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ResearchFormerly WizWand

Image Classification on CIFAR-10 synthetic noise (test)

93.53AccuracyEMLC
40.666854.390968.11581.8391Feb 23, 2021Jul 9, 2021Nov 22, 2021Apr 8, 2022Aug 22, 2022Jan 5, 2023May 22, 2023
Updated 8mo ago

Evaluation results

MethodLinks
EMLCk=5, Noise Level=20%, Noise Type=Symmetric2023.0593.53
MSLCNoise Level=20%, Noise Type=Symmetric2023.0593.4
MLNTNoise Level=20%, Noise Type=Symmetric2023.0592.9
EMLCk=5, Noise Level=50%, Noise Type=Symmetric2023.0592.63
MLCNoise Level=20%, Noise Type=Symmetric2023.0592.6
FasTENNoise Level=20%, Noise Type=Symmetric2023.0591.94
EMLCk=5, Noise Level=40%, Noise Type=Asymmetric2023.0591.82
EMLCk=1, Noise Level=40%, Noise Type=Asymmetric2023.0591.81
EMLCk=1, Noise Level=20%, Noise Type=Symmetric2023.0591.8
MSLCNoise Level=40%, Noise Type=Asymmetric2023.0591.6
ELR + FINENoisy Type=Symmetric, Noise Ratio=20%2021.0291.5
GCE + FINENoisy Type=Symmetric, Noise Ratio=20%2021.0291.4
ELRNoisy Type=Symmetric, Noise Ratio=20%2021.0291.2
EMLCk=1, Noise Level=50%, Noise Type=Symmetric2023.0591.16
ELR + FINENoisy Type=Asymmetric, Noise Ratio=40%2021.0291.1
FINENoisy Type=Symmetric, Noise Ratio=20%2021.0291
EMLCk=1, Noise Level=80%, Noise Type=Symmetric2023.0590.95
EMLCk=1, Noise Level=90%, Noise Type=Symmetric2023.0590.71
FasTENNoise Level=40%, Noise Type=Asymmetric2023.0590.43
SCE + FINENoisy Type=Symmetric, Noise Ratio=20%2021.0290.4
ELRNoisy Type=Asymmetric, Noise Ratio=40%2021.0290.1
FasTENNoise Level=50%, Noise Type=Symmetric2023.0590.07
MSLCNoise Level=50%, Noise Type=Symmetric2023.0589.9
EMLCk=5, Noise Level=80%, Noise Type=Symmetric2023.0589.89
GCENoisy Type=Symmetric, Noise Ratio=20%2021.0289.8
SCENoisy Type=Symmetric, Noise Ratio=20%2021.0289.8
MW-NetNoise Level=20%, Noise Type=Symmetric2023.0589.76
EMLCk=5, Noise Level=90%, Noise Type=Symmetric2023.0589.57
FINENoisy Type=Asymmetric, Noise Ratio=40%2021.0289.5
GCE + FINENoisy Type=Asymmetric, Noise Ratio=40%2021.0288.9
MLNTNoise Level=50%, Noise Type=Symmetric2023.0588.8
MW-NetNoise Level=40%, Noise Type=Asymmetric2023.0588.69
MLNTNoise Level=40%, Noise Type=Asymmetric2023.0588.6
ELR + FINENoisy Type=Symmetric, Noise Ratio=50%2021.0288.5
ELRNoisy Type=Symmetric, Noise Ratio=50%2021.0288.2
MLCNoise Level=50%, Noise Type=Symmetric2023.0588.1
FINENoisy Type=Symmetric, Noise Ratio=50%2021.0287.3
StandardNoisy Type=Symmetric, Noise Ratio=20%2021.0287
GCE + FINENoisy Type=Symmetric, Noise Ratio=50%2021.0286.9
SCE + FINENoisy Type=Asymmetric, Noise Ratio=40%2021.0286.9
Cross-EntropyNoise Level=20%, Noise Type=Symmetric2023.0586.8
FasTENNoise Level=80%, Noise Type=Symmetric2023.0586.78
GCENoisy Type=Symmetric, Noise Ratio=50%2021.0286.5
SCE + FINENoisy Type=Symmetric, Noise Ratio=50%2021.0285.1
SCENoisy Type=Symmetric, Noise Ratio=50%2021.0284.7
Cross-EntropyNoise Level=40%, Noise Type=Asymmetric2023.0583.2
SCENoisy Type=Asymmetric, Noise Ratio=40%2021.0282.5
StandardNoisy Type=Asymmetric, Noise Ratio=40%2021.0280.1
FasTENNoise Level=90%, Noise Type=Symmetric2023.0579.52
Cross-EntropyNoise Level=50%, Noise Type=Symmetric2023.0579.4
StandardNoisy Type=Symmetric, Noise Ratio=50%2021.0278.2
MLCNoise Level=80%, Noise Type=Symmetric2023.0577.4
GCENoisy Type=Asymmetric, Noise Ratio=40%2021.0276.7
MLNTNoise Level=80%, Noise Type=Symmetric2023.0576.1
GCE + FINENoisy Type=Symmetric, Noise Ratio=80%2021.0275.3
ELR + FINENoisy Type=Symmetric, Noise Ratio=80%2021.0274.7
ELRNoisy Type=Symmetric, Noise Ratio=80%2021.0274.2
SCE + FINENoisy Type=Symmetric, Noise Ratio=80%2021.0270.5
MSLCNoise Level=80%, Noise Type=Symmetric2023.0569.8
FINENoisy Type=Symmetric, Noise Ratio=80%2021.0269.4
SCENoisy Type=Symmetric, Noise Ratio=80%2021.0268.1
MLCNoise Level=90%, Noise Type=Symmetric2023.0567.9
GCENoisy Type=Symmetric, Noise Ratio=80%2021.0264.1
Cross-EntropyNoise Level=80%, Noise Type=Symmetric2023.0562.9
MLNTNoise Level=90%, Noise Type=Symmetric2023.0558.3
MW-NetNoise Level=80%, Noise Type=Symmetric2023.0556.56
MSLCNoise Level=90%, Noise Type=Symmetric2023.0556.1
StandardNoisy Type=Symmetric, Noise Ratio=80%2021.0253.8
Cross-EntropyNoise Level=90%, Noise Type=Symmetric2023.0542.7