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Voiceprint recognition method and device, computer equipment and storage medium

A technology of voiceprint recognition and recognition, which is applied in speech analysis, instruments, etc., and can solve the problems that the recognition efficiency and recognition accuracy cannot be considered at the same time.

Pending Publication Date: 2021-03-26
PING AN TECH (SHENZHEN) CO LTD
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] The purpose of the embodiments of the present application is to propose a voiceprint recognition method, device, computer equipment, and storage medium to solve the technical problem that existing voiceprint recognition methods cannot take into account both recognition efficiency and recognition accuracy

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  • Voiceprint recognition method and device, computer equipment and storage medium
  • Voiceprint recognition method and device, computer equipment and storage medium

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Embodiment Construction

[0058] Unless otherwise defined, all technical and scientific terms used herein have the same meaning as commonly understood by those skilled in the technical field of the application; the terms used herein in the description of the application are only to describe specific embodiments The purpose is not to limit the present application; the terms "comprising" and "having" and any variations thereof in the specification and claims of the present application and the description of the above drawings are intended to cover non-exclusive inclusion. The terms "first", "second" and the like in the description and claims of the present application or the above drawings are used to distinguish different objects, rather than to describe a specific order.

[0059] Reference herein to an "embodiment" means that a particular feature, structure, or characteristic described in connection with the embodiment can be included in at least one embodiment of the present application. The occurrenc...

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PUM

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Abstract

The invention discloses a voiceprint recognition method and a device, computer equipment and a storage medium, and belongs to the technical field of artificial intelligence, and the method comprises the steps: obtaining a to-be-recognized voice, carrying out the framing of the to-be-recognized voice, and obtaining an audio frame set; performing Fourier transform on the audio frame to obtain sequence information of the voice data; inputting the sequence information into a pre-trained self-attention voiceprint recognition model, and obtaining a voiceprint feature matrix of the audio frame; and splicing the voiceprint feature matrixes to obtain a voiceprint recognition result of the to-be-recognized voice. In addition, the invention also relates to a blockchain technology, and the to-be-recognized voice can be stored in a blockchain. According to the method, training and prediction of the voiceprint recognition model are carried out by adopting the neural network, the voice features are mapped to the hidden spaces by adopting the self-attention mechanism to be processed respectively, and finally the processing results of all the audio frames are spliced to obtain the recognition result of the to-be-recognized voice, so that parallel operation can be realized, and the identification precision is considered while the identification efficiency is ensured.

Description

technical field [0001] The present application belongs to the technical field of artificial intelligence, and specifically relates to a voiceprint recognition method, device, computer equipment and storage medium. Background technique [0002] Voiceprint recognition is a kind of biometric information recognition technology, also known as speaker recognition, which is a technology to judge the speaker's identity through voice. Due to the safety and reliability of voiceprint recognition, it can be used in almost all security protection fields and personalization applications that require identification. For example, the business volume of financial institutions such as banks, securities, and insurance continues to expand, resulting in a large number of identification needs. Compared with traditional identification technology, the advantage of voiceprint recognition is that the voiceprint extraction process is simple and low-cost, and each person's voiceprint features are diff...

Claims

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Application Information

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IPC IPC(8): G10L17/02G10L17/04G10L17/18G10L17/22
CPCG10L17/02G10L17/18G10L17/22G10L17/04
Inventor 陈闽川马骏王少军
Owner PING AN TECH (SHENZHEN) CO LTD
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