Denoising on LSUN Bed + Cat Average (val)
34.7PSNRCARD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CARDCategory=Ours, Noise Level sigma_0=0.12025.12 | 34.7 | 0.06 | |
| DDRMCategory=Prior-Based (i.i.d.), Noise Level sigma_0=0.12025.12 | 31.9 | 0.12 | |
| BM3DCategory=Prior-Based (i.i.d.), Noise Level sigma_0=0.12025.12 | 30.1 | 0.14 | |
| CARDCategory=Ours, Noise Level sigma_0=0.52025.12 | 29.6 | 0.14 | |
| DDNMCategory=Prior-Based (i.i.d.), Noise Level sigma_0=0.12025.12 | 28.4 | 0.25 | |
| CARDCategory=Ours, Noise Level sigma_0=0.92025.12 | 27.2 | 0.19 | |
| PCSTCategory=Learning-Based (i.i.d.), Noise Level sigma_0=0.12025.12 | 26.2 | 0.34 | |
| BM3DCategory=Prior-Based (i.i.d.), Noise Level sigma_0=0.52025.12 | 26.1 | 0.32 | |
| DDRMCategory=Prior-Based (i.i.d.), Noise Level sigma_0=0.52025.12 | 26 | 0.27 | |
| Noise2InfoCategory=Learning-Based (i.i.d.), Noise Level sigma_0=0.12025.12 | 25.9 | 0.23 | |
| APRRD-NBSNCategory=Learning-Based (correlated), Noise Level sigma_0=0.12025.12 | 25.6 | 0.31 | |
| Noise2InfoCategory=Learning-Based (i.i.d.), Noise Level sigma_0=0.52025.12 | 25.4 | 0.24 | |
| APRRD-BSNCategory=Learning-Based (correlated), Noise Level sigma_0=0.12025.12 | 24.3 | 0.26 | |
| DDRMCategory=Prior-Based (i.i.d.), Noise Level sigma_0=0.92025.12 | 24 | 0.32 | |
| Noise2InfoCategory=Learning-Based (i.i.d.), Noise Level sigma_0=0.92025.12 | 23.9 | 0.29 | |
| DnCNNCategory=Learning-Based (i.i.d.), Noise Level sigma_0=0.12025.12 | 23.6 | 0.2 | |
| APRRD-NBSNCategory=Learning-Based (correlated), Noise Level sigma_0=0.52025.12 | 23.1 | 0.45 | |
| APRRD-BSNCategory=Learning-Based (correlated), Noise Level sigma_0=0.52025.12 | 22.6 | 0.37 | |
| BM3DCategory=Prior-Based (i.i.d.), Noise Level sigma_0=0.92025.12 | 22.4 | 0.5 | |
| DnCNNCategory=Learning-Based (i.i.d.), Noise Level sigma_0=0.52025.12 | 21.2 | 0.45 | |
| APRRD-NBSNCategory=Learning-Based (correlated), Noise Level sigma_0=0.92025.12 | 21.2 | 0.55 | |
| APRRD-BSNCategory=Learning-Based (correlated), Noise Level sigma_0=0.92025.12 | 20.8 | 0.5 | |
| PCSTCategory=Learning-Based (i.i.d.), Noise Level sigma_0=0.52025.12 | 20.2 | 0.63 | |
| DnCNNCategory=Learning-Based (i.i.d.), Noise Level sigma_0=0.92025.12 | 18.6 | 0.67 | |
| PCSTCategory=Learning-Based (i.i.d.), Noise Level sigma_0=0.92025.12 | 16.9 | 0.79 | |
| DDNMCategory=Prior-Based (i.i.d.), Noise Level sigma_0=0.52025.12 | 16.4 | 0.56 | |
| DDNMCategory=Prior-Based (i.i.d.), Noise Level sigma_0=0.92025.12 | 12.3 | 0.67 | |
| RestormerCategory=Learning-Based (i.i.d.), Noise Level sigma_0=0.12025.12 | 10.3 | 0.78 | |
| RestormerCategory=Learning-Based (i.i.d.), Noise Level sigma_0=0.52025.12 | 10.2 | 0.97 | |
| RestormerCategory=Learning-Based (i.i.d.), Noise Level sigma_0=0.92025.12 | 10.1 | 1.15 |