Diabetic Retinopathy Grading

Benchmarks

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

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