基于Dense-UNet++的关节滑膜磁共振图像分割

王振宇,王颖珊,毛瑾玲,马伟伟,路青,石洁,汪红志

Magnetic Resonance Images Segmentation of Synovium Based on Dense-UNet++

Zhen-yu WANG,Ying-shan WANG,Jin-ling MAO,Wei-wei MA,Qing LU,Jie SHI,Hong-zhi WANG

表2 相同测试集中不同网络架构结果对比

Table 2 Results of different networks applied in the same test set

网络结构 激活函数 Batch size 平均DSC 平均IOU DSC标准差 ResUNet[17] ReLu 8 0.5832 0.7990 / VGG-UNet++ ReLu 8 0.7399 0.8136 0.049 Dense-UNet++ ReLu 8 0.7793 0.8447 0.038 Dense-UNet++ Swish 8 0.8199 0.9279 0.046