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abel andrew; hussain amir - cognitively inspired audiovisual speech filtering

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

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Dettagli

Genere:Libro
Lingua: Inglese
Editore:

Springer

Pubblicazione: 08/2015
Edizione: 1st ed. 2015





Trama

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.                                                                                




Sommario

1 Introduction
2 Audio and Visual Speech Relationship
3 The Research Context
4 A Two Stage Multimodal Speech Enhancement System
5 Experiments, Results, and Analysis
6 Towards Fuzzy Logic Based Multimodal Speech Filtering
7 Evaluation of Fuzzy Logic Proof of Concept
8 Porential Future Research Directions
References
Index                                                                                                                   





Autore

                                                                                                                         










Altre Informazioni

ISBN:

9783319135083

Condizione: Nuovo
Collana: SpringerBriefs in Cognitive Computation
Dimensioni: 235 x 155 mm Ø 2488 gr
Formato: Brossura
Illustration Notes:XVIII, 121 p. 41 illus., 37 illus. in color.
Pagine Arabe: 121
Pagine Romane: xviii


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