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ResearchFormerly WizWand

Gaussian Denoising on BSDS300 sigma=25 sRGB

31.87PSNRMPRnet
28.4929.367530.24531.1225Nov 29, 2021Feb 24, 2022May 23, 2022Aug 19, 2022Nov 14, 2022Feb 10, 2023May 9, 2023
Updated 8mo ago

Evaluation results

MethodLinks
MPRnetType=Supervised2021.1131.870.897
IDRType=Unsupervised2021.1131.480.89
SupervisedType=Supervised2021.1131.40.889
N2N2021.1131.390.889
DBSNBackbone=10x larger (97.4G FLOPS)2021.1131.120.881
Noise2CleanSupervision=Supervised, train_passes=1, test_passes=12023.0531.050.879
Noise2NoiseSupervision=Supervised, train_passes=1, test_passes=12023.0531.040.878
Honzatko-pmeSupervision=Self-supervised, train_passes=1, test_passes=1, assumed_known_noise_model=true2023.0531.02—
DCD-NetSupervision=Self-supervised, train_passes=3, test_passes=12023.0531.010.876
Laine19-pmeSupervision=Self-supervised, train_passes=4, test_passes=4, assumed_known_noise_model=true2023.0530.990.877
R2RSupervision=Self-supervised, train_passes=1, test_passes=502023.0530.910.872
B2UBSupervision=Self-supervised, train_passes=17, test_passes=12023.0530.870.872
NBR2NBRSupervision=Self-supervised, train_passes=2, test_passes=12023.0530.790.873
N2V2021.1130.720.874
CBM3DSupervision=Traditional2023.0530.480.861
BM3D2021.1130.470.863
SwinIASupervision=Self-supervised (True BSN), train_passes=1, test_passes=1, self_implemented=true2023.0529.940.853
Self2SelfSupervision=Self-supervised, train_passes=1, test_passes=502023.0529.860.849
DBSNSupervision=Self-supervised, train_passes=2, test_passes=12023.0529.80.839
Nr2n2021.1129.570.815
Noise2SameSupervision=Self-supervised, train_passes=2, test_passes=1, self_implemented=true2023.0529.50.834
Noise2VoidSupervision=Self-supervised, train_passes=1, test_passes=12023.0529.340.824
Noisier2NoiseSupervision=Self-supervised, train_passes=1, test_passes=1, assumed_known_noise_model=true2023.0529.320.833
Laine19Supervision=Self-supervised (True BSN), train_passes=4, test_passes=42023.0528.620.803