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Detecting multiple, simultaneous talkers through localising speech recorded by ad-hoc microphone arrays

Conference Paper


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Abstract


  • This paper proposes a novel approach to detecting multiple, simultaneous talkers in multi-party meetings using localisation of active speech sources recorded with an ad-hoc microphone array. Cues indicating the relative distance between sources and microphones are derived from speech signals and room impulse responses recorded by each of the microphones distributed at unknown locations within a room. Multiple active sources are localised by analysing a surface formed from these cues and derived at different locations within the room. The number of localised active sources per each frame or utterance is then counted to estimate when multiple sources are active. The proposed approach does not require prior information about the number and locations of sources or microphones. Synchronisation between microphones is also not required. A meeting scenario with competing speakers is simulated and results show that simultaneously active sources can be detected with an average accuracy of 75% and the number of active sources counted accurately 65% of the time.

Authors


  •   Pasha, Shahab (external author)
  •   Ritz, Christian H.
  •   Zou, Yue-Xian (external author)

Publication Date


  • 2016

Citation


  • S. Pasha, C. Ritz & Y. X. Zou, "Detecting multiple, simultaneous talkers through localising speech recorded by ad-hoc microphone arrays," in 2016 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2016, 2016, pp. 1-6.

Scopus Eid


  • 2-s2.0-85013743233

Ro Full-text Url


  • http://ro.uow.edu.au/cgi/viewcontent.cgi?article=7585&context=eispapers

Ro Metadata Url


  • http://ro.uow.edu.au/eispapers/6555

Start Page


  • 1

End Page


  • 6

Abstract


  • This paper proposes a novel approach to detecting multiple, simultaneous talkers in multi-party meetings using localisation of active speech sources recorded with an ad-hoc microphone array. Cues indicating the relative distance between sources and microphones are derived from speech signals and room impulse responses recorded by each of the microphones distributed at unknown locations within a room. Multiple active sources are localised by analysing a surface formed from these cues and derived at different locations within the room. The number of localised active sources per each frame or utterance is then counted to estimate when multiple sources are active. The proposed approach does not require prior information about the number and locations of sources or microphones. Synchronisation between microphones is also not required. A meeting scenario with competing speakers is simulated and results show that simultaneously active sources can be detected with an average accuracy of 75% and the number of active sources counted accurately 65% of the time.

Authors


  •   Pasha, Shahab (external author)
  •   Ritz, Christian H.
  •   Zou, Yue-Xian (external author)

Publication Date


  • 2016

Citation


  • S. Pasha, C. Ritz & Y. X. Zou, "Detecting multiple, simultaneous talkers through localising speech recorded by ad-hoc microphone arrays," in 2016 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2016, 2016, pp. 1-6.

Scopus Eid


  • 2-s2.0-85013743233

Ro Full-text Url


  • http://ro.uow.edu.au/cgi/viewcontent.cgi?article=7585&context=eispapers

Ro Metadata Url


  • http://ro.uow.edu.au/eispapers/6555

Start Page


  • 1

End Page


  • 6