Graduate School and Research Center in Digital Sciences

Improved binary key speaker diarization system

Delgado, Héctor; Anguera, Xavier; Fredouille, Corinne; Serrano, Javier

EUSIPCO 2015, 23rd European Signal Processing Conference, 31 August-4 September 2015, Nice, France

The recently proposed speaker diarization technique based on binary keys provides a very fast alternative to state-of-the-art systems. However, this speed up has the cost of a little increase in Diarization Error Rate (DER). This paper proposes a series of improvements to the original algorithm with the aim to get closer to state-of-the-art performance. First, several alternative similarity measures between binary key speaker/segment models are introduced. Second, we perform a first attempt at applying Intra-Session and IntraSpeaker Variability (ISISV) compensation within the binary diarization approach through the Nuisance Attribute Projection. Experimental results show the benefits of the newly introduced similarity metrics, as well as the potential of the Nuisance Attribute Projection for ISISV compensation in the binary key speaker diarization framework.

Document Doi Bibtex

Title:Improved binary key speaker diarization system
Type:Conference
Language:English
City:Nice
Country:FRANCE
Date:
Department:Digital Security
Eurecom ref:5862
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Bibtex: @inproceedings{EURECOM+5862, doi = {http://dx.doi.org/10.1109/EUSIPCO.2015.7362752}, year = {2015}, title = {{I}mproved binary key speaker diarization system}, author = {{D}elgado, {H}{\'e}ctor and {A}nguera, {X}avier and {F}redouille, {C}orinne and {S}errano, {J}avier}, booktitle = {{EUSIPCO} 2015, 23rd {E}uropean {S}ignal {P}rocessing {C}onference, 31 {A}ugust-4 {S}eptember 2015, {N}ice, {F}rance}, address = {{N}ice, {FRANCE}}, month = {08}, url = {http://www.eurecom.fr/publication/5862} }
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