Table 3.
Ablation study of the CariesNet segmentation performance (DSC) on three dental caries types
Model | Deep caries | Moderate caries | Shallow caries | Average |
---|---|---|---|---|
Backbone | 0.860 | 0.653 | 0.765 | 0.812 |
+ Partial encoder | 0.892 | 0.642 | 0.801 | 0.870 |
+ FSAA | 0.947 | 0.673 | 0.916 | 0.919 |
+ BCE/Dice loss | 0.955 | 0.687 | 0.924 | 0.921 |
+ Deep supervision | 0.971 | 0.694 | 0.939 | 0.936 |
Bold values indicate the best results