Whole Slide Image classification

Benchmarks

Dataset Name	SOTA Method	Metric
CAMELYON16 (test)	HSA-NRL	AUC0.9981	171	6d ago
TCGA-RCC (test)	TransMIL	AUC98.82	90	3mo ago
Camelyon 17	MoEMambaMIL	F1 Score89.99	34	27d ago
TCGA-CESC	DSMIL	Accuracy70.37	26	27d ago
TCGA-BRCA	BatMIL	Accuracy62.3	26	27d ago
PANDA	BatMIL	Accuracy79.8	25	27d ago
BRACS	SRMIL	Accuracy67.6	24	3mo ago
TCGA Lung	SRMIL	Accuracy89.7	24	3mo ago
LBC (test)	AEM	F1 Score0.691	24	3mo ago
Liver Cancer		F1 Score88.95	20	2mo ago
TCGA Kidney	MoEMambaMIL	F1 Score95.78	20	2mo ago
TCGA-NSCLC	CLAM	AUROC62.9	14	27d ago
TCGA-BLCA	BatMIL	AUROC99.7	14	27d ago
TCGA-ESCA	CLAM	Accuracy55.56	12	1mo ago
TCGA-LGG	PathRWKV	Accuracy69.13	12	1mo ago
TCGA-GBM	PathRWKV	Accuracy100	12	1mo ago
IMP-CRS 2024	S4MIL	Accuracy94.78	12	1mo ago
TCGA Slide-level	Snuffy	AUC97.2	11	3mo ago
COLON-MSI (test)	FR-MIL	Accuracy80.9	11	3mo ago
Kidney Metastasis 1.0 (test)	WeakSupCon	Balanced Accuracy90.91	8	3mo ago
Renal Vein Thrombosis (RVT) 1.0 (test)	WeakSupCon	Balanced Acc80.14	8	3mo ago
Camelyon16 1.0 (test)	WeakSupCon	Balanced Acc93.18	8	3mo ago
TCGA-NSCLC (five-fold cross-validation)	SlideGCD-DTFDMIL	Accuracy0.8983	8	3mo ago
TCGA-BRCA (five-fold cross-validation)	SlideGCD-DTFDMIL	ACC90.43	8	3mo ago
Average (CAMELYON16, TCGA-LUAD, TCGA-RCC)	Ours (Structured State Space Models)	Accuracy81.74	8	3mo ago

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