SOTA Diabetic Retinopathy Grading benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
FGADR ESDG (test)	DECO	AUC65.5	24	4d ago
APTOS ESDG (test)	DECO	AUC70.6	24	4d ago
Messidor 2 (test)	DL+EKE	Accuracy80.5	15	4d ago
DDR (test)	QMP-RETNet	Accuracy84.2	14	4d ago
GDRBench DG leave-one-domain-out (test)	DECO	APTOS AUC81	13	4d ago
ESDG Average (test)	GDRNet	AUC73.4	11	4d ago
RLDR ESDG (test)	GDRNet	AUC79.7	11	4d ago
Messidor ESDG (test)	GDRNet	AUC78.1	11	4d ago
IDRID ESDG (test)	GDRNet	AUC72.9	11	4d ago
DeepDR ESDG (test)		AUC78.5	11	4d ago
GDR-Bench DG 1.0 (test)		DeepDR AUC79.9	11	4d ago
EyePACS 100% (train)	Lesion-base CL	Quadratic Weighted Kappa83.22	11	4d ago
EyePACS 25% (train)	Lesion-base CL	Quadratic Weighted Kappa80.74	11	4d ago
EyePACS 10% (train)	Lesion-base CL	Quadratic Weighted Kappa77.49	11	4d ago
EyePACS 5% (train)	Lesion-base CL	QW Kappa75.4	11	4d ago
EyePACS 1% (train)	Lesion-base CL	Quadratic Weighted Kappa68.37	11	4d ago
EyePACS (test)	DL+EKE	Accuracy80	10	4d ago
Messidor (test)	DL+EKE	Accuracy69.5	10	4d ago
APTOS (test)	SPSD-ViT	Accuracy75.1	10	4d ago
EyePACS	DL+EKE	Accuracy77.8	5	4d ago
Messidor 2 (held-out)	MedXAI (Fusion)	Accuracy75.6	5	4d ago
Messidor (held-out)	MedXAI (Fusion)	Accuracy68.3	5	4d ago
Eyepacs (held-out)	MedXAI (Fusion)	Accuracy74.8	5	4d ago
Aptos (held-out)		Accuracy60.7	5	4d ago
EYEPACS Source Domain (Generalization to other domains)		Accuracy62.5	4	4d ago

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