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UTKFace

Benchmarks

Task NameDataset NameSOTA ResultTrend
Age EstimationUTKFace (test)
MAE3.82
36
Bias Mitigation for Stereotype QueriesUTKFACE Gender
KL Divergence0.004
33
Bias Mitigation for Stereotype QueriesUTKFACE Race
KL Divergence0.027
33
Social DebiasingUTKFace In-Domain
MS0.043
32
Age EstimationUTKFace
MAE4.15
30
Image RetrievalUTKFace (test)
White7.8
18
Age EstimationUTKFace-B 80% symmetric noise
MRAE74.78
16
Age EstimationUTKFace-B 60% symmetric noise
MRAE25.46
16
Age EstimationUTKFace-B 40% symmetric noise
MRAE8.88
16
Age EstimationUTKFace-B 20% symmetric noise
MRAE2.22
16
Image RetrievalUTKFace
White Group Score44.4
15
Multi-Task LearningUTKFace (test)
Age MAE0.135
14
Gender ClassificationUTKFace (test)
Gender Accuracy98.87
14
RegressionUTKFace Zero-shot (test)
Average MAE9.46
12
RegressionUTKFace Few-shot (test)
Average MAE6.71
12
RegressionUTKFace Medium-shot (test)
Average MAE6.03
12
RegressionUTKFace Many-shot (test)
Average MAE4.34
12
RegressionUTKFace (test)
Average Metric Rank2.67
12
Age ClassificationUTKFace (test)
Accuracy76.17
12
Image RegressionUTKFace (test)
Gaussian Noise Performance0.688
11
Conditional Image GenerationUTKFace 128x128 (test)
SFID1.582
10
Conditional Image GenerationUTKFace 64x64 (test)
SFID0.353
10
Age estimationUTKFace v1 (test)
MAE4.46
9
Semi-supervised RegressionUTKFace
MAE6.852
9
Gender ClassificationUTKFace
Accuracy97.7
9
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