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:
Feb. 03, 2026

Filed:

May. 26, 2023
Applicants:

University of Iowa Research Foundation, Iowa City, IA (US);

Canon Medical Systems Corporation, Tochigi, JP;

Inventors:

Samir Dev Sharma, Vernon Hills, IL (US);

Mathews Jacob, Coralville, IA (US);

Aniket Pramanik, Iowa City, IA (US);

Sampada Bhave, Vernon Hills, IL (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06T 11/00 (2006.01); G06T 5/70 (2024.01); G06T 5/73 (2024.01); G06T 7/00 (2017.01); G16H 30/40 (2018.01);
U.S. Cl.
CPC ...
G06T 11/008 (2013.01); G06T 5/70 (2024.01); G06T 5/73 (2024.01); G06T 7/0012 (2013.01); G16H 30/40 (2018.01); G06T 2207/10088 (2013.01); G06T 2207/20081 (2013.01); G06T 2207/20084 (2013.01); G06T 2207/30016 (2013.01);
Abstract

A method for machine learning includes learning, during a training stage, network parameter values of a neural network to obtain a trained neural network configured to perform reconstruction of medical images; refining, during a subsequent refinement stage, the learned network parameter values to generate refined network parameter values defining a refined neural network; and applying input medical image data to the refined neural network to generate a reconstructed medical image. The method retains benefits of machine learning image reconstruction to obtain a desired reconstructed image.


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