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:
May. 12, 2026

Filed:

Jun. 01, 2023
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Bo Wu, Cambridge, MA (US);

Chuang Gan, Cambridge, MA (US);

Yada Zhu, Irvington, NY (US);

Pin-Yu Chen, White Plains, NY (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06T 7/77 (2017.01); G06T 7/11 (2017.01); G06V 20/70 (2022.01);
U.S. Cl.
CPC ...
G06T 7/77 (2017.01); G06T 7/11 (2017.01); G06V 20/70 (2022.01); G06T 2207/20081 (2013.01);
Abstract

Provided are a computer program product, system, and method for training a pose estimation model to determine anatomy keypoints in images. A teacher network, implementing machine learning, processes images representing anatomies to produce heatmaps representing keypoints of the anatomies. An anatomy parsing network, implementing machine learning, processes the images to produce segmentation representations labeling anatomies represented in the images. The segmentation representations from the anatomy parsing network and the heatmaps from the teacher network are concatenated to produce mixed heatmaps. A pose estimation model, implementing machine learning, is trained to process the images to output predicted heatmaps to minimize a loss function of the output predicted heatmaps from the pose estimation model and the mixed heatmaps.


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