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ResearchFormerly WizWand

Attribute Classification

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

CelebA High Cheekbones v1 (test)

84.93Unbiased Acc

5

Feb 26, 2026

CelebA Mouth Open v1 (test)

93.64Unbiased Acc

5

Feb 26, 2026

CelebA Smiling v1 (test)

92.08Unbiased Accuracy

5

Feb 26, 2026

CelebA Attractive v1 (test)

78.35Unbiased Accuracy

5

Feb 26, 2026

Attributes25K (test)

0.941Male Accuracy

5

Feb 26, 2026

ThaiRAP Unseen Classes (test)

Gemini-1.5-flash

62Accuracy

4

May 7, 2026

ThaiRAP All Attributes (test)

96Accuracy

4

May 7, 2026

84.09Accuracy (Inner face)

4

Feb 26, 2026

Berkeley Attributes of People

91.7male

4

Feb 26, 2026

3.67DoB Gender Error

2

Apr 1, 2026

DPDP Privacy Policy Dataset 400 instances Act compliance (full)

95Accuracy

1

Apr 14, 2026