Mammography

Benchmarks

Task Name	Dataset Name	SOTA Result
Anomaly Detection	Mammography	AUC-ROC0.9998	64
Anomaly Detection	Mammography	AUC-PR84.06	33
Tabular Anomaly Detection	Mammography	AUC-ROC0.915	30
Imbalanced Classification	mammography	F1 Score81.5	25
Outlier Detection	Mammography	AP51.5	22
Outlier Detection	mammography (historical)	AUROC89.68	17
Tabular Anomaly Detection	mammography	F1 Score54.07	16
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
Classification	mammography	Accuracy98.9	6
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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