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Audio Source Separation and Speech Enhancement (Hardcover)
Loot Price: R3,366
Discovery Miles 33 660
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Audio Source Separation and Speech Enhancement (Hardcover)
Expected to ship within 12 - 19 working days
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Learn the technology behind hearing aids, Siri, and Echo Audio
source separation and speech enhancement aim to extract one or more
source signals of interest from an audio recording involving
several sound sources. These technologies are among the most
studied in audio signal processing today and bear a critical role
in the success of hearing aids, hands-free phones, voice command
and other noise-robust audio analysis systems, and music
post-production software. Research on this topic has followed three
convergent paths, starting with sensor array processing,
computational auditory scene analysis, and machine learning based
approaches such as independent component analysis, respectively.
This book is the first one to provide a comprehensive overview by
presenting the common foundations and the differences between these
techniques in a unified setting. Key features: * Consolidated
perspective on audio source separation and speech enhancement. *
Both historical perspective and latest advances in the field, e.g.
deep neural networks. * Diverse disciplines: array processing,
machine learning, and statistical signal processing. * Covers the
most important techniques for both single-channel and multichannel
processing. This book provides both introductory and advanced
material suitable for people with basic knowledge of signal
processing and machine learning. Thanks to its comprehensiveness,
it will help students select a promising research track,
researchers leverage the acquired cross-domain knowledge to design
improved techniques, and engineers and developers choose the right
technology for their target application scenario. It will also be
useful for practitioners from other fields (e.g., acoustics,
multimedia, phonetics, and musicology) willing to exploit audio
source separation or speech enhancement as pre-processing tools for
their own needs.
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