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:
Dec. 20, 2022

Filed:

Aug. 08, 2019
Applicant:

Meta Platforms Technologies, Llc, Menlo Park, CA (US);

Inventors:

Geoffrey Gerson Zweig, Scarsdale, NY (US);

Prahal Arora, New York, NY (US);

Gourab Kundu, Scarsdale, NY (US);

Polina Kuznetsova, New York, NY (US);

Assignee:

Meta Platforms Technologies, LLC, Menlo Park, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 17/00 (2019.01); G06N 3/04 (2006.01); G06K 9/62 (2022.01); G06N 3/08 (2006.01); G06F 40/30 (2020.01);
U.S. Cl.
CPC ...
G06N 3/0445 (2013.01); G06F 40/30 (2020.01); G06K 9/6267 (2013.01); G06N 3/08 (2013.01);
Abstract

Disclosed herein includes a system, a method, and a device for localizing and classifying content in a data set. A device can provide a sequence of portions of a data set to a neural network to generate a plurality of activations. Each activation of the plurality of activations can include at least one value from a layer of the neural network. The device can apply an attention vector to each activation of the plurality of activations to generate a sequence of values. A normalization function can be applied to the sequence of values to generate a sequence of attention scores according to the sequence of values. The device can identify or localize one or more portions in the sequence of portions of the data based in part on the sequence of attention scores.


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