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:
Apr. 19, 2022

Filed:

Sep. 18, 2017
Applicant:

Qualcomm Incorporated, San Diego, CA (US);

Inventors:

Amirhossein Habibian, Amsterdam, NL;

Cornelis Gerardus Maria Snoek, Volendam, NL;

Assignee:

QUALCOMM Incorporated, San Diego, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06K 9/62 (2022.01); G06N 3/067 (2006.01); G06N 3/08 (2006.01); G06V 10/82 (2022.01); G06N 3/04 (2006.01); G06V 10/20 (2022.01); G06V 10/44 (2022.01); G06V 10/62 (2022.01);
U.S. Cl.
CPC ...
G06K 9/623 (2013.01); G06K 9/6273 (2013.01); G06N 3/0454 (2013.01); G06N 3/067 (2013.01); G06N 3/084 (2013.01); G06V 10/255 (2022.01); G06V 10/454 (2022.01); G06V 10/62 (2022.01);
Abstract

An artificial neural network for learning to track a target across a sequence of frames includes a representation network configured to extract a target region representation from a first frame and a search region representation from a subsequent frame. The artificial neural network also includes a cross-correlation layer configured to convolve the extracted target region representation with the extracted search region representation to determine a cross-correlation map. The artificial neural network further includes a loss layer configured to compare the cross-correlation map with a ground truth cross-correlation map to determine a loss value and to back propagate the loss value into the artificial neural network to update filter weights of the artificial neural network.


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