Convolutional Neural Network Based Breast Cancer Risk Stratification Using a Mammographic Dataset.

Journal: Academic radiology
Published Date:

Abstract

RATIONALE AND OBJECTIVES: We propose a novel convolutional neural network derived pixel-wise breast cancer risk model using mammographic dataset.

Authors

  • Richard Ha
    Department of Radiology, Columbia University Medical Center, New York, NY.
  • Peter Chang
    Department of Urology, Beth Israel Deaconess Medical Center, Boston, MA, USA.
  • Jenika Karcich
    Department of Radiology, Columbia University Medical Center, New York, New York 10032.
  • Simukayi Mutasa
    Department of Radiology, Columbia University Medical Center, New York, New York 10032.
  • Eduardo Pascual Van Sant
    Columbia University College of Physicians and Surgeons, New York, New York 10032.
  • Michael Z Liu
    Department of Radiology, Columbia University Medical Center, New York, NY.
  • Sachin Jambawalikar
    Department of Radiology, Columbia University Medical Center, New York, NY.