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ResearchFormerly WizWand

Label Noise Learning on Clothing-ADC held-out clean tiny (test)

72.81Test AccuracyJocor
67.516468.890770.26571.6393Aug 21, 2024
Updated 6mo ago

Evaluation results

MethodLinks
JocorBackbone=ResNet-50, Training Epochs=20, Number of seeds=32024.0872.81
Divide-MixBackbone=ResNet-50, Training Epochs=20, Number of seeds=32024.0871.58
TaylorCEBackbone=ResNet-50, Training Epochs=20, Number of seeds=32024.0871.11
Peer LossBackbone=ResNet-50, Training Epochs=20, Number of seeds=32024.0870.92
(Positive) LSBackbone=ResNet-50, Training Epochs=20, Number of seeds=32024.0870.67
Forward CorrectionBackbone=ResNet-50, Training Epochs=20, Number of seeds=32024.0870.6
Co-TeachingBackbone=ResNet-50, Training Epochs=20, Number of seeds=32024.0870.55
Backward CorrectionBackbone=ResNet-50, Training Epochs=20, Number of seeds=32024.0870.49
LogitCLIPBackbone=ResNet-50, Training Epochs=20, Number of seeds=32024.0870.16
(Negative) LSBackbone=ResNet-50, Training Epochs=20, Number of seeds=32024.0870.14
f-DivBackbone=ResNet-50, Training Epochs=20, Number of seeds=32024.0868.98
Cross-EntropyBackbone=ResNet-50, Training Epochs=20, Number of seeds=32024.0867.72