LNAS: a clinically applicable deep-learning system for mediastinal enlarged lymph nodes segmentation and station mapping without regard to the pathogenesis using unenhanced CT images.

Abstract

Authors

• Yang Cao
  Tianjin Institute of Health & Environmental Medicine, 1 Dali Road, Heping District, Tianjin, 300050, China.
• Jintang Feng
  Department of Radiology, Tianjin Medical University General Hospital, Tianjin, 300052, China.
• Cheng Wang
  Department of Pathology, Dalhousie University, Halifax, NS, Canada.
• Fan Yang
  School of Electrical Engineering and Automation, Jiangsu Normal University, Xuzhou, China.
• Xiaomeng Wang
  Department of Radiology, Tianjin Medical University General Hospital, Tianjin, 300052, China.
• Jingxu Xu
  Department of Research Collaboration, R&D Center, Beijing Deepwise & League of PHD Technology Co., Ltd., Beijing, China.
• Chencui Huang
  Department of Research Collaboration, R&D Center, Beijing Deepwise & League of PHD Technology Co., Ltd., Beijing, China.
• Shu Zhang
  State University of New York, Department of Radiology, Stony Brook, New York, United States.
• Zihao Li
  School of Mechanical Engineering and Automation, Harbin Institute of Technology(Shenzhen), Shenzhen, 518055, China.
• Li Mao
  Deepwise AI Lab, Deepwise Inc, No.8 Haidian avenue, Sinosteel International Plaza, Beijing, 100080, China.
• Tianzhu Zhang
  University of Science and Technology of China, No.96 JinZhai Road, Hefei, Anhui, 230026, PR China. Electronic address: tzzhang@ustc.edu.cn.
• Bingzhen Jia
  Department of Radiology, Tianjin Medical University General Hospital, Tianjin, 300052, China.
• Tongli Li
  Department of Radiology, Tianjin Medical University General Hospital, Tianjin, 300052, China.
• Hui Li
  Department of Ophthalmology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China.
• Bingjin Zhang
  Department of Radiology, Qilu Hospital (Qingdao), Cheeloo College of Medicine, Shandong University, Jinan, Shandong, China.
• Hongmei Shi
  Department of Radiology, Qilu Hospital (Qingdao), Cheeloo College of Medicine, Shandong University, Jinan, Shandong, China.
• Dong Li
  Department of Cardiovascular Medicine, Lanzhou University Second Hospital, 730030 Lanzhou, Gansu, China.
• Ningnannan Zhang
  Department of Radiology, Tianjin Medical University General Hospital, Tianjin, 300052, China.
• Yizhou Yu
  Department of Computer Science, The University of Hong Kong, Pok Fu Lam, Hong Kong.
• Xiangshui Meng
  Department of Radiology, Qilu Hospital (Qingdao), Cheeloo College of Medicine, Shandong University, Jinan, Shandong, China.
• Zhang Zhang
  c BIG Data Center, Beijing Institute of Genomics (BIG) , Chinese Academy of Sciences , Beijing , China.

Keywords

External Resources