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ResearchFormerly WizWand

Image Denoising on Set12 (Noise Level 25)

30.44PSNR (dB)M2O DINs
19.7822.547525.31528.0825Aug 11, 2019
Updated 8mo ago

Evaluation results

MethodLinks
M2O DINsNL=true, C=true, Δ=+3.45M, GFLOPS=23.88, Resolution=224x224x12019.0830.4493.04
Shared Stagewise O2O DINsNL=true, C=false, Δ=+168, GFLOPS=18.14, Resolution=224x224x12019.0830.4393.02
Unshared Stagewise O2O DINsNL=true, C=false, Δ=+25.1K, GFLOPS=18.19, Resolution=224x224x12019.0830.4393.03
M2O DINsNL=true, C=true, Δ=+11.7M, GFLOPS=37.67, Resolution=224x224x12019.0830.4393.01
DnCNN#Param.=0.56M, GFLOPS=25.89, Resolution=224x224x12019.0830.4292.96
Modelwise O2O DINsNL=false, C=false, Δ=+16, GFLOPS=18.14, Resolution=224x224x12019.0830.4293.02
M2O DINsNL=true, C=true, Δ=+1.38M, GFLOPS=20.44, Resolution=224x224x12019.0830.4293.02
Shared Stagewise O2O DINsNL=false, C=false, Δ=+48, GFLOPS=18.14, Resolution=224x224x12019.0830.4193.02
Shared Stagewise O2O DINsNL=true, C=true, Δ=+456, GFLOPS=18.14, Resolution=224x224x12019.0830.4193
HINsNL=true, C=true, Δ=+2.76M, GFLOPS=22.75, Resolution=224x224x12019.0830.3793
HINsNL=true, C=false, Δ=+0.69M, GFLOPS=19.3, Resolution=224x224x12019.0830.3692.95
Unshared Stagewise O2O DINsNL=true, C=true, Δ=+68.1K, GFLOPS=18.32, Resolution=224x224x12019.0830.3292.88
HINsNL=false, C=false, Δ=+7.17K, GFLOPS=18.16, Resolution=224x224x12019.0830.2892.85
Unshared Stagewise O2O DINsNL=false, C=false, Δ=+7.17K, GFLOPS=18.16, Resolution=224x224x12019.0830.2392.86
DnCNN-SegNet#Param.=7.09M, GFLOPS=18.14, Resolution=224x224x12019.0828.9888.81
Modelwise O2O DINsNL=true, C=true, Δ=+152, GFLOPS=18.14, Resolution=224x224x12019.0828.3186.77
Modelwise O2O DINsNL=true, C=false, Δ=+56, GFLOPS=18.14, Resolution=224x224x12019.0827.9783.3
DnCNN-avg-carafe#Param.=7.29M, GFLOPS=19.11, Resolution=224x224x12019.0820.249.68
DnCNN-conv-carafe#Param.=7.29M, GFLOPS=15.23, Resolution=224x224x12019.0820.249.67
DnCNN-max-carafe#Param.=7.29M, GFLOPS=19.11, Resolution=224x224x12019.0820.1949.65