Time Series-Based Spoof Speech Detection Using Long Short-Term Memory and Bidirectional Long Short-Term Memory

Time Series-Based Spoof Speech Detection Using Long Short-Term Memory and Bidirectional Long Short-Term Memory

Detecting fake speech in voice-based authentication systems is crucial for reliability. Traditional methods often struggle because they can't handle the complex patterns over time. Our study introduces an advanced approach using deep learning, specifically Long Short-Term Memory (LSTM) and Bid...

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Bibliographic Details
Main Authors: Arsalan R. Mirza, Abdulbasit K. Al-Talabani
Format: Article
Language:English
Published: Koya University 2024-09-01
Series:ARO-The Scientific Journal of Koya University
Subjects:
Bidirectional Long Short-Term Memory
Constant Q cepstral coefficients
Countermeasure Spoofing
Long Short-Term Memory
Mel-frequency cepstral coefficients
Open-source speech and music interpretation by large-space extraction
Online Access:http://aro.koyauniversity.org/index.php/aro/article/view/1636

Internet

http://aro.koyauniversity.org/index.php/aro/article/view/1636

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