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SOTA Diabetic Retinopathy Grading benchmarks and papers with code | Wizwand
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Diabetic Retinopathy Grading
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
FGADR ESDG (test)
DECO
AUC
65.5
24
1mo ago
APTOS ESDG (test)
DECO
AUC
70.6
24
1mo ago
Messidor 2 (test)
DL+EKE
Accuracy
80.5
15
1mo ago
DDR (test)
QMP-RETNet
Accuracy
84.2
14
1mo ago
GDRBench DG leave-one-domain-out (test)
DECO
APTOS AUC
81
13
1mo ago
Messidor 2 (held-out)
GenEval
Accuracy
79.64
11
1mo ago
Messidor (held-out)
MedXAI (Fusion)
Accuracy
68.3
11
1mo ago
Aptos (held-out)
GenEval
Accuracy
73.46
11
1mo ago
ESDG Average (test)
GDRNet
AUC
73.4
11
1mo ago
RLDR ESDG (test)
GDRNet
AUC
79.7
11
1mo ago
Messidor ESDG (test)
GDRNet
AUC
78.1
11
1mo ago
IDRID ESDG (test)
GDRNet
AUC
72.9
11
1mo ago
DeepDR ESDG (test)
DRGen
AUC
78.5
11
1mo ago
GDR-Bench DG 1.0 (test)
DRGen
DeepDR AUC
79.9
11
1mo ago
EyePACS 100% (train)
Lesion-base CL
Quadratic Weighted Kappa
83.22
11
1mo ago
EyePACS 25% (train)
Lesion-base CL
Quadratic Weighted Kappa
80.74
11
1mo ago
EyePACS 10% (train)
Lesion-base CL
Quadratic Weighted Kappa
77.49
11
1mo ago
EyePACS 5% (train)
Lesion-base CL
QW Kappa
75.4
11
1mo ago
EyePACS 1% (train)
Lesion-base CL
Quadratic Weighted Kappa
68.37
11
1mo ago
EyePACS (test)
DL+EKE
Accuracy
80
10
1mo ago
Messidor (test)
DL+EKE
Accuracy
69.5
10
1mo ago
APTOS (test)
SPSD-ViT
Accuracy
75.1
10
29d ago
EyePACS (held-out target)
GenEval
Accuracy
83.18
6
1mo ago
EyePACS
DL+EKE
Accuracy
77.8
5
1mo ago
Eyepacs (held-out)
MedXAI (Fusion)
Accuracy
74.8
5
1mo ago
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