Medical Image Classification

Benchmarks

Dataset Name	SOTA Method	Metric
BUSI	Ours (Ensemble 1000/15)	Accuracy97.44	131	18d ago
BTC	Reprogramming Distillation	Accuracy82.49	111	2mo ago
COVID	LGDEA	Accuracy90.47	91	1mo ago
MedMnist BloodMnist (test)	CUFIT	Accuracy99	65	4mo ago
DermaMNIST	MKG-CARE	Accuracy83.6	63	1mo ago
PathMNIST		Accuracy99.38	61	1mo ago
NCT-CRC-HE-100K (test)		Accuracy93.3	51	2mo ago
PATHMNIST		Clean Accuracy89.45	48	1mo ago
RSNA	Med-UniC (ViT-L/32)	AUC94.5	48	4mo ago
OCTMNIST	MO-MAE	Accuracy91.7	47	1mo ago
OrganMNIST3D	CoralBayU96H (FT)	Accuracy100	44	1mo ago
ISIC	Reprogramming Distillation	Accuracy79.76	43	2mo ago
Covid (test)	Full fine-tuning	Accuracy97.4	43	4mo ago
BTMRI	MedAugment	Accuracy90.37	41	1mo ago
ISIC 2018	Chaos-SSL	Accuracy92.61	40	1mo ago
CheXpert	Med-UniC (ViT-L/32)	AUC91.2	39	1mo ago
HAM10000	PS-CBM	Accuracy83.4	39	4mo ago
Kvasir	FedFew	Accuracy92.84	37	2mo ago
MedMNIST Breast (test)	UMed-LVLM	Accuracy92.8	36	4mo ago
MedMNIST Derma (test)	UMed-LVLM	Accuracy84.1	36	4mo ago
MedMNIST Pneumonia (test)	MedNNST5	Accuracy96.2	36	4mo ago
COVIDx	Med-UniC (ViT-L/32)	Accuracy95.2	36	4mo ago
Medical Image Classification 10 datasets avg	QaTS	ECE3.23	35	1mo ago
OrgancMnist MedMnist (test)	CUFIT	Test Accuracy93.7	35	4mo ago
APTOS 2019 (test)	JoCor	Test Accuracy84.8	35	4mo ago

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