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. 02, 2024

Filed:

Jan. 06, 2022
Applicant:

Microsoft Technology Licensing, Llc, Redmond, WA (US);

Inventors:

Lihi Ahuva Shiloh Perl, Tel-Aviv, IL;

Ben Fishman, Herzelya, IL;

Gilad Pundak, Rehovot, IL;

Yonit Hoffman, Herzeliya, IL;

Assignee:
Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G10L 25/93 (2013.01); G06N 3/048 (2023.01); G06N 3/08 (2023.01); G10L 25/45 (2013.01);
U.S. Cl.
CPC ...
G10L 25/93 (2013.01); G06N 3/048 (2023.01); G06N 3/08 (2013.01); G10L 25/45 (2013.01);
Abstract

A computing system for a plurality of classes of audio events is provided, including one or more processors configured to divide a run-time audio signal into a plurality of segments and process each segment of the run-time audio signal in a time domain to generate a normalized time domain representation of each segment. The processor is further configured to feed the normalized time domain representation of each segment to an input layer of a trained neural network. The processor is further configured to generate, by the neural network, a plurality of predicted classification scores and associated probabilities for each class of audio event contained in each segment of the run-time input audio signal. In post-processing, the processor is further configured to generate smoothed predicted classification scores, associated smoothed probabilities, and class window confidence values for each class for each of a plurality of candidate window sizes.


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