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ResearchFormerly WizWand

Image Classification on Corrupted CIFAR10 (bias-guiding)

99.29AccuracyReBias
61.27871.146581.01590.8835Aug 23, 2021
Updated 8mo ago

Evaluation results

MethodLinks
ReBiasbias_ratio=99.5%, supervision=requires bias type2021.0899.29
ReBiasbias_ratio=99.0%, supervision=requires bias type2021.0899.11
Vanillabias_ratio=95.0%, supervision=none2021.0899.05
Vanillabias_ratio=98.0%, supervision=none2021.0898.97
Vanillabias_ratio=99.0%, supervision=none2021.0898.79
ReBiasbias_ratio=98.0%, supervision=requires bias type2021.0898.67
Vanillabias_ratio=99.5%, supervision=none2021.0898.56
ReBiasbias_ratio=95.0%, supervision=requires bias type2021.0898.23
BiaSwapbias_ratio=99.0%, supervision=does not require bias type2021.0896.98
BiaSwapbias_ratio=99.5%, supervision=does not require bias type2021.0896.82
BiaSwapbias_ratio=95.0%, supervision=does not require bias type2021.0895.53
BiaSwapbias_ratio=98.0%, supervision=does not require bias type2021.0894.82
LfFbias_ratio=99.5%, supervision=does not require bias type2021.0880.9
LfFbias_ratio=99.0%, supervision=does not require bias type2021.0874.73
LfFbias_ratio=98.0%, supervision=does not require bias type2021.0873.41
LfFbias_ratio=95.0%, supervision=does not require bias type2021.0862.74