Gender Classification

Benchmarks

Dataset Name	SOTA Method	Metric
MS COCO subset (test)		FFP22	23	3d ago
FairFace v1 (test)	CLIP + MT + NL + EDL	Accuracy (Black)95.37	20	3d ago
Combined speech dataset (Baker, LJSpeech, ESD, CREMA-D, Genshin Impact) 1.0 (subject-independent)	ParaMETA	Balanced Acc0.784	19	3d ago
Adience (cross-validation)	RoR-34+ IMDB-WIKI	Exact Accuracy93.24	18	3d ago
Zappos50k in-domain (test)	MSCon	Top-1 Accuracy85.98	10	3d ago
DiveFace (test)	CLIP	Accuracy (East Asian Male)97.371	9	3d ago
FairFace (test)		Acc (Black, M)90.706	9	3d ago
UTKFace (test)	VOLO-D1 face	Gender Accuracy98.87	9	3d ago
Morph (Cross-dataset)	CLIP + LP	DoB0.89	9	3d ago
DiveFace (Cross-dataset)	MT + NL + EDL	DoB0.83	9	3d ago
UTKFace Cross-dataset	CLIP + NL	DoB1.6	9	3d ago
CelebA Out-of-distribution Blonde Hair Shortcut (test)	Coop-CBM	Accuracy82	8	3d ago
CelebA In-distribution Blonde Hair Shortcut (test)		Accuracy96.5	8	3d ago
OPERA Gender Cough (Split 2)	OCT	AUROC0.874	7	3d ago
OPERA Gender Cough (1)	AcuLa	AUROC0.796	7	3d ago
Air-Bench	Gen-SER	Accuracy0.905	6	3d ago
RAVDESS	CLSP	Weighted Accuracy100	5	2d ago
VoxCeleb1 (test)		F1 Score98.3	5	3d ago
Transects Skin Color (test)	DebiAN	Average Group Accuracy60.1	5	3d ago
Transects Hair Length (test)	DebiAN	Average Group Accuracy0.605	5	3d ago
CelebA Heavy Makeup (test)	DebiAN	Avg Group Accuracy87.8	5	3d ago
CelebA Wearing Lipstick (test)	DebiAN	Average Group Accuracy88.5	5	3d ago
IMDB-WIKI (test)	Cross-Stitch	Accuracy84	5	3d ago
MORPH II (test)	MGA (ResNet-50)	Gender Accuracy99.11	5	3d ago
Adience	MGA (ResNet-50)	Accuracy93.8	5	3d ago

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