Mammography

Benchmarks

Task Name	Dataset Name	SOTA Result
Anomaly Detection	Mammography	AUC-ROC0.9998	64
Imbalanced Classification	mammography	F1 Score81.5	25
Outlier Detection	Mammography	AP51.5	22
Anomaly Detection	Mammography	AUC-PR84.06	17
Outlier Detection	mammography (historical)	AUROC89.68	17
Tabular Anomaly Detection	Mammography	AUC-ROC0.915	14
Outlier Detection	Mammography	AUC90.6	11
Anomaly Detection	mammography In-Domain	F1 Score52	10
Classification	Mammography 4QP shift (test)	F1 Score68	9
Classification	Mammography QP 4 shift (test)	F1 Score82	9
Classification	Mammography	F1 Score0.72	8
Anomaly Detection	Mammography	False Discovery Rate (FDR)1.7	6
Anomaly Detection	Mammography Stationary	AUC0.866	6
Classification	Mammography (Matched Distributions)	G-Mean83	5
Mass Detection	Mammography Unseen Domain	mAP (Style D)71.7	5
Mass Detection	Mammography Seen Domains	mAP (Style A)77.9	5
Privacy attack evaluation	mammography	Precision100	2
Classification	MAMMOGRAPHY	Accuracy98.7	2

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