NIST RT'05S Evaluation: Pre-processing Techniques and Speaker Diarization on Multiple Microphone Meetings

Dan Istrate 1 Corinne Fredouille 1 Sylvain Meignier 2 Laurent Besacier 3 Jean Bonastre 1
1 LIA - Laboratoire Informatique d'Avignon
2 LIUM - Laboratoire d'Informatique de l'Université du Mans
3 CLIPS - IMAG - Communication Langagière et Interaction Personne-Système
Abstract : This paper presents different pre-processing techniques, coupled with three speaker diarization systems in the framework of the NIST 2005 Spring Rich Transcription campaign (RT'05S). The pre-processing techniques aim at providing a signal quality index in order to build unique " virtual " signal obtained from all the microphone recordings available for a meeting. The unique " virtual " signal relies on a weighted sum of the different microphones while the signal quality index is given according to a signal to noise ratio. Two methods are used in this paper to compute the instantaneous signal to noise ratio: speech activity detection based approach and a noise spectrum estimate. The speaker diarization task is performed using systems developed by different labs: the LIA, LIUM and CLIPS. Among the different system submissions made by these three labs, the best system obtained 24.5 % speaker diarization error for the conference subdomain and 18.4 % for lecture subdomain.
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Communication dans un congrès
RT'05S Workshop, 2005, Edinburgh, United Kingdom. RT'05S Workshop, pp.428 - 439, 2006, 〈10.1007/11677482_36〉
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LIUM | LIUM-LST | IMAG | UNIV-LEMANS | UGA | UNIV-AVIGNON

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Dan Istrate, Corinne Fredouille, Sylvain Meignier, Laurent Besacier, Jean Bonastre. NIST RT'05S Evaluation: Pre-processing Techniques and Speaker Diarization on Multiple Microphone Meetings. RT'05S Workshop, 2005, Edinburgh, United Kingdom. RT'05S Workshop, pp.428 - 439, 2006, 〈10.1007/11677482_36〉. 〈hal-01434285〉

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