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ResearchFormerly WizWand

Attribute Classification (Blurry) on CelebA

89.79Unbiased AccuracyBPA
71.080475.937780.79585.6523Aug 6, 2021
Updated 8mo ago

Evaluation results

MethodLinks
BPABiases=Gender, Wearing Lipstick, Supervision Type=Unsupervised2021.0889.79
BPABiases=Gender, Wearing Necklace, Supervision Type=Unsupervised2021.0889.6
BPABiases=Gender, Smiling, Supervision Type=Unsupervised2021.0889.32
BPABiases=Gender, Heavy Makeup, Supervision Type=Unsupervised2021.0889.09
BPABiases=Gender, Supervision Type=Unsupervised2021.0888.93
BPABiases=Gender, Young, Supervision Type=Unsupervised2021.0888.66
BPABiases=Gender, Big Nose, Supervision Type=Unsupervised2021.0888.57
BPABiases=Average, Supervision Type=Unsupervised2021.0888.44
Group DROBiases=Gender, Smiling, Supervision Type=Supervised2021.0887.87
Group DROBiases=Gender, Big Nose, Supervision Type=Supervised2021.0887.11
Group DROBiases=Gender, Supervision Type=Supervised2021.0887.05
Group DROBiases=Gender, Young, Supervision Type=Supervised2021.0885.39
Group DROBiases=Gender, Wearing Necklace, Supervision Type=Supervised2021.0885.33
BPABiases=Gender, No Beard, Supervision Type=Unsupervised2021.0884.06
LfF*Biases=Gender, Wearing Lipstick, Supervision Type=Unsupervised2021.0883.21
Group DROBiases=Average, Supervision Type=Supervised2021.0882.69
Group DROBiases=Gender, No Beard, Supervision Type=Supervised2021.0881.07
BaselineBiases=Gender, Wearing Lipstick, Supervision Type=Unsupervised2021.0879.88
Group DROBiases=Gender, Wearing Lipstick, Supervision Type=Supervised2021.0879.88
LfF*Biases=Gender, No Beard, Supervision Type=Unsupervised2021.0879.84
LfF*Biases=Gender, Heavy Makeup, Supervision Type=Unsupervised2021.0879.55
LfF*Biases=Average, Supervision Type=Unsupervised2021.0879.08
BaselineBiases=Gender, No Beard, Supervision Type=Unsupervised2021.0878.91
LfF*Biases=Gender, Wearing Necklace, Supervision Type=Unsupervised2021.0878.07
LfF*Biases=Gender, Smiling, Supervision Type=Unsupervised2021.0878.04
LfF*Biases=Gender, Young, Supervision Type=Unsupervised2021.0877.77
LfF*Biases=Gender, Big Nose, Supervision Type=Unsupervised2021.0877.11
LfF*Biases=Gender, Supervision Type=Unsupervised2021.0876.7
BaselineBiases=Gender, Heavy Makeup, Supervision Type=Unsupervised2021.0875.37
BaselineBiases=Average, Supervision Type=Unsupervised2021.0874.88
BaselineBiases=Gender, Smiling, Supervision Type=Unsupervised2021.0873.31
BaselineBiases=Gender, Supervision Type=Unsupervised2021.0873.05
BaselineBiases=Gender, Young, Supervision Type=Unsupervised2021.0872.97
Group DROBiases=Gender, Heavy Makeup, Supervision Type=Supervised2021.0872.17
BaselineBiases=Gender, Big Nose, Supervision Type=Unsupervised2021.0871.89
BaselineBiases=Gender, Wearing Necklace, Supervision Type=Unsupervised2021.0871.8