Table 5 Quantitative comparison of segmentation methods evaluated on the testing data from Center III (n = 76)
From: Topology preserving embedded network for PICC segmentation in pediatric X ray images
Method | IoU↑ | Dice↑ | Recall↑ | TDE (mm)↓ |
|---|---|---|---|---|
DFANet22 | 0.2031±0.1268 | 0.3865±0.2796 | 0.3403±0.2932 | 8.7945 |
FSNet18 | 0.2497±0.1497 | 0.5049±0.3108 | 0.4868±0.3349 | 6.7779 |
MDANet23 | 0.2275±0.1129 | 0.3892±0.2512 | 0.3263±0.2664 | 6.4013 |
MISSFormer24 | 0.1874±0.1105 | 0.4233±0.2653 | 0.4278±0.3298 | 6.5067 |
RSF-Conv25 | 0.2145±0.1189 | 0.4542±0.2734 | 0.4195±0.3145 | 6.9571 |
UNet++26 | 0.2138±0.1154 | 0.4315±0.2591 | 0.3787±0.2815 | 6.0440 |
TopNet (our) | 0.5442±0.2058 | 0.6838±0.1976 | 0.6809±0.2461 | 3.2014 |
