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. 12, 2023

Filed:

Nov. 16, 2021
Applicant:

Branded Entertainment Network, Inc., Sherman Oaks, CA (US);

Inventors:

Schubert R. Carvalho, Orem, UT (US);

Tyler Folkman, Lehi, UT (US);

Richard Ray Butler, Van Nuys, CA (US);

Assignee:

BEN GROUP, INC., Sherman Oaks, CA;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06K 9/00 (2022.01); G06V 20/40 (2022.01); G06V 40/20 (2022.01); G06N 3/04 (2023.01);
U.S. Cl.
CPC ...
G06V 20/41 (2022.01); G06N 3/04 (2013.01); G06V 20/46 (2022.01); G06V 40/28 (2022.01);
Abstract

This invention classifies an action that appears in a video clip by receiving a video clip for analysis, applying a convolutional neural network mechanism (CNN) to the frames in the clip to generate a 4D embedding tensor for each frame in the clip, applying a multi-resolution convolutional neural network mechanism (CNN) to each of the frames in the clip to generate a sequence of reduced resolution blocks, computing a kinematic attention weight that estimates the amount of motion in the block, applying the attention weights to the embedding tensors for each frame in a clip, to generate a weighted embedding tensor, or context, that represents all the frames in the clip, at the resolution, combining the contexts across all resolutions to generate a multi-resolution context, performing a 3D pooling to obtain a 1D feature vector and classifying a primary action of the video clip based on the feature vector.


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