Diagnostic Classification

Benchmarks

Dataset Name	SOTA Method	Metric
BRACS-7	MambaMIL+	AUC0.879	81	26d ago
UBC-OCEAN	GPFM	Macro AUC97.88	53	25d ago
EBRAINS	ReconMIL	AUC98	39	26d ago
Camelyon16	ReconMIL	AUC97.92	39	26d ago
BRACS	ReconMIL	AUC77.1	39	26d ago
Canine Pneumothorax (test)	Ours	Accuracy90.32	13	10d ago
High-risk patient (test)	HSQformer-B	Accuracy85.41	12	1mo ago
TBX11K	CSR	F1 Score94.4	12	1mo ago
BraTS & FCD 2021/2023	Hilbert-VLM	Accuracy0.7885	7	1mo ago
BRCA-Subtyping	MambaMIL+	AUC95.3	6	1mo ago
ISIC	CSR	F1 Score71.5	6	1mo ago
ASL CBF Maps AD vs bvFTD	ICHOR	AUC100	5	1mo ago
ASL CBF Maps HOA vs SVD	ICHOR	AUC73.33	5	1mo ago
ASL CBF Maps CU Aβ- vs CI Aβ+	ICHOR	AUC78.93	5	1mo ago
VinDr-CXR	CSR	F1 Score54.6	4	1mo ago
CCM images	HMSVIT	Diagnostic Accuracy72.5	3	1mo ago
Camelyon	MambaMIL+	AUC98.7	3	1mo ago
Internal Study Dataset Image-level	ResNet18	Sensitivity95.2	2	29d ago
AH-Abd	GreenRFM	AUC73.2	2	1mo ago
AH-Chest	GreenRFM	AUC74.5	2	1mo ago
PI-CAI study cohort	Li et al.	AUC0.89	1	29d ago
Lee et al. study cohort		Sensitivity96	1	29d ago
Hamm study cohort		Sensitivity93	1	29d ago
Schelb et al. study cohort		Sensitivity92	1	29d ago
ADNI Ternary (test)	-	-	0	1mo ago

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