SOTA Diabetic Retinopathy Classification benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
DeepDR (test)	Fishr	Accuracy0.61	30	3mo ago
Messidor (test)	Dual-IFM	AUC86.8	17	2mo ago
DR (test)	AdaCBM	Accuracy78.3	14	3mo ago
Retina (test)	HypCBC	AUC80.48	13	3mo ago
Retina (val)	RandAug	AUC0.8785	13	3mo ago
RLDR (test)	DECO	AUC81.1	13	3mo ago
IDRiD (test)	DECO	AUC74.2	13	3mo ago
Diabetic Retinopathy (APTOS, DDR, DRD) (test)	UniPrompt-CL	Average Accuracy84.4	9	2mo ago
Amalgamated dataset (test)	Multi Channel Architecture with LID	Accuracy85.2	7	21d ago
MESSIDOR-2	RET-CLIP	AUROC0.951	7	3mo ago
Messidor	GenEval	Accuracy69.48	6	2mo ago
EyePACS	GenEval	Accuracy80.04	6	2mo ago
APTOS	SPSD-ViT	Accuracy75.1	6	2mo ago
Hybrid dataset (Integrated APTOS 2019, DDR, IDRiD, Messidor 2, and Retino) (test)	VR-FuseNet	Accuracy91.824	6	3mo ago
APTOS 2019	UrFound	AUROC0.949	6	3mo ago
APTOS 2019 (test)	TIMM-ProRS	Accuracy97.8	5	3mo ago
Messidor	GenEval	F1 Score78.2	4	2mo ago
BRSET ICDR scheme (test)	SOTA	Accuracy98.7	4	3mo ago
DR cohort (val + test union split)	BiomedCLIP	AUC0.8587	3	20d ago
DR cohort (test)	BiomedCLIP	AUC0.8358	3	20d ago
RLDL	GenEval	Accuracy67.6	3	2mo ago
DeepDR	GenEval	Accuracy59.2	3	2mo ago
Messidor	DECO	Accuracy70.1	3	2mo ago
BRSET SDRG scheme (test)	CLIP	Accuracy97.73	3	3mo ago
Diabetic Retinopathy MDG setting	MedXAI (Fusion)	F1 (Grade 3)50.1	2	3mo ago

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