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ResearchFormerly WizWand

Image Denoising on Set12 Noise Level 15

32.87PSNR (dB)DnCNN
24.310826.532928.75530.9771Aug 11, 2019
Updated 8mo ago

Evaluation results

MethodLinks
DnCNN#Param.=0.56M, GFLOPS=25.89, Resolution=224x224x12019.0832.8795.44
M2O DINsNL=true, C=true, Δ=+3.45M, GFLOPS=23.88, Resolution=224x224x12019.0832.8495.46
Modelwise O2O DINsNL=false, C=false, Δ=+16, GFLOPS=18.14, Resolution=224x224x12019.0832.8395.45
Shared Stagewise O2O DINsNL=true, C=false, Δ=+168, GFLOPS=18.14, Resolution=224x224x12019.0832.8395.45
Unshared Stagewise O2O DINsNL=true, C=true, Δ=+68.1K, GFLOPS=18.32, Resolution=224x224x12019.0832.8395.44
Shared Stagewise O2O DINsNL=true, C=true, Δ=+456, GFLOPS=18.14, Resolution=224x224x12019.0832.8295.43
M2O DINsNL=true, C=true, Δ=+1.38M, GFLOPS=20.44, Resolution=224x224x12019.0832.8295.44
M2O DINsNL=true, C=true, Δ=+11.7M, GFLOPS=37.67, Resolution=224x224x12019.0832.8295.45
Shared Stagewise O2O DINsNL=false, C=false, Δ=+48, GFLOPS=18.14, Resolution=224x224x12019.0832.895.42
Unshared Stagewise O2O DINsNL=false, C=false, Δ=+7.17K, GFLOPS=18.16, Resolution=224x224x12019.0832.895.44
HINsNL=true, C=true, Δ=+2.76M, GFLOPS=22.75, Resolution=224x224x12019.0832.7995.41
HINsNL=true, C=false, Δ=+0.69M, GFLOPS=19.3, Resolution=224x224x12019.0832.7795.37
Unshared Stagewise O2O DINsNL=true, C=false, Δ=+25.1K, GFLOPS=18.19, Resolution=224x224x12019.0832.7795.41
HINsNL=false, C=false, Δ=+7.17K, GFLOPS=18.16, Resolution=224x224x12019.0832.7195.36
Modelwise O2O DINsNL=true, C=true, Δ=+152, GFLOPS=18.14, Resolution=224x224x12019.0832.2394.32
Modelwise O2O DINsNL=true, C=false, Δ=+56, GFLOPS=18.14, Resolution=224x224x12019.0831.9293.86
DnCNN-SegNet#Param.=7.09M, GFLOPS=18.14, Resolution=224x224x12019.0831.9193.95
DnCNN-max-carafe#Param.=7.29M, GFLOPS=19.11, Resolution=224x224x12019.0824.6469.97
DnCNN-avg-carafe#Param.=7.29M, GFLOPS=19.11, Resolution=224x224x12019.0824.6469.97
DnCNN-conv-carafe#Param.=7.29M, GFLOPS=15.23, Resolution=224x224x12019.0824.6469.97