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:
Nov. 15, 2022

Filed:

Jul. 29, 2020
Applicant:

Keiichi Nakagawa, Tokyo, JP;

Inventor:

Keiichi Nakagawa, Tokyo, JP;

Assignee:

Other;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/04 (2006.01); A61N 5/10 (2006.01); A61B 6/03 (2006.01); G06T 11/00 (2006.01); G06N 3/08 (2006.01); A61B 6/00 (2006.01);
U.S. Cl.
CPC ...
A61N 5/1081 (2013.01); A61B 6/032 (2013.01); A61B 6/4085 (2013.01); A61B 6/5282 (2013.01); A61B 6/583 (2013.01); A61N 5/1031 (2013.01); A61N 5/1038 (2013.01); A61N 5/1049 (2013.01); A61N 5/1075 (2013.01); G06N 3/04 (2013.01); G06N 3/0454 (2013.01); G06N 3/08 (2013.01); G06T 11/005 (2013.01); A61N 2005/1034 (2013.01); A61N 2005/1061 (2013.01); A61N 2005/1076 (2013.01);
Abstract

An improved x-ray cone-beam CT image reconstruction by end-to-end training of a multi-layered neural network is proposed, which employs cone-beam CT images of many patients as input training data, and precalculated scattering projection images of the same patients as output training data. After the training is completed, scattering projection images for a new patient are estimated by inputting a cone-beam CT image of the new patient into the trained multi-layered neural network. Subsequently, scatter-free projection images for the new patient are obtained by subtracting the estimated scattering projection images from measured projection images, beam angle by beam angle. A scatter-free cone-beam CT image is reconstructed from the scatter-free projection images.


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