基于模糊标签和深度学习的TOF-MRA影像脑动脉瘤自动检测

陈萌,耿辰,李郁欣,耿道颖,鲍奕仿,戴亚康

Automatic Detection for Cerebral Aneurysms in TOF-MRA Images Based on Fuzzy Label and Deep Learning

Meng CHEN,Chen GENG,Yu-xin LI,Dao-ying GENG,Yi-fang BAO,Ya-kang DAI

表3 本文方法与现有方法在测试集的结果对比

Table 3 Comparisons of the results obtained by the proposed method with existing methods in the testing set

方法 Sensitivity/% FP count/(个/例) PPV ResNet-18[14] 51.16 0.57 0.44 DeepMedic[15] 86.04 3.40 0.21 3D U-Net[17] 81.39 1.09 0.39 DCAU-Net（本文方法） 90.69 0.83 0.52