Gender Classification

Benchmarks

Dataset Name	SOTA Method	Metric
COCO 95% spurious correlation	BAP	Average Score78.1	24	21d ago
MS COCO subset (test)		FFP22	23	3mo ago
COCO 100% spurious correlation	BAP	Average Score77.9	20	21d ago
FairFace v1 (test)	CLIP + MT + NL + EDL	Accuracy (Black)95.37	20	3mo ago
Combined speech dataset (Baker, LJSpeech, ESD, CREMA-D, Genshin Impact) 1.0 (subject-independent)	ParaMETA	Balanced Acc0.784	19	3mo ago
Adience (cross-validation)	RoR-34+ IMDB-WIKI	Exact Accuracy93.24	18	3mo ago
UTKFace (test)	VOLO-D1 face	Gender Accuracy98.87	14	1mo ago
Internal (test)	BNT	Accuracy71.91	12	3mo ago
AudioMNIST	CDIG	Faithfulness60.3	10	26d ago
Zappos50k in-domain (test)	MSCon	Top-1 Accuracy85.98	10	3mo ago
DiveFace (test)	CLIP	Accuracy (East Asian Male)97.371	9	3mo ago
UTKFace	FairNVT	Accuracy97.7	9	1mo ago
FairFace (test)		Acc (Black, M)90.706	9	3mo ago
Morph (Cross-dataset)	CLIP + LP	DoB0.89	9	3mo ago
DiveFace (Cross-dataset)	MT + NL + EDL	DoB0.83	9	3mo ago
UTKFace Cross-dataset	CLIP + NL	DoB1.6	9	3mo ago
CelebA Out-of-distribution Blonde Hair Shortcut (test)	Coop-CBM	Accuracy82	8	3mo ago
CelebA In-distribution Blonde Hair Shortcut (test)		Accuracy96.5	8	3mo ago
OPERA Gender Cough (Split 2)	OCT	AUROC0.874	7	3mo ago
OPERA Gender Cough (1)	AcuLa	AUROC0.796	7	3mo ago
Private Dataset	EAFD	AUC90.1	6	2mo ago
Air-Bench	Gen-SER	Accuracy0.905	6	3mo ago
RAVDESS	CLSP	Weighted Accuracy100	5	3mo ago
Common Voice (test)	OSUM	Accuracy99.41	5	2mo ago
VoxCeleb1 (test)		F1 Score98.3	5	3mo ago

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