Diabetic Retinopathy Grading

Benchmarks

Dataset Name	SOTA Method	Metric
FGADR ESDG (test)	DECO	AUC65.5	24	3mo ago
APTOS ESDG (test)	DECO	AUC70.6	24	3mo ago
Messidor 2 (test)	DL+EKE	Accuracy80.5	15	3mo ago
DDR (test)	QMP-RETNet	Accuracy84.2	14	3mo ago
GDRBench DG leave-one-domain-out (test)	DECO	APTOS AUC81	13	3mo ago
Messidor 2 (held-out)	GenEval	Accuracy79.64	11	2mo ago
Messidor (held-out)	MedXAI (Fusion)	Accuracy68.3	11	2mo ago
Aptos (held-out)	GenEval	Accuracy73.46	11	2mo ago
ESDG Average (test)	GDRNet	AUC73.4	11	3mo ago
RLDR ESDG (test)	GDRNet	AUC79.7	11	3mo ago
Messidor ESDG (test)	GDRNet	AUC78.1	11	3mo ago
IDRID ESDG (test)	GDRNet	AUC72.9	11	3mo ago
DeepDR ESDG (test)		AUC78.5	11	3mo ago
GDR-Bench DG 1.0 (test)		DeepDR AUC79.9	11	3mo ago
EyePACS 100% (train)	Lesion-base CL	Quadratic Weighted Kappa83.22	11	3mo ago
EyePACS 25% (train)	Lesion-base CL	Quadratic Weighted Kappa80.74	11	3mo ago
EyePACS 10% (train)	Lesion-base CL	Quadratic Weighted Kappa77.49	11	3mo ago
EyePACS 5% (train)	Lesion-base CL	QW Kappa75.4	11	3mo ago
EyePACS 1% (train)	Lesion-base CL	Quadratic Weighted Kappa68.37	11	3mo ago
EyePACS (test)	DL+EKE	Accuracy80	10	3mo ago
Messidor (test)	DL+EKE	Accuracy69.5	10	3mo ago
APTOS (test)	SPSD-ViT	Accuracy75.1	10	2mo ago
APTOS 2019 (test)	CGSD	Accuracy87.5	8	22d ago
EyePACS (held-out target)	GenEval	Accuracy83.18	6	2mo ago
EyePACS	DL+EKE	Accuracy77.8	5	3mo ago

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