Medical Image Classification

Benchmarks

Dataset Name	SOTA Method	Metric
BTC	Reprogramming Distillation	Accuracy82.49	107	1mo ago
BUSI	Explicd	Accuracy89.7	95	23d ago
MedMnist BloodMnist (test)	CUFIT	Accuracy99	65	1mo ago
COVID	LGDEA	Accuracy90.47	54	1mo ago
RSNA	Med-UniC (ViT-L/32)	AUC94.5	48	1mo ago
Covid (test)	Full fine-tuning	Accuracy97.4	43	1mo ago
PathMNIST		Accuracy99.38	42	15d ago
ISIC	Reprogramming Distillation	Accuracy79.76	39	1mo ago
HAM10000	PS-CBM	Accuracy83.4	39	1mo ago
CheXpert	Med-UniC (ViT-L/32)	AUC91.2	36	1mo ago
MedMNIST Breast (test)	UMed-LVLM	Accuracy92.8	36	1mo ago
MedMNIST Derma (test)	UMed-LVLM	Accuracy84.1	36	1mo ago
MedMNIST Pneumonia (test)	MedNNST5	Accuracy96.2	36	1mo ago
COVIDx	Med-UniC (ViT-L/32)	Accuracy95.2	36	1mo ago
OrgancMnist MedMnist (test)	CUFIT	Test Accuracy93.7	35	1mo ago
APTOS 2019 (test)	JoCor	Test Accuracy84.8	35	1mo ago
Blood		Top-1 Accuracy99.61	34	23d ago
SC (Skin Cancer) (test)	MedGemma	Accuracy79.05	33	1mo ago
RetinaMNIST v2 (test)	MedGemma3-4B + PCDF (Ours)	Accuracy82.2	33	1mo ago
DermaMNIST	MedViT-S	AUC93.7	31	15d ago
BT (Brain Tumor) (test)	FACMIC	Accuracy82.74	31	1mo ago
CheXpert High Non-IID Level	FedDrift	Accuracy70.48	30	1mo ago
CheXpert Medium Non-IID Level	FEROMA	Performance72.16	30	1mo ago
CheXpert Low Non-IID Level	FEROMA	Accuracy76.64	30	1mo ago
MedMNIST OrganS (test)	MedNNST10	Accuracy82.4	30	1mo ago

Showing 25 of 263 rows

...