PixelTopoIS: a pixel-topology-coupled guidewire tip segmentation framework for robot-assisted intervention.

Journal: International journal of computer assisted radiology and surgery
Published Date:

Abstract

PURPOSE: Existing works showed great performance in pixel-level guidewire segmentation. However, topology-level segmentation has not been fully exploited in these works. Guidewire (tip) endpoint localization and (guidewire) loop detection are typical topology-level guidewire segmentation tasks. A superb guidewire segmentation algorithm should achieve both low endpoint localization error and high loop detection accuracy.

Authors

  • Shenghao Jiang
    Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, 1068 Xueyuan Avenue, Shenzhen University Town, Shenzhen, GD, 518055, People's Republic of China.
  • Sitong Teng
    Hanglok-Tech Co., Ltd., Guangdong, China.
  • Jian Lu
    Key Laboratory of Microelectronic Devices & Integrated Technology, Institute of Microelectronics, Chinese Academy of Sciences, Beijing 100029, China.
  • Cheng Wang
    Department of Pathology, Dalhousie University, Halifax, NS, Canada.
  • Tiexiang Wen
    Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, 1068 Xueyuan Avenue, Shenzhen University Town, Shenzhen, GD, 518055, People's Republic of China. tx.wen@siat.ac.cn.
  • Jianjun Zhu
    Department of Radiology, Zhongda Hospital Southeast University, Nanjing, China.
  • Gaojun Teng
    Jiangsu Key Lab of Molecular and Function Imaging, Department of Radiology, Zhongda Hospital, Medical School of Southeast University, Nanjing, 210009, China.