Intelligent Audio Analysis
By: by Björn W. Schuller
Contributors: SpringerLink (Online service)
Series: Signals and Communication Technology
Publisher: Springer Berlin Heidelberg; Imprint: Springer
Published: 2013
Place of publication: Berlin, Heidelberg
Language: eng
Format: [electronic resource] /
Number of pages: 345
ISBN-13: 9783642368066
Subjects: Acoustics in engineering; Engineering Acoustics; Engineering; Computer science; Image and Speech Processing Signal; User Interfaces and Human Computer Interaction
Description: This book provides the reader with the knowledge necessary for comprehension of the field of Intelligent Audio Analysis. It firstly introduces standard methods and discusses the typical Intelligent Audio Analysis chain going from audio data to audio features to audio recognition.  Further, an introduction to audio source separation, and enhancement and robustness are given. After the introductory parts, the book shows several applications for the three types of audio: speech, music, and general sound. Each task is shortly introduced, followed by a description of the specific data and methods applied, experiments and results, and a conclusion for this specific task. The books provides benchmark results and standardized test-beds for a broader range of audio analysis tasks. The main focus thereby lies on the parallel advancement of realism in audio analysis, as too often today’s results are overly optimistic owing to idealized testing conditions, and it serves to stimulate synergies arising from transfer of methods and leads to a holistic audio analysis.
Table of contents: title: Part I Introduction; title: Intelligent Audio Analysis: a Definition; title: Motivation, Aims, and Solutions; title: Structure of this book; title: Part II Intelligent Audio Analysis Methods; title: Chain of Processing; title: Audio Data; title: Audio Features; title: Audio Recognition; title: Audio Source Separation: openBlissART; title: Audio Enhancement and Robustness; title: Part III Intelligent Audio Analysis Applications; title: Applications in Intelligent Speech Analysis; title: Applications in Intelligent Music Analysis; title: Applications in Intelligent Sound Analysis; title: Part IV Conclusion; title: Discussion; title: Vision; title: openSMILE Standardised Feature Sets.