UConvTrans:全局和局部信息交互的双分支心脏图像分割

李擎, 皇甫玉彬, 李江昀, 杨志方, 陈鹏, 王子涵

UConvTrans:A Dual-Flow Cardiac Image Segmentation Network by Global and Local Information Integration

LI Qing, HUANGFU Yubin, LI Jiangyun, YANG Zhifang, CHEN Peng, WANG Zihan

表1 FCTB消融实验结果

Tab.1 Ablation experiment results of FCTB

方法 Fuse Trans to Conv Fuse Conv to Trans DSC /% 平均 RV Myo LV Only Trans — — 83.75 80.75 82.48 88.02 Only Conv — — 87.60 86.64 86.17 89.98 Trans+Conv × × 88.61 86.70 87.72 91.40 Trans+Conv × √ 88.76 87.52 87.06 91.69 Trans+Conv √ × 89.25 87.08 88.31 92.38 Trans+Conv √ √ 89.38 87.12 88.44 92.57