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ResearchFormerly WizWand

Gender Classification

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

COCO 95% spurious correlation

78.1Average Score

24

May 13, 2026

MS COCO subset (test)

22FFP

23

Feb 26, 2026

BrainWorld F+S-prior

80.75Accuracy

22

Jun 17, 2026

COCO 100% spurious correlation

77.9Average Score

20

May 13, 2026

FairFace v1 (test)

CLIP + MT + NL + EDL

95.37Accuracy (Black)

20

Feb 26, 2026

Combined speech dataset (Baker, LJSpeech, ESD, CREMA-D, Genshin Impact) 1.0 (subject-independent)

0.784Balanced Acc

19

Feb 26, 2026

Adience (cross-validation)

RoR-34+ IMDB-WIKI

93.24Exact Accuracy

18

Feb 26, 2026

FairFace (test)

Image-Text Fusion - T1

87.67Overall Accuracy

15

Jun 23, 2026

98.87Gender Accuracy

14

Apr 21, 2026

BrainWorld F+S-prior

79.94Accuracy

12

Jun 17, 2026

Internal (test)

71.91Accuracy

12

Mar 4, 2026

HCP Gender n=999 (5-fold cross-validation)

86.7Accuracy

11

Jun 18, 2026

Census Adult UCI (test)

Full-Dimensional

75.63Mean Accuracy

10

Jun 23, 2026

60.3Faithfulness

10

May 8, 2026

Zappos50k in-domain (test)

85.98Top-1 Accuracy

10

Feb 26, 2026

DiveFace (test)

97.371Accuracy (East Asian Male)

9

Feb 26, 2026

97.7Accuracy

9

Apr 21, 2026

Morph (Cross-dataset)

0.89DoB

9

Feb 26, 2026

DiveFace (Cross-dataset)

0.83DoB

9

Feb 26, 2026

UTKFace Cross-dataset

1.6DoB

9

Feb 26, 2026

CelebA Out-of-distribution Blonde Hair Shortcut (test)

82Accuracy

8

Feb 26, 2026

CelebA In-distribution Blonde Hair Shortcut (test)

96.5Accuracy

8

Feb 26, 2026

OPERA Gender Cough (Split 2)

0.874AUROC

7

Feb 26, 2026

OPERA Gender Cough (1)

0.796AUROC

7

Feb 26, 2026

FairFace level-5 Gaussian noise corrupted (test)

63.7Accuracy (s+)

6

Jun 23, 2026