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DFT-Domain Based Single-Microphone Noise Reduction for Speech Enhancement Richard C. Hendriks

DFT-Domain Based Single-Microphone Noise Reduction for Speech Enhancement By Richard C. Hendriks

DFT-Domain Based Single-Microphone Noise Reduction for Speech Enhancement by Richard C. Hendriks


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Summary

Outlines the significant advances that have been made during the last decade in the field of discrete Fourier transform domain-based single-channel noise reduction for speech enhancement. Furthermore, the book provides a concise description of a state-of-the-art speech enhancement system, and demonstrates the relative importance of the various building blocks of such a system.

DFT-Domain Based Single-Microphone Noise Reduction for Speech Enhancement Summary

DFT-Domain Based Single-Microphone Noise Reduction for Speech Enhancement: A Survey of the State of the Art by Richard C. Hendriks

As speech processing devices like mobile phones, voice controlled devices, and hearing aids have increased in popularity, people expect them to work anywhere and at any time without user intervention. However, the presence of acoustical disturbances limits the use of these applications, degrades their performance, or causes the user difficulties in understanding the conversation or appreciating the device. A common way to reduce the effects of such disturbances is through the use of single-microphone noise reduction algorithms for speech enhancement.

The field of single-microphone noise reduction for speech enhancement comprises a history of more than 30 years of research. In this survey, we wish to demonstrate the significant advances that have been made during the last decade in the field of discrete Fourier transform domain-based single-channel noise reduction for speech enhancement.

Furthermore, our goal is to provide a concise description of a state-of-the-art speech enhancement system, and demonstrate the relative importance of the various building blocks of such a system. This allows the non-expert DSP practitioner to judge the relevance of each building block and to implement a close-to-optimal enhancement system for the particular application at hand.

Table of Contents

  • Introduction
  • Single Channel Speech Enhancement: General Principles
  • DFT-Based Speech Enhancement Methods: Signal Model and Notation
  • Speech DFT Estimators
  • Speech Presence Probability Estimation
  • Noise PSD Estimation
  • Speech PSD Estimation
  • Performance Evaluation Methods
  • Simulation Experiments with Single-Channel Enhancement Systems
  • Future Directions

Additional information

GOR012700941
9781627051439
1627051430
DFT-Domain Based Single-Microphone Noise Reduction for Speech Enhancement: A Survey of the State of the Art by Richard C. Hendriks
Used - Very Good
Paperback
Morgan & Claypool Publishers
20130101
80
N/A
Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
This is a used book - there is no escaping the fact it has been read by someone else and it will show signs of wear and previous use. Overall we expect it to be in very good condition, but if you are not entirely satisfied please get in touch with us

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