SOTA Medical Image Classification benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
BTC	Reprogramming Distillation	Accuracy82.49	107	4d ago
BUSI	Explicd	Accuracy89.7	88	4d ago
MedMnist BloodMnist (test)	CUFIT	Accuracy99	65	4d ago
COVID	LGDEA	Accuracy90.47	54	2d ago
Covid (test)	Full fine-tuning	Accuracy97.4	43	4d ago
ISIC	Reprogramming Distillation	Accuracy79.76	39	4d ago
HAM10000	PS-CBM	Accuracy83.4	39	4d ago
RSNA	Med-UniC (ViT-L/32)	AUC94.5	36	2d ago
CheXpert	Med-UniC (ViT-L/32)	AUC91.2	36	2d ago
MedMNIST Breast (test)	UMed-LVLM	Accuracy92.8	36	4d ago
MedMNIST Derma (test)	UMed-LVLM	Accuracy84.1	36	4d ago
MedMNIST Pneumonia (test)	MedNNST5	Accuracy96.2	36	4d ago
COVIDx	Med-UniC (ViT-L/32)	Accuracy95.2	36	2d ago
OrgancMnist MedMnist (test)	CUFIT	Test Accuracy93.7	35	3d ago
APTOS 2019 (test)	JoCor	Test Accuracy84.8	35	3d ago
SC (Skin Cancer) (test)	MedGemma	Accuracy79.05	33	4d ago
RetinaMNIST v2 (test)	MedGemma3-4B + PCDF (Ours)	Accuracy82.2	33	4d ago
BT (Brain Tumor) (test)	FACMIC	Accuracy82.74	31	4d ago
CheXpert High Non-IID Level	FedDrift	Accuracy70.48	30	4d ago
CheXpert Medium Non-IID Level	FEROMA	Performance72.16	30	3d ago
CheXpert Low Non-IID Level	FEROMA	Accuracy76.64	30	4d ago
MedMNIST OrganS (test)	MedNNST10	Accuracy82.4	30	4d ago
DET10	LoRKD	Accuracy88.5	29	4d ago
AUITD	LoRKD	Accuracy98.33	28	4d ago
COVID (downstream)	LoRKD	Accuracy86.21	28	4d ago

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