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ResearchFormerly WizWand

Noisy Label Learning on CIFAR-10

96.78AccuracyILL
64.560872.925481.2989.6546May 22, 2023Nov 6, 2023Apr 23, 2024Oct 9, 2024Mar 27, 2025Sep 12, 2025Feb 28, 2026
Updated 8mo ago

Evaluation results

MethodLinks
ILLNoise Type=Sym., Noise Ratio η=0.22023.0596.78
ILLNoise Type=Sym., Noise Ratio η=0.52023.0596.6
SOPNoise Type=Sym., Noise Ratio η=0.22023.0596.3
DivideMixNoise Type=Sym., Noise Ratio η=0.22023.0596.1
ELRNoise Type=Sym., Noise Ratio η=0.22023.0595.8
SOPNoise Type=Sym., Noise Ratio η=0.52023.0595.5
ELRNoise Type=Sym., Noise Ratio η=0.52023.0594.8
ILLNoise Type=Asym., Noise Ratio η=0.42023.0594.75
DivideMixNoise Type=Sym., Noise Ratio η=0.52023.0594.6
ILLNoise Type=Sym., Noise Ratio η=0.82023.0594.31
SOPNoise Type=Sym., Noise Ratio η=0.82023.0594
SOPNoise Type=Asym., Noise Ratio η=0.42023.0593.8
FastBUSRatio=0.32026.0293.58
MixupNoise Type=Sym., Noise Ratio η=0.22023.0593.5
DivideMixNoise Type=Asym., Noise Ratio η=0.42023.0593.4
ELRNoise Type=Sym., Noise Ratio η=0.82023.0593.3
DivideMixNoise Type=Sym., Noise Ratio η=0.82023.0593.2
SOPRatio=0.32026.0293.15
ELRNoise Type=Asym., Noise Ratio η=0.42023.0593
ELRRatio=0.32026.0292.73
DivideMixRatio=0.32026.0292.52
FastBUSRatio=0.72026.0292.24
ELRRatio=0.72026.0291.28
SOPRatio=0.72026.0291.14
DivideMixRatio=0.72026.0290.75
MixupNoise Type=Sym., Noise Ratio η=0.52023.0587.9
CENoise Type=Sym., Noise Ratio η=0.22023.0587.2
CENoise Type=Asym., Noise Ratio η=0.42023.0582.2
CENoise Type=Sym., Noise Ratio η=0.52023.0580.7
MixupNoise Type=Sym., Noise Ratio η=0.82023.0572.3
CENoise Type=Sym., Noise Ratio η=0.82023.0565.8