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 language | English |
|---|---|
| Title of host publication | IEEE SSCI 2014 - 2014 IEEE Symposium Series on Computational Intelligence - CICARE 2014 |
| Subtitle of host publication | 2014 IEEE Symposium on Computational Intelligence in Healthcare and e-Health, Proceedings |
| Pages | 56-63 |
| Number of pages | 8 |
| ISBN (Electronic) | 9781479945283 |
| DOIs | |
| Publication status | Published - 12 Jan 2015 |
| Event | 2014 2nd IEEE Symposium on Computational Intelligence in Healthcare and e-Health, CICARE 2014 - Orlando, United States Duration: 9 Dec 2014 → 12 Dec 2014 |
Publication series
| Name | IEEE SSCI 2014 - 2014 IEEE Symposium Series on Computational Intelligence - CICARE 2014: 2014 IEEE Symposium on Computational Intelligence in Healthcare and e-Health, Proceedings |
|---|
Conference
| Conference | 2014 2nd IEEE Symposium on Computational Intelligence in Healthcare and e-Health, CICARE 2014 |
|---|---|
| Country/Territory | United States |
| City | Orlando |
| Period | 9/12/14 → 12/12/14 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
-
SDG 3 Good Health and Well-being
Keywords
- visualization
- speech
- input variables
- detectors
- fuzzy logic
- noise
- speech enhancement
- audio-visual systems
- multimodal system
Fingerprint
Dive into the research topics of 'Cognitively inspired speech processing for multimodal hearing technology'. Together they form a unique fingerprint.Cite this
- APA
- Author
- BIBTEX
- Harvard
- Standard
- RIS
- Vancouver