表 3. Comparison of the segmentation effects of various algorithms on the left and right ventricle segmentation verification set.
各类算法在左右二心室分割验证集上的分割效果对比表
分割算法 | DSC | L-pre | R-pre | L-recall | R-recall |
U-net | 87.54% | 83.24% | 80.41% | 84.91% | 84.04% |
attention U-net | 89.40% | 83.82% | 82.47% | 85.32% | 84.15% |
U-net++ | 89.44% | 85.81% | 80.14% | 82.76% | 85.94% |
Deeplabv3+ | 88.99% | 84.71% | 77.57% | 85.26% | 84.91% |
PAnet | 87.60% | 87.47% | 82.90% | 80.07% | 83.22% |
RU-net | 89.34% | 85.83% | 83.80% | 83.98% | 83.56% |
ResDUnet | 89.46% | 88.05% | 84.96% | 83.98% | 83.40% |
本文 | 90.63% | 87.74% | 84.31% | 87.90% | 86.29% |