Data Augmentation for Voiceprint Recognition Using Generative Adversarial Networks

Data Augmentation for Voiceprint Recognition Using Generative Adversarial Networks

Voiceprint recognition systems often face challenges related to limited and diverse datasets, which hinder their performance and generalization capabilities. This study proposes a novel approach that integrates generative adversarial networks (GANs) for data augmentation and convolutional neural net...

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Bibliographic Details
Main Authors: Yao-San Lin, Hung-Yu Chen, Mei-Ling Huang, Tsung-Yu Hsieh
Format: Article
Language:English
Published: MDPI AG 2024-12-01
Series:Algorithms
Subjects:
data augmentation
deep learning
generative adversarial networks
GANs
information security
voiceprint recognition
Online Access:https://www.mdpi.com/1999-4893/17/12/583
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