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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.

Patent No.:

US 12530775 B1

PDFFull Text
Date of Patent:
Jan. 20, 2026

Filed:

Jul. 01, 2021

Model-based deep learning for globally optimal surface segmentation

Applicant:

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

Inventors:

Xiaodong Wu, Iowa City, IA (US);

Leixin Zhou, Iowa City, IA (US);

John M Buatti, Iowa City, IA (US);

Hui Xie, North Liberty, IA (US);

Assignee:

UNIVERSITY OF IOWA RESEARCH FOUNDATION, Iowa City, IA (US);

Attorney:

Goodhue, Coleman & Owens, P.C.

Primary Examiner:

Jennifer Mehmood

Assistant Examiner:

Heath E. Wells

Int. Cl.
CPC ...
G06T 7/11 (2017.01); G06T 7/00 (2017.01); G06T 7/162 (2017.01);
U.S. Cl.
CPC ...
G06T 7/11 (2017.01); G06T 7/0012 (2013.01); G06T 7/162 (2017.01); G06T 2207/10072 (2013.01); G06T 2207/10132 (2013.01); G06T 2207/20081 (2013.01); G06T 2207/20084 (2013.01);
Abstract

An automated method for segmentation includes steps of receiving at a computing device an input image representing at least one surface and performing by the computing device image segmentation on the input image based on a graph surface segmentation model with deep learning. The deep learning may be used to parameterize the graph surface segmentation model.

Find Patent Forward Citations

Wu, Xiaodong. (2026). Model-based deep learning for globally optimal surface segmentation (U.S. Patent No. 12530775). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12530775

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