Computational Analysis of Sound Scenes and Events

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 t...

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Bibliographic Details
Other Authors: Virtanen, Tuomas (Editor), Plumbley, Mark D. (Editor), Ellis, Dan (Editor)
Format: eBook
Language:English
Published: Cham Springer International Publishing 2018, 2018
Edition:1st ed. 2018
Subjects:
Online Access:
Collection: Springer eBooks 2005- - Collection details see MPG.ReNa
Table of Contents:
  • Introduction to sound scene and event analysis.- The Machine Learning Approach for Analysis of Sound Scenes and Events
  • Acoustics and psychacoustics of sound scenes and events
  • Acoustic features for environmental sound analysis
  • Statistical Methods for Scene and Event Classification
  • Datasets and evaluation
  • Everyday Sound Categorization
  • Approaches to complex sound scene analysis
  • Multiview approaches to event detection and scene analysis
  • Sound sharing and retrieval
  • Computational bioacoustic scene analysis
  • Audio Event Recognition in the Smart Home
  • Sound Analysis in Smart Cities
  • Future Perspective
  • Index