Diabetic Retinopathy Classification

Benchmarks

Dataset Name	SOTA Method	Metric
DeepDR (test)	Fishr	Accuracy0.61	30	1mo ago
Messidor (test)	Dual-IFM	AUC86.8	17	29d ago
DR (test)	AdaCBM	Accuracy78.3	14	1mo ago
Retina (test)	HypCBC	AUC80.48	13	1mo ago
Retina (val)	RandAug	AUC0.8785	13	1mo ago
RLDR (test)	DECO	AUC81.1	13	1mo ago
IDRiD (test)	DECO	AUC74.2	13	1mo ago
Diabetic Retinopathy (APTOS, DDR, DRD) (test)	UniPrompt-CL	Average Accuracy84.4	9	1mo ago
MESSIDOR-2	RET-CLIP	AUROC0.951	7	1mo ago
Messidor	GenEval	Accuracy69.48	6	1mo ago
EyePACS	GenEval	Accuracy80.04	6	1mo ago
APTOS	SPSD-ViT	Accuracy75.1	6	1mo ago
Hybrid dataset (Integrated APTOS 2019, DDR, IDRiD, Messidor 2, and Retino) (test)	VR-FuseNet	Accuracy91.824	6	1mo ago
APTOS 2019	UrFound	AUROC0.949	6	1mo ago
APTOS 2019 (test)	TIMM-ProRS	Accuracy97.8	5	1mo ago
Messidor	GenEval	F1 Score78.2	4	1mo ago
BRSET ICDR scheme (test)	SOTA	Accuracy98.7	4	1mo ago
RLDL	GenEval	Accuracy67.6	3	1mo ago
DeepDR	GenEval	Accuracy59.2	3	1mo ago
Messidor	DECO	Accuracy70.1	3	1mo ago
BRSET SDRG scheme (test)	CLIP	Accuracy97.73	3	1mo ago
Diabetic Retinopathy MDG setting	MedXAI (Fusion)	F1 (Grade 3)50.1	2	1mo ago

Showing 22 of 22 rows