Analysis-Based Optimization of Temporal Dynamic Convolutional Neural Network for Text-Independent Speaker Verification

Analysis-Based Optimization of Temporal Dynamic Convolutional Neural Network for Text-Independent Speaker Verification

Temporal dynamic convolution neural networks (TDY-CNNs) extract speaker embeddings considering the time-varying characteristics of speech and improve text-independent speaker verification performance. In this paper, we optimize TDY-CNNs based on the detailed analysis of the network architecture. The...

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Bibliographic Details
Main Authors: Seong-Hu Kim, Hyeonuk Nam, Yong-Hwa Park
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Access
Subjects:
Speaker verification
text-independent
temporal dynamic convolution
temporal data-dependent kernel
Online Access:https://ieeexplore.ieee.org/document/10151875/

Internet

https://ieeexplore.ieee.org/document/10151875/

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