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ResearchFormerly WizWand

Blond Hair Attribute Classification on CelebA (Unbiased Accuracy)

92.62Unbiased AccuracyBPA
77.820881.662985.50589.3471Aug 6, 2021
Updated 8mo ago

Evaluation results

MethodLinks
BPABiases=Gender, Wearing Necklace, Supervision Type=Unsupervised2021.0892.62
Group DROBiases=Gender, Wearing Necklace, Supervision Type=Supervised2021.0892.26
BPABiases=Gender, Heavy Makeup, Supervision Type=Unsupervised2021.0891.9
Group DROBiases=Gender, Smiling, Supervision Type=Supervised2021.0891.73
BPABiases=Gender, Wearing Lipstick, Supervision Type=Unsupervised2021.0891.63
Group DROBiases=Gender, Supervision Type=Supervised2021.0891.39
Group DROBiases=Gender, Big Nose, Supervision Type=Supervised2021.0890.83
BPABiases=Average, Supervision Type=Unsupervised2021.0890.79
BPABiases=Gender, Big Nose, Supervision Type=Unsupervised2021.0890.58
BPABiases=Gender, Supervision Type=Unsupervised2021.0890.18
BPABiases=Gender, No Beard, Supervision Type=Unsupervised2021.0889.92
BPABiases=Gender, Smiling, Supervision Type=Unsupervised2021.0889.85
BPABiases=Gender, Young, Supervision Type=Unsupervised2021.0889.05
LfF*Biases=Gender, Heavy Makeup, Supervision Type=Unsupervised2021.0888.82
Group DROBiases=Gender, Young, Supervision Type=Supervised2021.0887.96
Group DROBiases=Average, Supervision Type=Supervised2021.0887.83
Group DROBiases=Gender, Wearing Lipstick, Supervision Type=Supervised2021.0885.93
Group DROBiases=Gender, No Beard, Supervision Type=Supervised2021.0885.01
LfF*Biases=Gender, Supervision Type=Unsupervised2021.0884.89
LfF*Biases=Gender, Wearing Lipstick, Supervision Type=Unsupervised2021.0884.13
LfF*Biases=Gender, Big Nose, Supervision Type=Unsupervised2021.0884.1
BaselineBiases=Gender, Heavy Makeup, Supervision Type=Unsupervised2021.0883.64
LfF*Biases=Average, Supervision Type=Unsupervised2021.0883.53
LfF*Biases=Gender, Smiling, Supervision Type=Unsupervised2021.0882.91
LfF*Biases=Gender, No Beard, Supervision Type=Unsupervised2021.0882.51
LfF*Biases=Gender, Young, Supervision Type=Unsupervised2021.0881.21
BaselineBiases=Gender, Big Nose, Supervision Type=Unsupervised2021.0881.18
Group DROBiases=Gender, Heavy Makeup, Supervision Type=Supervised2021.0881.09
LfF*Biases=Gender, Wearing Necklace, Supervision Type=Unsupervised2021.0881.03
BaselineBiases=Gender, Supervision Type=Unsupervised2021.0880.42
BaselineBiases=Gender, Wearing Lipstick, Supervision Type=Unsupervised2021.0880.34
BaselineBiases=Average, Supervision Type=Unsupervised2021.0880.29
BaselineBiases=Gender, Smiling, Supervision Type=Unsupervised2021.0879.75
BaselineBiases=Gender, No Beard, Supervision Type=Unsupervised2021.0879.5
BaselineBiases=Gender, Wearing Necklace, Supervision Type=Unsupervised2021.0879.25
BaselineBiases=Gender, Young, Supervision Type=Unsupervised2021.0878.39