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. 08, 2025

Filed:

Jul. 13, 2022
Applicant:

Robert Bosch Gmbh, Stuttgart, DE;

Inventors:

Luca Bondi, Pittsburgh, PA (US);

Samarjit Das, Wexford, PA (US);

Shabnam Ghaffarzadegan, Livermore, CA (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G10L 25/21 (2013.01); G06N 3/08 (2023.01); G10L 25/30 (2013.01); G10L 25/51 (2013.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G10L 25/21 (2013.01); G10L 25/30 (2013.01); G10L 25/51 (2013.01);
Abstract

A method data augmentation includes receiving audio stream data associated with at least one impulse event, receiving a label associated with the audio stream data, and detecting, using an onset detector, at least one peak of the at least one impulse event. The method also includes extracting at least one positive sample of the audio stream data associated with the at least one impulse event. The method also includes applying, to the at least one positive sample, the label associated with the audio stream data and extracting at least one negative sample of the audio stream data associated with the at least one impulse event. The method also includes augmenting training data based on the at least one positive sample and the at least one negative sample and training at least one machine-learning model using the augmented training data.


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