基于3D VNetTrans的膝关节滑膜磁共振图像自动分割
王颖珊,邓奥琦,毛瑾玲,朱中旗,石洁,杨光,马伟伟,路青,汪红志

Automatic Segmentation of Knee Joint Synovial Magnetic Resonance Images Based on 3D VNetTrans
Ying-shan WANG,Ao-qi DENG,Jin-ling MAO,Zhong-qi ZHU,Jie SHI,Guang YANG,Wei-wei MA,Qing LU,Hong-zhi WANG
表4 消融实验
Table 4 Ablation experiment
网络模型激活函数是否加入Transformer模块DiceSensitivitySpecificityRVD/%HD/mm
VNetReLU0.67490.72620.99089.2134.6
VNet + MemSwishMemSwish0.69620.75800.990414.9235.8
VNet + TransformerReLU0.71400.75270.99132.5233.6
This workMemSwish0.75850.76330.9943?1.3424.6