Breast

Benchmarks

Task Name	Dataset Name	SOTA Result
Classification	Breast 30% MCAR	F1 Score46.1	12
Classification	Breast	Accuracy95.6	12
Outlier Detection	Breast	AP46.7	11
Outlier Detection	Breast	AUC65.9	11
Outlier Detection	Breast	AUC-ROC67.3	11
Outlier Detection	Breast	AUC-PR46.9	11
Missing data imputation	Breast 30% MCAR	Avg Error17.8	11
Clustering	Breast	ARI2.19	10
Binary Classification	Breast	Mean F1 Score97.6717	8
Classification	Breast Sine shift	Classification Error (%)3.29	8
Classification	Breast Square shift	Classification Error (%)3.29	8
Out-of-distribution detection	BREAST (test)	AUROC0.903	7
Generic Graph Generation	BREAST (test)	Degree MMD0.036	7
Medical Report Generation	Breast	BLEU-10.73	6
Missing Data Imputation	Breast UCI	AUROC0.993	6
Missing Data Imputation	Breast	RMSE0.0546	6
Spectral Clustering	BREAST CuMiDa 45827	ARI77	5
Spectral Clustering	BREAST CuMiDa 70947	ARI0.3	5
Classification	Breast 9,85,201	Accuracy72.7	2
Medical Image Quality Assessment	Breast T1 Pre-training	SRCC0.8148	2
Dimension Reduction	Breast 45827	Metric-	0
Dimension Reduction	Breast 70947	Metric-	0

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