Design of voiceprint recognition algorithm based on triplet-loss-optimized deep learning

Zhendong Xu; Feng Gao; Yuebo Jia; Ziyu Gu; Yande Liu; Xu Jun

doi:10.1117/12.3026446

1 April 2024 Design of voiceprint recognition algorithm based on triplet-loss-optimized deep learning

Zhendong Xu, Feng Gao, Yuebo Jia, Ziyu Gu, Yande Liu, Xu Jun

Proceedings Volume 13082, Fourth International Conference on Mechanical Engineering, Intelligent Manufacturing, and Automation Technology (MEMAT 2023); 130821F (2024) https://doi.org/10.1117/12.3026446
Event: 2023 4th International Conference on Mechanical Engineering, Intelligent Manufacturing and Automation Technology (MEMAT 2023), 2023, Guilin, China

Abstract

Voiceprint recognition is a technology that verifies or identifies individuals by analysing their speech signals. Traditional voiceprint recognition methods have issues like inaccurate feature extraction and weak robustness. To enhance the performance of voiceprint recognition, this paper adopts the triplet loss and its optimization. By employing the optimized triplet loss, we can effectively improve the accuracy and robustness of voiceprint recognition.

(2024) Published by SPIE. Downloading of the abstract is permitted for personal use only.

Citation Download Citation

Zhendong Xu, Feng Gao, Yuebo Jia, Ziyu Gu, Yande Liu, and Xu Jun "Design of voiceprint recognition algorithm based on triplet-loss-optimized deep learning", Proc. SPIE 13082, Fourth International Conference on Mechanical Engineering, Intelligent Manufacturing, and Automation Technology (MEMAT 2023), 130821F (1 April 2024); https://doi.org/10.1117/12.3026446

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
5 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Deep learning

Speaker recognition

Detection and tracking algorithms

Education and training

Feature extraction

Data modeling

Neural networks

Show All Keywords

Keywords/Phrases

Search In:

Publication Years