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ResearchFormerly WizWand

Image Classification on Colored MNIST unbiased (test)

98.02AccuracyDCWP
59.498469.499279.589.5008Oct 11, 2022
Updated 8mo ago

Evaluation results

MethodLinks
DCWPRatio (%)=5, Bias Supervision=false2022.1098.02
EnDRatio (%)=5, Bias Supervision=true2022.1098
DCWPRatio (%)=2, Bias Supervision=false2022.1097.16
EnDRatio (%)=2, Bias Supervision=true2022.1097.01
DisEntRatio (%)=5, Bias Supervision=false2022.1096.76
RebiasRatio (%)=5, Bias Supervision=true2022.1096.74
DCWPRatio (%)=1, Bias Supervision=false2022.1095.98
MRMRatio (%)=5, Bias Supervision=false2022.1095.23
ERMRatio (%)=5, Bias Supervision=false2022.1095.22
DisEntRatio (%)=2, Bias Supervision=false2022.1095.15
EnDRatio (%)=1, Bias Supervision=true2022.1094.98
LfFRatio (%)=5, Bias Supervision=false2022.1094.9
DCWPRatio (%)=0.5, Bias Supervision=false2022.1093.41
DisEntRatio (%)=1, Bias Supervision=false2022.1093.15
LfFRatio (%)=2, Bias Supervision=false2022.1092.67
RebiasRatio (%)=2, Bias Supervision=true2022.1091.96
ERMRatio (%)=2, Bias Supervision=false2022.1089.33
MRMRatio (%)=2, Bias Supervision=false2022.1089.31
LfFRatio (%)=1, Bias Supervision=false2022.1088.44
DisEntRatio (%)=0.5, Bias Supervision=false2022.1086.74
RebiasRatio (%)=1, Bias Supervision=true2022.1084.65
EnDRatio (%)=0.5, Bias Supervision=true2022.1084.32
LfFRatio (%)=0.5, Bias Supervision=false2022.1083.73
ERMRatio (%)=1, Bias Supervision=false2022.1081.73
MRMRatio (%)=1, Bias Supervision=false2022.1080.42
RebiasRatio (%)=0.5, Bias Supervision=true2022.1069.12
ERMRatio (%)=0.5, Bias Supervision=false2022.1062.36
MRMRatio (%)=0.5, Bias Supervision=false2022.1060.98