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ResearchFormerly WizWand

Image Classification on Corrupted CIFAR10 (unbiased)

45.49AccuracyReBias
19.4926.2432.9939.74Aug 23, 2021
Updated 8mo ago

Evaluation results

MethodLinks
ReBiasbias_ratio=95.0%, supervision=requires bias type2021.0845.49
LfFbias_ratio=95.0%, supervision=does not require bias type2021.0842.32
BiaSwapbias_ratio=95.0%, supervision=does not require bias type2021.0841.62
Vanillabias_ratio=95.0%, supervision=none2021.0835.68
BiaSwapbias_ratio=98.0%, supervision=does not require bias type2021.0835.25
LfFbias_ratio=98.0%, supervision=does not require bias type2021.0835.23
BiaSwapbias_ratio=99.0%, supervision=does not require bias type2021.0832.54
ReBiasbias_ratio=98.0%, supervision=requires bias type2021.0831.52
Vanillabias_ratio=98.0%, supervision=none2021.0829.68
LfFbias_ratio=99.0%, supervision=does not require bias type2021.0829.27
BiaSwapbias_ratio=99.5%, supervision=does not require bias type2021.0829.11
LfFbias_ratio=99.5%, supervision=does not require bias type2021.0827.1
ReBiasbias_ratio=99.0%, supervision=requires bias type2021.0825.04
Vanillabias_ratio=99.0%, supervision=none2021.0824.51
Vanillabias_ratio=99.5%, supervision=none2021.0823.12
ReBiasbias_ratio=99.5%, supervision=requires bias type2021.0820.49