Table 3 Ablation study of the proposed FKD-CSS model on the internal dataset cross-validation

From: Advanced and interpretable corneal staining assessment through fine grained knowledge distillation

ROI extraction

CPMB

Knowledge distillation

Pearson

AUC

   

0.828

0.803

✓

  

0.865

0.848

✓

✓

 

0.889

0.871

✓

 

✓

0.883

0.861

✓

✓

✓

0.898

0.881

  1. The first row represents the baseline model (regression ResNet50). All p-value of Pearson test are statistically significant (p-value < 0.001).
  2. FKD fine-grained knowledge distillation, CSS corneal staining score, ROI region of interest, AUC area under the curve, CPMB CSS prototype memory bank.
Back to article page