Accelerated EPR imaging using deep learning denoising.

Journal: Magnetic resonance in medicine
PMID:

Abstract

PURPOSE: Trityl OXO71-based pulse electron paramagnetic resonance imaging (EPRI) is an excellent technique to obtain partial pressure of oxygen (pO) maps in tissues. In this study, we used deep learning techniques to denoise 3D EPR amplitude and pO maps.

Authors

  • Irene Canavesi
    Oxygen Measurement Core, O2M Technologies, LLC, Chicago, Illinois, USA.
  • Navin Viswakarma
    Oxygen Measurement Core, O2M Technologies, LLC, Chicago, Illinois, USA.
  • Boris Epel
    Oxygen Measurement Core, O2M Technologies, LLC, Chicago, Illinois, USA.
  • Alan McMillan
    Department of Medical Physics, University of Wisconsin at Madison, Madison, WI, USA; Department of Radiology, University of Wisconsin at Madison, Madison, WI, USA; Deparment of Biomedical Engineering, University of Wisconsin at Madison, Madison, WI, USA.
  • Mrignayani Kotecha
    Oxygen Measurement Core, O2M Technologies, LLC, Chicago, Illinois, USA.