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VAE SPEAKER RECOGNITION FEATURE EXTRACTION METHOD AND SYSTEM USING VARIATIONAL AUTO ENCODER

机译:可变自动编码器的VAE扬声器识别特征提取方法及系统

摘要

The present invention relates to a speaker recognition feature extraction method using a variational auto encoder (VAE) which comprises the following steps of: learning a universal background model (UBM) which is a speaker independent model; generating one integrated vector based on extracted Baum-Welch statistics; learning the VAE with the one integrated vector as an input vector; and extracting latent variables as speaker recognition features. Therefore, the speaker recognition feature extraction method using the VAE can increase speaker recognition performance.
机译:本发明涉及一种使用变分自动编码器(VAE)的说话人识别特征提取方法,包括以下步骤:学习作为说话人独立模型的通用背景模型(UBM);基于提取的Baum-Welch统计信息生成一个综合矢量;以一个积分向量作为输入向量来学习VAE;并提取潜在变量作为说话人识别功能。因此,使用VAE的说话者识别特征提取方法可以提高说话者识别性能。

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