Intact metabolite spectrum mining by deep learning in proton magnetic resonance spectroscopy of the brain.

Journal: Magnetic resonance in medicine
PMID:

Abstract

PURPOSE: To develop a robust method for brain metabolite quantification in proton magnetic resonance spectroscopy ( H-MRS) using a convolutional neural network (CNN) that maps in vivo brain spectra that are typically degraded by low SNR, line broadening, and spectral baseline into noise-free, line-narrowed, baseline-removed intact metabolite spectra.

Authors

  • Hyeong Hun Lee
    Department of Biomedical Sciences, Seoul National University, Seoul, Korea.
  • Hyeonjin Kim
    Department of Biomedical Sciences, Seoul National University, Seoul, Korea.