Table 5 Ablation study.
Model | Loss Function | Evaluation Metrics | ||||
|---|---|---|---|---|---|---|
Accuracy | Precision | Recall | Dice_Score | IoU | ||
Attention U Net | HDL | 74.25 | 65.53 | 66.45 | 64.75 | 57.61 |
BCE | 97.37 | 88.95 | 85.09 | 87.72 | 79.65 | |
HDL + BCE | 99.52 | 90.74 | 91.39 | 89.77 | 80.47 | |
SDHL | 77.25 | 68.34 | 69.71 | 67.16 | 60.58 | |
Our Proposed Loss(SDHL) + BCE | 99.71 | 91.06 | 91.85 | 90.16 | 80.78 | |