TABLE 4.
Ablation study on the impact of four components in LRU-Net.
| Ablation study | Accuracy | F1 score | IoU | Dice coefficient Score | Dice loss | Boundary dice loss |
|---|---|---|---|---|---|---|
| Without Attention Mechanisms | 92.67% | 88.70% | 80.64% | 88.03% | 32.20% | 54.22% |
| Without Optimized dynamic ASPP | 95.72% | 93.08% | 87.83% | 92.86% | 19.10% | 32.73% |
| Without Enhanced lite CBAM | 96.88% | 94.90% | 90.58% | 94.02% | 15.92% | 23.79% |
| Without Dense Connections | 95.91% | 93.48% | 88.29% | 93.23% | 18.05% | 30.93% |