Diabetic Retinopathy Grading on Diabetic Retinopathy fundus images (test)
87.6AccuracyOurs: LQAP + EDL
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Ours: LQAP + EDLBackbone=ConvNeXt-Base, Ordinal Formulation=true, LQAP (Lesion-aware Query Attention Pooling)=true, EDL (Evidential Deep Learning)=true2026.02 | 87.6 | 0.94 | 75 | 80 | 0.135 | |
| ConvNeXt (Ordinal)Backbone=ConvNeXt-Base, Ordinal Formulation=true, LQAP (Lesion-aware Query Attention Pooling)=false, EDL (Evidential Deep Learning)=false2026.02 | 82.6 | 0.918 | 71 | 72 | 0.166 | |
| ConvNeXt + LQAPBackbone=ConvNeXt-Base, Ordinal Formulation=true, LQAP (Lesion-aware Query Attention Pooling)=true, EDL (Evidential Deep Learning)=false2026.02 | 82.3 | 0.914 | 72 | 73 | 0.098 |