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.
Patent No.:
Date of Patent:
Dec. 10, 2024
Filed:
Sep. 17, 2020
Beijing Xiaomi Pinecone Electronics Co., Ltd., Beijing, CN;
Beijing Xiaomi Pinecone Electronics Co., Ltd., Beijing, CN;
Abstract
A training method includes: acquiring voice data of a user on a plurality of devices, and extracting acoustic features based on the voice data to construct a training data set; inputting the training data set into a neural network model, training the neural network model, and acquiring a loss function of each training of the neural network model; and determining that the training of the neural network model is completed when the loss function converges, wherein the loss function is a weighted sum of a classification loss function, a reconstruction loss function, a difference loss function, and a similarity loss function.