Multiple deep learning models based on MRI images in discriminating glioblastoma from solitary brain metastases: a multicentre study.

Journal: BMC medical imaging
Published Date: May 19, 2025

Abstract

OBJECTIVE: Development of a deep learning model for accurate preoperative identification of glioblastoma and solitary brain metastases by combining multi-centre and multi-sequence magnetic resonance images and comparison of the performance of different deep learning models.

Authors

  • Chao Kong
    Department of Graduate, Shandong First Medical University, Shandong Academy of Medical Sciences, Jinan, China.
  • Ding Yan
    Shanghai Tobacco Company, 200000, Shanghai, China.
  • Kai Liu
    College of Marine Sciences, Shanghai Ocean University, Shanghai 201306, China.
  • Yong Yin
    Department of Radiation Oncology, Shandong Cancer Hospital, Jinan, Shandong, 250117, China.
  • Changsheng Ma
    Department of Radiation Physics, Shandong Cancer Hospital and Institute, Shandong First Medical University, Shandong Academy of Medical Sciences, 250117, Jinan, Shandong Province, China. machangsheng_2000@126.com.

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