A Transfer Learning Approach for Malignant Prostate Lesion Detection on Multiparametric MRI.

Journal: Technology in cancer research & treatment
Published Date: Jan 1, 2019

Abstract

PURPOSE: In prostate focal therapy, it is important to accurately localize malignant lesions in order to increase biological effect of the tumor region while achieving a reduction in dose to noncancerous tissue. In this work, we proposed a transfer learning-based deep learning approach, for classification of prostate lesions in multiparametric magnetic resonance imaging images.

Authors

  • Quan Chen
    Management School, Zhongshan Institute, University of Electronic Science and Technology of China, Guangdong, 528402, China.
  • Shiliang Hu
    2 iLuvatar Corex, Nanjing, Jiangsu, China.
  • Peiran Long
    2 iLuvatar Corex, Nanjing, Jiangsu, China.
  • Fang Lu
    School of Mathematical Sciences, Zhejiang University, Hangzhou, 310027, China.
  • Yujie Shi
    2 iLuvatar Corex, Nanjing, Jiangsu, China.
  • Yunpeng Li
    Centre for Oral, Clinical and Translational Sciences, Faculty of Dental, Oral and Craniofacial Sciences, King's College London, London, United Kingdom.

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