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Diabetic Retinopathy dataset and benchmarks · SOTA2 Research

Research Datasets

Diabetic Retinopathy

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Diabetic Retinopathy

0.207Worst Delta

12

Diabetic Retinopathy

1.307RMSE

12

Diabetic Retinopathy

0.152P90 Delta

12

Diabetic Retinopathy Classification

Diabetic Retinopathy (APTOS, DDR, DRD) (test)

84.4Average Accuracy

9

Diabetic Retinopathy UCI

0.267Average Cost

7

Image Classification

Diabetic Retinopathy

52.66Balanced Acc

6

Image Classification

VTAB Diabetic Retinopathy

69Accuracy

6

Targeted Adversarial Attack

Diabetic Retinopathy

98.5Average Queries

4

Untargeted Adversarial Attack

Diabetic Retinopathy

50Average Queries

4

Image Classification

Diabetic Retinopathy (test)

58.49Accuracy

3

Diabetic Retinopathy Classification

Diabetic Retinopathy MDG setting

50.1F1 (Grade 3)

2

Diabetic Retinopathy Diagnosis and Segmentation

Diabetic Retinopathy 3,000 fundus images (5-fold cross-validation)

98.7Global AUPRC

1

Popular tasks

Image Classification Regression Diabetic Retinopathy Classification Classification Targeted Adversarial Attack

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