Graduate School and Research Center In communication systems

The LIA-Eurecom RT'09 speaker diarization system : enhancements in speaker modelling and cluster purification

Bozonnet, Simon; Evans, Nicholas W D; Fredouille, Corinne

ICASSP 2010, 35th International Conference on Acoustics, Speech, and Signal Processing, March 14-19, 2010, Dallas, Texas, USA

There are two approaches to speaker diarization. They are bottom-up and top-down. Our work on top-down systems show that they can deliver competitive results compared to bottom-up systems and that they are extremely computationally efficient, but also that they are particularly prone to poor model initialisation and cluster impurities. In this paper we present enhancements to our state-of-the-art, top-down approach to speaker diarization that deliver improved stability across three different datasets composed of conference meetings from five standard NIST RT evaluations. We report an improved approach to speaker modelling which, despite having greater chances for cluster impurities, delivers a 35% relative improvement in DER for the MDM condition. We also describe new work to incorporate cluster purification into a top-down system which delivers relative improvements of 44% over the baseline system without compromising computational efficiency.

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Keywords:Speaker diarization, speaker segmentation, speaker clustering, cluster purification, DER, MDM, SDM
Type:Conference
Language:English
City:Dallas
Country:UNITED STATES
Date:
Department:Multimedia Communications
Eurecom ref:3000
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Bibtex: @inproceedings{EURECOM+3000, doi = {http://dx.doi.org/10.1109/ICASSP.2010.5495088 }, year = {2010}, title = {{T}he {LIA}-{E}urecom {RT}'09 speaker diarization system : enhancements in speaker modelling and cluster purification}, author = {{B}ozonnet, {S}imon and {E}vans, {N}icholas {W} {D} and {F}redouille, {C}orinne }, booktitle = {{ICASSP} 2010, 35th {I}nternational {C}onference on {A}coustics, {S}peech, and {S}ignal {P}rocessing, {M}arch 14-19, 2010, {D}allas, {T}exas, {USA}}, address = {{D}allas, {UNITED} {STATES}}, month = {03}, url = {http://www.eurecom.fr/publication/3000} }
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