Image Denoising on BSD68 Noise Level 25
29.22PSNR (dB)DnCNN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DnCNN#Param.=0.56M, GFLOPS=25.89, Resolution=224x224x12019.08 | 29.22 | 90.15 | |
| Shared Stagewise O2O DINsNL=true, C=true, Δ=+456, GFLOPS=18.14, Resolution=224x224x12019.08 | 29.07 | 90.04 | |
| M2O DINsNL=true, C=true, Δ=+3.45M, GFLOPS=23.88, Resolution=224x224x12019.08 | 29.07 | 90.02 | |
| Modelwise O2O DINsNL=false, C=false, Δ=+16, GFLOPS=18.14, Resolution=224x224x12019.08 | 29.06 | 90.02 | |
| Unshared Stagewise O2O DINsNL=true, C=false, Δ=+25.1K, GFLOPS=18.19, Resolution=224x224x12019.08 | 29.06 | 90.02 | |
| M2O DINsNL=true, C=true, Δ=+11.7M, GFLOPS=37.67, Resolution=224x224x12019.08 | 29.06 | 89.96 | |
| HINsNL=true, C=true, Δ=+2.76M, GFLOPS=22.75, Resolution=224x224x12019.08 | 29.05 | 90.04 | |
| Shared Stagewise O2O DINsNL=false, C=false, Δ=+48, GFLOPS=18.14, Resolution=224x224x12019.08 | 29.05 | 90.02 | |
| M2O DINsNL=true, C=true, Δ=+1.38M, GFLOPS=20.44, Resolution=224x224x12019.08 | 29.03 | 90.05 | |
| HINsNL=false, C=false, Δ=+7.17K, GFLOPS=18.16, Resolution=224x224x12019.08 | 29.02 | 89.97 | |
| HINsNL=true, C=false, Δ=+0.69M, GFLOPS=19.3, Resolution=224x224x12019.08 | 29.01 | 89.99 | |
| Shared Stagewise O2O DINsNL=true, C=false, Δ=+168, GFLOPS=18.14, Resolution=224x224x12019.08 | 28.97 | 90 | |
| DnCNN-SegNet#Param.=7.09M, GFLOPS=18.14, Resolution=224x224x12019.08 | 28.27 | 87.52 | |
| Unshared Stagewise O2O DINsNL=false, C=false, Δ=+7.17K, GFLOPS=18.16, Resolution=224x224x12019.08 | 28.25 | 89.44 | |
| R3LTraining noise level (σ)=352021.07 | 28 | — | |
| Modelwise O2O DINsNL=true, C=true, Δ=+152, GFLOPS=18.14, Resolution=224x224x12019.08 | 27.7 | 86.17 | |
| Unshared Stagewise O2O DINsNL=true, C=true, Δ=+68.1K, GFLOPS=18.32, Resolution=224x224x12019.08 | 27.68 | 87.4 | |
| DnCNNTraining noise level (σ)=352021.07 | 27.68 | — | |
| R3NTraining noise level (σ)=352021.07 | 27.61 | — | |
| BM3DTraining noise level (σ)=352021.07 | 27.54 | — | |
| Modelwise O2O DINsNL=true, C=false, Δ=+56, GFLOPS=18.14, Resolution=224x224x12019.08 | 27.39 | 83.91 | |
| WNNMTraining noise level (σ)=352021.07 | 26.8 | — | |
| DnCNN-avg-carafe#Param.=7.29M, GFLOPS=19.11, Resolution=224x224x12019.08 | 21.43 | 56.73 | |
| DnCNN-conv-carafe#Param.=7.29M, GFLOPS=15.23, Resolution=224x224x12019.08 | 21.43 | 56.72 | |
| DnCNN-max-carafe#Param.=7.29M, GFLOPS=19.11, Resolution=224x224x12019.08 | 21.41 | 56.7 |