29.47 | 79.4 | — | — | 149.2 | |
| ZS-N2Nsigma=252024.01 | 29.37 | 78.6 | — | — | 16.8 | |
| N2V*sigma=252024.01 | 29.11 | 83.3 | — | — | 153.9 | |
| DENOISING-SDEnoise level=25, total steps=222023.01 | 28.98 | 75.12 | 0.088 | 45.84 | — | |
| N2S*sigma=102024.01 | 28.61 | 83.9 | — | — | 147.9 | |
| Ourssigma=502024.01 | 28.37 | 77 | — | — | 51.6 | |
| Ours (faster)sigma=50, variant=accelerated2024.01 | 28.15 | 77.9 | — | — | 10.1 | |
| N2S*sigma=252024.01 | 27.59 | 77.6 | — | — | 147.9 | |
| CLIPDenoisingNoise Type=Gaussian, Noise Level=sigma=50, Backbone=CLIP RN502024.03 | 26.95 | 69.8 | — | — | — | |
| ZS-N2Nsigma=502024.01 | 25.82 | 63.4 | — | — | 16.8 | |
| DIPsigma=502024.01 | 25.72 | 63.9 | — | — | 451.9 | |
| N2S*sigma=502024.01 | 24.89 | 67.3 | — | — | 147.9 | |
| CLIPDenoisingNoise Type=Gaussian, Noise Level=sigma=50, Backbone=MoCo-v3 RN502024.03 | 24.85 | 62.5 | — | — | — | |
| FasterDIPsigma=502024.01 | 24.75 | 66.3 | — | — | 149.2 | |
| N2V*sigma=502024.01 | 24.65 | 67.6 | — | — | 153.9 | |
| DnCNNNoise Type=Gaussian, Noise Level=sigma=50, Training=Gaussian sigma=152024.03 | 20.18 | 31.2 | — | — | — |