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DFT-Domain Based Single-Microphone Noise Reduction for Speech Enhancement (Paperback)
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DFT-Domain Based Single-Microphone Noise Reduction for Speech Enhancement (Paperback)
Series: Synthesis Lectures on Speech and Audio Processing
Expected to ship within 10 - 15 working days
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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
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