Image Denoising on BSD68 Noise Level 15
31.74PSNR (dB)DnCNN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DnCNN#Param.=0.56M, GFLOPS=25.89, Resolution=224x224x12019.08 | 31.74 | 94.1 | |
| Unshared Stagewise O2O DINsNL=true, C=false, Δ=+25.1K, GFLOPS=18.19, Resolution=224x224x12019.08 | 31.25 | 93.68 | |
| M2O DINsNL=true, C=true, Δ=+3.45M, GFLOPS=23.88, Resolution=224x224x12019.08 | 31.23 | 93.68 | |
| M2O DINsNL=true, C=true, Δ=+11.7M, GFLOPS=37.67, Resolution=224x224x12019.08 | 31.23 | 93.65 | |
| Modelwise O2O DINsNL=false, C=false, Δ=+16, GFLOPS=18.14, Resolution=224x224x12019.08 | 31.22 | 93.66 | |
| Shared Stagewise O2O DINsNL=true, C=true, Δ=+456, GFLOPS=18.14, Resolution=224x224x12019.08 | 31.22 | 93.66 | |
| M2O DINsNL=true, C=true, Δ=+1.38M, GFLOPS=20.44, Resolution=224x224x12019.08 | 31.22 | 93.65 | |
| Unshared Stagewise O2O DINsNL=true, C=true, Δ=+68.1K, GFLOPS=18.32, Resolution=224x224x12019.08 | 31.21 | 93.64 | |
| HINsNL=true, C=true, Δ=+2.76M, GFLOPS=22.75, Resolution=224x224x12019.08 | 31.2 | 93.65 | |
| Shared Stagewise O2O DINsNL=true, C=false, Δ=+168, GFLOPS=18.14, Resolution=224x224x12019.08 | 31.2 | 93.65 | |
| Unshared Stagewise O2O DINsNL=false, C=false, Δ=+7.17K, GFLOPS=18.16, Resolution=224x224x12019.08 | 31.17 | 93.66 | |
| HINsNL=true, C=false, Δ=+0.69M, GFLOPS=19.3, Resolution=224x224x12019.08 | 31.15 | 93.56 | |
| Shared Stagewise O2O DINsNL=false, C=false, Δ=+48, GFLOPS=18.14, Resolution=224x224x12019.08 | 31.14 | 93.64 | |
| HINsNL=false, C=false, Δ=+7.17K, GFLOPS=18.16, Resolution=224x224x12019.08 | 31.13 | 93.57 | |
| Modelwise O2O DINsNL=true, C=true, Δ=+152, GFLOPS=18.14, Resolution=224x224x12019.08 | 30.87 | 92.96 | |
| DnCNN-SegNet#Param.=7.09M, GFLOPS=18.14, Resolution=224x224x12019.08 | 30.74 | 92.78 | |
| Modelwise O2O DINsNL=true, C=false, Δ=+56, GFLOPS=18.14, Resolution=224x224x12019.08 | 30.64 | 92.55 | |
| DnCNN-max-carafe#Param.=7.29M, GFLOPS=19.11, Resolution=224x224x12019.08 | 25.7 | 75.78 | |
| DnCNN-avg-carafe#Param.=7.29M, GFLOPS=19.11, Resolution=224x224x12019.08 | 25.7 | 75.78 | |
| DnCNN-conv-carafe#Param.=7.29M, GFLOPS=15.23, Resolution=224x224x12019.08 | 25.7 | 75.78 |