Cognitively inspired speech processing for multimodal hearing technology

Andrew Abel, Amir Hussain, Bin Luo

Research output: Chapter in Book/Report/Conference proceedingConference contribution book

4 Citations (Scopus)

Abstract

In recent years, the link between the various human communication production domains has become more widely utilised in the field of speech processing. Work by the authors and others has demonstrated that intelligently integrated audio and visual information can be used for speech enhancement. This advance in technology means that the use of visual information as part of hearing aids or assistive listening devices is becoming ever more viable. One issue that is not commonly explored is how a multimodal system copes with variations in data quality and availability, such as a speaker covering their face while talking, or the existence of multiple speakers in a conversational scenario, an issue that a hearing device would be expected to cope with by switching between different programmes and settings to adapt to changes in the environment. We present the Challeng AV audiovisual corpus, which is used to evaluate a novel fuzzy logic based audiovisual switching system, designed to be used as part of a next-generation adaptive, autonomous, context aware hearing system. Initial results show that the detectors are capable of determining environmental conditions and responding appropriately, demonstrating the potential of such an adaptive multimodal system as part of a state of the art hearing aid device.

Original languageEnglish
Title of host publicationIEEE SSCI 2014 - 2014 IEEE Symposium Series on Computational Intelligence - CICARE 2014
Subtitle of host publication2014 IEEE Symposium on Computational Intelligence in Healthcare and e-Health, Proceedings
Pages56-63
Number of pages8
ISBN (Electronic)9781479945283
DOIs
Publication statusPublished - 12 Jan 2015
Event2014 2nd IEEE Symposium on Computational Intelligence in Healthcare and e-Health, CICARE 2014 - Orlando, United States
Duration: 9 Dec 201412 Dec 2014

Publication series

NameIEEE SSCI 2014 - 2014 IEEE Symposium Series on Computational Intelligence - CICARE 2014: 2014 IEEE Symposium on Computational Intelligence in Healthcare and e-Health, Proceedings

Conference

Conference2014 2nd IEEE Symposium on Computational Intelligence in Healthcare and e-Health, CICARE 2014
Country/TerritoryUnited States
CityOrlando
Period9/12/1412/12/14

Keywords

  • visualization
  • speech
  • input variables
  • detectors
  • fuzzy logic
  • noise
  • speech enhancement
  • audio-visual systems
  • multimodal system

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