A study of generalization and compatibility performance of 3D U-Net segmentation on multiple heterogeneous liver CT datasets.

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作者： Baochun,He ^[1] ; Dalong,Yin ^[2] ; Xiaoxia,Chen ^[3] ; Huoling,Luo ^[4] ; Deqiang,Xiao ^[5] ; Mu,He ^[1] ; Guisheng,Wang ^[2] ; Chihua,Fang ^[1] ; Lianxin,Liu ^[2] ; Fucang,Jia ^[6]

作者单位： Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China. ^[1] Shenzhen College of Advanced Technology, University of Chinese Academy of Sciences, Shenzhen, China. ^[2] Department of Hepatobiliary Surgery, The First Affiliated Hospital, Harbin Medical University, Harbin, China. ^[3] Department of Hepatobiliary Surgery, The First Affiliated Hospital, University of Science and Technology of China, Hefei, China. ^[4] Department of Radiology, The Third Medical Center, General Hospital of PLA, Beijing, China. ^[5] First Hepatobiliary Surgery, Zhujiang Hospital, Southern Medical University, Guangzhou, China. ^[6] Department of Hepatobiliary Surgery, The First Affiliated Hospital, Harbin Medical University, Harbin, China. liulx@ustc.edu.cn. ^[7] Department of Hepatobiliary Surgery, The First Affiliated Hospital, University of Science and Technology of China, Hefei, China. liulx@ustc.edu.cn. ^[8] Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China. fc.jia@siat.ac.cn. ^[9] Shenzhen College of Advanced Technology, University of Chinese Academy of Sciences, Shenzhen, China. fc.jia@siat.ac.cn. ^[10] Pazhou Lab, Guangzhou, China. fc.jia@siat.ac.cn. ^[11]

关键词 Dataset-wise convolution Generalization Liver segmentation U-Net