Image Denoising on Set12 Noise Level 15
32.87PSNR (dB)DnCNN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DnCNN#Param.=0.56M, GFLOPS=25.89, Resolution=224x224x12019.08 | 32.87 | 95.44 | |
| M2O DINsNL=true, C=true, Δ=+3.45M, GFLOPS=23.88, Resolution=224x224x12019.08 | 32.84 | 95.46 | |
| Modelwise O2O DINsNL=false, C=false, Δ=+16, GFLOPS=18.14, Resolution=224x224x12019.08 | 32.83 | 95.45 | |
| Shared Stagewise O2O DINsNL=true, C=false, Δ=+168, GFLOPS=18.14, Resolution=224x224x12019.08 | 32.83 | 95.45 | |
| Unshared Stagewise O2O DINsNL=true, C=true, Δ=+68.1K, GFLOPS=18.32, Resolution=224x224x12019.08 | 32.83 | 95.44 | |
| Shared Stagewise O2O DINsNL=true, C=true, Δ=+456, GFLOPS=18.14, Resolution=224x224x12019.08 | 32.82 | 95.43 | |
| M2O DINsNL=true, C=true, Δ=+1.38M, GFLOPS=20.44, Resolution=224x224x12019.08 | 32.82 | 95.44 | |
| M2O DINsNL=true, C=true, Δ=+11.7M, GFLOPS=37.67, Resolution=224x224x12019.08 | 32.82 | 95.45 | |
| Shared Stagewise O2O DINsNL=false, C=false, Δ=+48, GFLOPS=18.14, Resolution=224x224x12019.08 | 32.8 | 95.42 | |
| Unshared Stagewise O2O DINsNL=false, C=false, Δ=+7.17K, GFLOPS=18.16, Resolution=224x224x12019.08 | 32.8 | 95.44 | |
| HINsNL=true, C=true, Δ=+2.76M, GFLOPS=22.75, Resolution=224x224x12019.08 | 32.79 | 95.41 | |
| HINsNL=true, C=false, Δ=+0.69M, GFLOPS=19.3, Resolution=224x224x12019.08 | 32.77 | 95.37 | |
| Unshared Stagewise O2O DINsNL=true, C=false, Δ=+25.1K, GFLOPS=18.19, Resolution=224x224x12019.08 | 32.77 | 95.41 | |
| HINsNL=false, C=false, Δ=+7.17K, GFLOPS=18.16, Resolution=224x224x12019.08 | 32.71 | 95.36 | |
| Modelwise O2O DINsNL=true, C=true, Δ=+152, GFLOPS=18.14, Resolution=224x224x12019.08 | 32.23 | 94.32 | |
| Modelwise O2O DINsNL=true, C=false, Δ=+56, GFLOPS=18.14, Resolution=224x224x12019.08 | 31.92 | 93.86 | |
| DnCNN-SegNet#Param.=7.09M, GFLOPS=18.14, Resolution=224x224x12019.08 | 31.91 | 93.95 | |
| DnCNN-max-carafe#Param.=7.29M, GFLOPS=19.11, Resolution=224x224x12019.08 | 24.64 | 69.97 | |
| DnCNN-avg-carafe#Param.=7.29M, GFLOPS=19.11, Resolution=224x224x12019.08 | 24.64 | 69.97 | |
| DnCNN-conv-carafe#Param.=7.29M, GFLOPS=15.23, Resolution=224x224x12019.08 | 24.64 | 69.97 |