University of Surrey

Test tubes in the lab Research in the ATI Dance Research

Computational Analysis of Sound Scenes and Events

Virtanen, T, Plumbley, Mark and Ellis, D, eds. (2018) Computational Analysis of Sound Scenes and Events Springer International Publishing, Cham, Switzerland. ISBN 978-3-319-63450-0 (eBook) ; 978-3-319-63449-4 (Hardcover)

Full text not available from this repository.

Abstract

This book presents computational methods for extracting the useful information from audio signals, collecting the state of the art in the field of sound event and scene analysis. The authors cover the entire procedure for developing such methods, ranging from data acquisition and labeling, through the design of taxonomies used in the systems, to signal processing methods for feature extraction and machine learning methods for sound recognition. The book also covers advanced techniques for dealing with environmental variation and multiple overlapping sound sources, and taking advantage of multiple microphones or other modalities. The book gives examples of usage scenarios in large media databases, acoustic monitoring, bioacoustics, and context-aware devices. Graphical illustrations of sound signals and their spectrographic representations are presented, as well as block diagrams and pseudocode of algorithms. Gives an overview of methods for computational analysis of sounds scenes and events, allowing those new to the field to become fully informed; Covers all the aspects of the machine learning approach to computational analysis of sound scenes and events, ranging from data capture and labeling process to development of algorithms; Includes descriptions of algorithms accompanied by a website from which software implementations can be downloaded, facilitating practical interaction with the techniques.

Item Type: Book
Divisions : Faculty of Engineering and Physical Sciences > Electronic Engineering
Date : 2018
Copyright Disclaimer : Copyright 2018 Springer International Publishing AG
Uncontrolled Keywords : Audio signal processing Computational auditory scene analysis Acoustic pattern recognition Sound event detection Sound scene analysis
Depositing User : Melanie Hughes
Date Deposited : 29 Nov 2017 11:17
Last Modified : 29 Nov 2017 11:17
URI: http://epubs.surrey.ac.uk/id/eprint/845062

Actions (login required)

View Item View Item

Downloads

Downloads per month over past year


Information about this web site

© The University of Surrey, Guildford, Surrey, GU2 7XH, United Kingdom.
+44 (0)1483 300800