MRI-based two-stage deep learning model for automatic detection and segmentation of brain metastases.

Journal: European radiology
Published Date: Jan 25, 2023

Abstract

OBJECTIVES: To develop and validate a two-stage deep learning model for automatic detection and segmentation of brain metastases (BMs) in MRI images.

Authors

  • Ruikun Li
  • Yujie Guo
    Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, 250117, People's Republic of China.
  • Zhongchen Zhao
    Department of Automation, School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China.
  • Mingming Chen
  • Xiaoqing Liu
  • Guanzhong Gong
    Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, 250117, People's Republic of China. gongguanzhong@163.com.
  • Lisheng Wang
    Department of Automation, Shanghai Jiaotong University, China.

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