Cognitively Inspired Audiovisual Speech Filtering: Towards an Intelligent, Fuzzy Based, Multimodal, Two-Stage Speech Enhancement System

Author:   Andrew Abel ,  Amir Hussain
Publisher:   Springer International Publishing AG
Edition:   1st ed. 2015
Volume:   5
ISBN:  

9783319135083


Pages:   121
Publication Date:   19 August 2015
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Cognitively Inspired Audiovisual Speech Filtering: Towards an Intelligent, Fuzzy Based, Multimodal, Two-Stage Speech Enhancement System


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Overview

This book presents a summary of the cognitively inspired basis behind multimodal speech enhancement, covering the relationship between audio and visual modalities in speech, as well as recent research into audiovisual speech correlation. A number of audiovisual speech filtering approaches that make use of this relationship are also discussed. A novel multimodal speech enhancement system, making use of both visual and audio information to filter speech, is presented, and this book explores the extension of this system with the use of fuzzy logic to demonstrate an initial implementation of an autonomous, adaptive, and context aware multimodal system. This work also discusses the challenges presented with regard to testing such a system, the limitations with many current audiovisual speech corpora, and discusses a suitable approach towards development of a corpus designed to test this novel, cognitively inspired, speech filtering system.                                                                                

Full Product Details

Author:   Andrew Abel ,  Amir Hussain
Publisher:   Springer International Publishing AG
Imprint:   Springer International Publishing AG
Edition:   1st ed. 2015
Volume:   5
Dimensions:   Width: 15.50cm , Height: 0.80cm , Length: 23.50cm
Weight:   2.488kg
ISBN:  

9783319135083


ISBN 10:   3319135082
Pages:   121
Publication Date:   19 August 2015
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Introduction.-  Audio and visual speech relationship.-  The research context.- 4 A two stage multimodal speech enhancement system.-  Experiments, results, and analysis.-  Towards fuzzy logic based multimodal speech filtering.-  Evaluation of fuzzy logic proof of concept.-  Conclusions and future work.                                                                       

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