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:
Jul. 04, 2023

Filed:

Apr. 14, 2020
Applicant:

Sony Interactive Entertainment Inc., Tokyo, JP;

Inventor:

Sudha Krishnamurthy, Foster City, CA (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/084 (2023.01); G06F 16/68 (2019.01); G06N 20/00 (2019.01); G10L 15/16 (2006.01); G06N 3/045 (2023.01);
U.S. Cl.
CPC ...
G06N 3/084 (2013.01); G06F 16/68 (2019.01); G06N 3/045 (2023.01); G06N 20/00 (2019.01); G10L 15/16 (2013.01);
Abstract

Sound effect recommendations for visual input are generated by training machine learning models that learn coarse-grained and fine-grained audio-visual correlations from a reference image, a positive audio signals, and a negative audio signal. A positive audio embedding related to the reference image is generated from the positive audio signal and a negative audio embedding is generated from a negative audio signal. A machine learning algorithm uses the reference image, the positive audio embedding and the negative audio embedding as inputs to train a visual-to-audio correlation neural network to output a smaller distance between the positive audio embedding and the reference image than the negative audio embedding and the reference image.


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