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. 16, 2023

Filed:

Dec. 07, 2020
Applicant:

Advanced Neuromodulation Systems, Inc., Plano, TX (US);

Inventors:

Yagna Pathak, Skokie, IL (US);

Hyun-Joo Park, Frisco, TX (US);

Simeng Zhang, Frisco, TX (US);

Anahita Kyani, Plano, TX (US);

Erika Ross, Dallas, TX (US);

Dehan Zhu, Plano, TX (US);

Douglas Lautner, Frisco, TX (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
A61B 8/00 (2006.01); A61B 34/20 (2016.01); G06K 9/62 (2022.01); G06T 7/73 (2017.01); A61N 1/05 (2006.01); G16H 30/40 (2018.01); G16H 20/40 (2018.01); G16H 50/20 (2018.01); G06V 10/40 (2022.01); A61B 90/00 (2016.01);
U.S. Cl.
CPC ...
A61B 34/20 (2016.02); A61N 1/0534 (2013.01); G06K 9/6257 (2013.01); G06T 7/73 (2017.01); G06V 10/40 (2022.01); G16H 20/40 (2018.01); G16H 30/40 (2018.01); G16H 50/20 (2018.01); A61B 2034/2065 (2016.02); A61B 2090/374 (2016.02); A61B 2090/3762 (2016.02); G06T 2207/10064 (2013.01); G06T 2207/10081 (2013.01); G06T 2207/10088 (2013.01); G06T 2207/20021 (2013.01); G06T 2207/20081 (2013.01); G06T 2207/20084 (2013.01); G06T 2207/30016 (2013.01); G06V 2201/031 (2022.01);
Abstract

The present disclosure provides systems and methods for estimating an orientation of an implanted deep brain stimulation (DBS) lead. Such methods include generating an initial image dataset, down-sampling a respective image or adding noise to images of the subset of the initial image dataset, and re-slicing at least a subset of the modified image dataset along an alternative primary imaging axis, to generate an integrated image dataset. The method also include partitioning the integrated image dataset into a preliminary training image dataset and a testing image dataset, and re-sizing at least a subset of the preliminary training image dataset with a localized field of view around a depicted DBS lead, to generate a training image dataset. The method further includes training a machine-learning model using the training image dataset, and executing the trained machine-learning model to estimate, during a DBS implantation procedure, an orientation of a subject implanted DBS lead.


Find Patent Forward Citations

Loading…