Diagnostic Classification

Benchmarks

Dataset Name	SOTA Method	Metric
BRACS-7	PATHCTM	AUC0.889	86	2mo ago
UBC-OCEAN	GPFM	Macro AUC97.88	53	4mo ago
EBRAINS	ReconMIL	AUC98	39	4mo ago
Camelyon16	ReconMIL	AUC97.92	39	4mo ago
BRACS	ReconMIL	AUC77.1	39	4mo ago
ABIDE-I AAL116 atlas	I²B-HGNN	Accuracy87.5	22	3mo ago
HAM & Melanoma (joint)	DINOv2	H-Mean77.47	20	2mo ago
Melanoma zero-shot 1000	SlotVAE (k=2)	F1-score (zero-shot)74.67	20	2mo ago
PTB-XL downstream (test)	ImputeECG	AUROC92.39	19	18d ago
ADHD-200 UP	I²B-HGNN	Accuracy77.5	16	3mo ago
ADHD-200 PKU		Accuracy81.9	16	3mo ago
ADHD-200 KKI	I²B-HGNN	Accuracy78.3	16	3mo ago
MIMIC-CXR Edema vs. Pneumonia (test)		Accuracy70.9	15	1mo ago
derm7pt Melanoma vs. Atypical Nevus (test)	CARE	Accuracy77.6	15	1mo ago
ABIDE-I Schaefer atlas	I²B-HGNN	Accuracy79.34	14	3mo ago
Canine Pneumothorax (test)	Ours	Accuracy90.32	13	3mo ago
High-risk patient (test)	HSQformer-B	Accuracy85.41	12	4mo ago
TBX11K	CSR	F1 Score94.4	12	4mo ago
RSNA Pneumonia	GazeWorld	AUROC (1% Labels)83.27	9	2mo ago
SIIM-ACR Pneumothorax	GazeWorld	AUROC (1% labels)87.85	8	2mo ago
CheXpert	GazeWorld	AUROC (1% Labels)78.37	8	2mo ago
BraTS & FCD 2021/2023	Hilbert-VLM	Accuracy0.7885	7	4mo ago
BRCA-Subtyping	MambaMIL+	AUC95.3	6	4mo ago
ISIC	CSR	F1 Score71.5	6	4mo ago
ASL CBF Maps AD vs bvFTD	ICHOR	AUC100	5	4mo ago

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