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Abstract
Localization of audio sources is an important research problem, e.g.,
to facilitate noise reduction. In the recent years, the problem has
been tackled using distributed microphone arrays (DMA). A common
approach is to apply direction-of-arrival (DOA) estimation on
each array (denoted as nodes), and then map the DOA estimates to
a location. In practice, however, the individual nodes contain few
microphones, limiting the DOA estimation accuracy and, thereby,
also the localization performance. We investigate a new approach,
where range estimates are also obtained and utilized from each node,
e.g., using time-of-flight cameras. Moreover, we propose an optimal
method for weighting such DOA and range information for audio
localization. Our experiments on both synthetic and real data show
that there is a clear, potential advantage of using the joint audiovisual
localization framework.
to facilitate noise reduction. In the recent years, the problem has
been tackled using distributed microphone arrays (DMA). A common
approach is to apply direction-of-arrival (DOA) estimation on
each array (denoted as nodes), and then map the DOA estimates to
a location. In practice, however, the individual nodes contain few
microphones, limiting the DOA estimation accuracy and, thereby,
also the localization performance. We investigate a new approach,
where range estimates are also obtained and utilized from each node,
e.g., using time-of-flight cameras. Moreover, we propose an optimal
method for weighting such DOA and range information for audio
localization. Our experiments on both synthetic and real data show
that there is a clear, potential advantage of using the joint audiovisual
localization framework.
Originalsprog | Engelsk |
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Tidsskrift | I E E E International Conference on Acoustics, Speech and Signal Processing. Proceedings |
Sider (fra-til) | 454-458 |
Antal sider | 5 |
ISSN | 1520-6149 |
DOI | |
Status | Udgivet - 2015 |
Begivenhed | 40th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2015 - Brisbane, Australien Varighed: 19 apr. 2015 → 24 apr. 2015 Konferencens nummer: 2015 |
Konference
Konference | 40th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2015 |
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Nummer | 2015 |
Land/Område | Australien |
By | Brisbane |
Periode | 19/04/2015 → 24/04/2015 |
Emneord
- Localization
- DOA
- range
- optimal weighting
- distributed microphone arrays
- time-of-flight camera
Fingeraftryk
Dyk ned i forskningsemnerne om 'A Joint Audio-Visual Approach to Audio Localization'. Sammen danner de et unikt fingeraftryk.Projekter
- 1 Afsluttet
-
Localization and Tracking of Speech - a Joint Audio-Visual Approach
01/10/2013 → 30/09/2016
Projekter: Projekt › Forskning