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Speech Signal Processing Based on Deep Learning in Complex Acoustic Environments

Autor Xiao-Lei Zhang
en Limba Engleză Paperback – 9 sep 2024
Speech Signal Processing Based on Deep Learning in Complex Acoustic Environments provides a detailed discussion of deep learning-based robust speech processing and its applications. The book begins by looking at the basics of deep learning and common deep network models, followed by front-end algorithms for deep learning-based speech denoising, speech detection, single-channel speech enhancement multi-channel speech enhancement, multi-speaker speech separation, and the applications of deep learning-based speech denoising in speaker verification and speech recognition.

  • Provides a comprehensive introduction to the development of deep learning-based robust speech processing
  • Covers speech detection, speech enhancement, dereverberation, multi-speaker speech separation, robust speaker verification, and robust speech recognition
  • Focuses on a historical overview and then covers methods that demonstrate outstanding performance in practical applications
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Specificații

ISBN-13: 9780443248566
ISBN-10: 0443248567
Pagini: 280
Dimensiuni: 152 x 229 mm
Greutate: 0.45 kg
Editura: ELSEVIER SCIENCE

Cuprins

1. Introduction
2. Fundamentals of Deep Learning
3. Voice Activity Detection
4. Single-Channel Speech Enhancement
5. Multi-Channel Speech Enhancement
6. Multi-Speaker Speech Separation
7. Speaker Recognition
8. Speech Recognition