The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Aug. 20, 2024

Filed:

Nov. 20, 2019
Applicants:

Emory University, Atlanta, GA (US);

University of Miami, Miami, FL (US);

Inventors:

Hyunsuk Shim, Atlanta, GA (US);

Lee Cooper, Atlanta, GA (US);

Saumya Gurbani, Atlanta, GA (US);

Andrew Maudsley, Miami, FL (US);

Sulaiman Sheriff, Miami, FL (US);

Assignees:

Emory University, Atlanta, GA (US);

University of Miami, Miami, FL (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G01R 33/485 (2006.01); G01R 33/46 (2006.01); G06N 3/045 (2023.01); G06N 3/084 (2023.01);
U.S. Cl.
CPC ...
G01R 33/485 (2013.01); G01R 33/4625 (2013.01); G06N 3/045 (2023.01); G06N 3/084 (2013.01);
Abstract

Systems and methods provide a parallelized deep learning approach to spectral fitting for magnetic resonance spectroscopy data enabling accurate and rapid spectral fitting and determination of metabolite measurements using a conventional computer. The method may include processing multi-spectra magnetic resonance (MR) spectroscopy data of a region of interest through a series of neural networks. The method may include determining baseline components of each spectrum using a first neural network of the series, generating baseline-corrected components for each spectrum using the baseline components; and determining one or more peak components of each spectrum using a second neural network of the series and the baseline-corrected components. The method may further include determining one or more metabolite measurements of the one or more metabolites in the region of interest using the one or more peak components.


Find Patent Forward Citations

Loading…