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ResearchFormerly WizWand

Image Denoising on BSD68 Noise Level 25

29.22PSNR (dB)DnCNN
21.097623.206325.31527.4237Aug 11, 2019Dec 5, 2019Mar 31, 2020Jul 26, 2020Nov 20, 2020Mar 17, 2021Jul 12, 2021
Updated 8mo ago

Evaluation results

MethodLinks
DnCNN#Param.=0.56M, GFLOPS=25.89, Resolution=224x224x12019.0829.2290.15
Shared Stagewise O2O DINsNL=true, C=true, Δ=+456, GFLOPS=18.14, Resolution=224x224x12019.0829.0790.04
M2O DINsNL=true, C=true, Δ=+3.45M, GFLOPS=23.88, Resolution=224x224x12019.0829.0790.02
Modelwise O2O DINsNL=false, C=false, Δ=+16, GFLOPS=18.14, Resolution=224x224x12019.0829.0690.02
Unshared Stagewise O2O DINsNL=true, C=false, Δ=+25.1K, GFLOPS=18.19, Resolution=224x224x12019.0829.0690.02
M2O DINsNL=true, C=true, Δ=+11.7M, GFLOPS=37.67, Resolution=224x224x12019.0829.0689.96
HINsNL=true, C=true, Δ=+2.76M, GFLOPS=22.75, Resolution=224x224x12019.0829.0590.04
Shared Stagewise O2O DINsNL=false, C=false, Δ=+48, GFLOPS=18.14, Resolution=224x224x12019.0829.0590.02
M2O DINsNL=true, C=true, Δ=+1.38M, GFLOPS=20.44, Resolution=224x224x12019.0829.0390.05
HINsNL=false, C=false, Δ=+7.17K, GFLOPS=18.16, Resolution=224x224x12019.0829.0289.97
HINsNL=true, C=false, Δ=+0.69M, GFLOPS=19.3, Resolution=224x224x12019.0829.0189.99
Shared Stagewise O2O DINsNL=true, C=false, Δ=+168, GFLOPS=18.14, Resolution=224x224x12019.0828.9790
DnCNN-SegNet#Param.=7.09M, GFLOPS=18.14, Resolution=224x224x12019.0828.2787.52
Unshared Stagewise O2O DINsNL=false, C=false, Δ=+7.17K, GFLOPS=18.16, Resolution=224x224x12019.0828.2589.44
R3LTraining noise level (σ)=352021.0728—
Modelwise O2O DINsNL=true, C=true, Δ=+152, GFLOPS=18.14, Resolution=224x224x12019.0827.786.17
Unshared Stagewise O2O DINsNL=true, C=true, Δ=+68.1K, GFLOPS=18.32, Resolution=224x224x12019.0827.6887.4
DnCNNTraining noise level (σ)=352021.0727.68—
R3NTraining noise level (σ)=352021.0727.61—
BM3DTraining noise level (σ)=352021.0727.54—
Modelwise O2O DINsNL=true, C=false, Δ=+56, GFLOPS=18.14, Resolution=224x224x12019.0827.3983.91
WNNMTraining noise level (σ)=352021.0726.8—
DnCNN-avg-carafe#Param.=7.29M, GFLOPS=19.11, Resolution=224x224x12019.0821.4356.73
DnCNN-conv-carafe#Param.=7.29M, GFLOPS=15.23, Resolution=224x224x12019.0821.4356.72
DnCNN-max-carafe#Param.=7.29M, GFLOPS=19.11, Resolution=224x224x12019.0821.4156.7