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Papers Benchmarks Datasets Tasks

Diabetic Retinopathy Grading research benchmarks · SOTA2 Research

Diabetic Retinopathy Grading

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

FGADR ESDG (test)

65.5AUC

24

Feb 26, 2026

APTOS ESDG (test)

70.6AUC

24

Feb 26, 2026

Messidor 2 (test)

80.5Accuracy

15

Feb 26, 2026

84.2Accuracy

14

Feb 26, 2026

GDRBench DG leave-one-domain-out (test)

81APTOS AUC

13

Feb 26, 2026

Messidor 2 (held-out)

79.64Accuracy

11

Mar 16, 2026

Messidor (held-out)

MedXAI (Fusion)

68.3Accuracy

11

Mar 16, 2026

Aptos (held-out)

73.46Accuracy

11

Mar 16, 2026

ESDG Average (test)

73.4AUC

11

Feb 26, 2026

RLDR ESDG (test)

79.7AUC

11

Feb 26, 2026

Messidor ESDG (test)

78.1AUC

11

Feb 26, 2026

IDRID ESDG (test)

72.9AUC

11

Feb 26, 2026

DeepDR ESDG (test)

78.5AUC

11

Feb 26, 2026

GDR-Bench DG 1.0 (test)

79.9DeepDR AUC

11

Feb 26, 2026

EyePACS 100% (train)

83.22Quadratic Weighted Kappa

11

Feb 26, 2026

EyePACS 25% (train)

80.74Quadratic Weighted Kappa

11

Feb 26, 2026

EyePACS 10% (train)

77.49Quadratic Weighted Kappa

11

Feb 26, 2026

EyePACS 5% (train)

75.4QW Kappa

11

Feb 26, 2026

EyePACS 1% (train)

68.37Quadratic Weighted Kappa

11

Feb 26, 2026

80Accuracy

10

Feb 26, 2026

Messidor (test)

69.5Accuracy

10

Feb 26, 2026

75.1Accuracy

10

Mar 20, 2026

APTOS 2019 (test)

87.5Accuracy

8

May 12, 2026

EyePACS (held-out target)

83.18Accuracy

6

Mar 16, 2026

77.8Accuracy

5

Feb 26, 2026

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