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ResearchFormerly WizWand

Image Classification on Colored MNIST (unbiased)

0.9628AccuracyReBias
0.3012560.4730030.644750.816497Aug 23, 2021
Updated 8mo ago

Evaluation results

MethodLinks
ReBiasbias_ratio=95.0%, supervision=requires bias type2021.080.9628
BiaSwapbias_ratio=95.0%, supervision=does not require bias type2021.080.9085
ReBiasbias_ratio=98.0%, supervision=requires bias type2021.080.9016
BiaSwapbias_ratio=99.5%, supervision=does not require bias type2021.080.8576
BiaSwapbias_ratio=98.0%, supervision=does not require bias type2021.080.8529
LfFbias_ratio=95.0%, supervision=does not require bias type2021.080.8472
ReBiasbias_ratio=99.0%, supervision=requires bias type2021.080.8419
BiaSwapbias_ratio=99.0%, supervision=does not require bias type2021.080.8374
Vanillabias_ratio=95.0%, supervision=none2021.080.7954
LfFbias_ratio=98.0%, supervision=does not require bias type2021.080.7588
LfFbias_ratio=99.0%, supervision=does not require bias type2021.080.7005
ReBiasbias_ratio=99.5%, supervision=requires bias type2021.080.6282
Vanillabias_ratio=98.0%, supervision=none2021.080.6262
LfFbias_ratio=99.5%, supervision=does not require bias type2021.080.6161
Vanillabias_ratio=99.0%, supervision=none2021.080.4876
Vanillabias_ratio=99.5%, supervision=none2021.080.3267