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Multi-array Multi-speaker Tracking

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Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 2807))

Abstract

In this work we deal with the fusion of the estimates of independentmicrophone arrays to produce an improved estimate of the Direction of Arrival(DOA) of one moving speaker, as well as localization coordinates of multiple moving speakers based on Time Delay Of Arrivals (TDOA). Our approach (a) fuses measurements from independent arrays, (b) incorporates kinematic information of speakers’ movement by using parallel Kalman filters, and (c) associates observations to specific speakers by using a Probabilistic Data Association (PDA) technique. We demonstrate that a network of arrays combined with statistical fusion techniques provides a consistent and coherent way to reduce uncertainty and ambiguity of measurements. The efficiency of the approach is illustrated on a simulation dealing with beamforming onemoving speaker on an extended basis and localization of two closely spaced moving speakers with crossing trajectories.

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© 2003 Springer-Verlag Berlin Heidelberg

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Potamitis, I., Tremoulis, G., Fakotakis, N. (2003). Multi-array Multi-speaker Tracking. In: Matoušek, V., Mautner, P. (eds) Text, Speech and Dialogue. TSD 2003. Lecture Notes in Computer Science(), vol 2807. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-39398-6_29

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  • DOI: https://doi.org/10.1007/978-3-540-39398-6_29

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-20024-6

  • Online ISBN: 978-3-540-39398-6

  • eBook Packages: Springer Book Archive

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