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SOTA Diabetic Retinopathy Classification benchmarks and papers with code | Wizwand
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Diabetic Retinopathy Classification
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
DeepDR (test)
Fishr
Accuracy
0.61
30
4mo ago
Messidor (test)
Dual-IFM
AUC
86.8
17
4mo ago
Messidor-2 Full set Few-shot
EyeMVP
AUROC
92.56
16
1mo ago
DR (test)
AdaCBM
Accuracy
78.3
14
4mo ago
Retina (test)
HypCBC
AUC
80.48
13
4mo ago
Retina (val)
RandAug
AUC
0.8785
13
4mo ago
RLDR (test)
DECO
AUC
81.1
13
4mo ago
IDRiD (test)
DECO
AUC
74.2
13
4mo ago
Diabetic Retinopathy (APTOS, DDR, DRD) (test)
UniPrompt-CL
Average Accuracy
84.4
9
4mo ago
Amalgamated dataset (test)
Multi Channel Architecture with LID
Accuracy
85.2
7
2mo ago
MESSIDOR-2
RET-CLIP
AUROC
0.951
7
4mo ago
Messidor
GenEval
Accuracy
69.48
6
4mo ago
EyePACS
GenEval
Accuracy
80.04
6
4mo ago
APTOS
SPSD-ViT
Accuracy
75.1
6
4mo ago
Hybrid dataset (Integrated APTOS 2019, DDR, IDRiD, Messidor 2, and Retino) (test)
VR-FuseNet
Accuracy
91.824
6
4mo ago
APTOS 2019
UrFound
AUROC
0.949
6
4mo ago
APTOS 2019 (test)
TIMM-ProRS
Accuracy
97.8
5
4mo ago
mBRSET 1.0 (mobile)
Two Image Transformer-based Fusion
Balanced Accuracy
92
4
18d ago
Diabetic Retinopathy Fundus Images (5-Fold Cross-Validation)
HSQ-VLM
Mean DR Accuracy
98.7
4
1mo ago
Messidor
GenEval
F1 Score
78.2
4
4mo ago
BRSET ICDR scheme (test)
SOTA
Accuracy
98.7
4
4mo ago
DR cohort (val + test union split)
BiomedCLIP
AUC
0.8587
3
2mo ago
DR cohort (test)
BiomedCLIP
AUC
0.8358
3
2mo ago
RLDL
GenEval
Accuracy
67.6
3
4mo ago
DeepDR
GenEval
Accuracy
59.2
3
4mo ago
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