Skip to main content
. 2025 Jul 15;16:1611267. doi: 10.3389/fphys.2025.1611267

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%