Publication Details

BUT system for DIHARD Speech Diarization Challenge 2018

DIEZ Sánchez Mireia, LANDINI Federico Nicolás, BURGET Lukáš, ROHDIN Johan A., SILNOVA Anna, ŽMOLÍKOVÁ Kateřina, NOVOTNÝ Ondřej, VESELÝ Karel, GLEMBEK Ondřej, PLCHOT Oldřich, MOŠNER Ladislav and MATĚJKA Pavel. BUT system for DIHARD Speech Diarization Challenge 2018. In: Proceedings of Interspeech 2018. Hyderabad: International Speech Communication Association, 2018, pp. 2798-2802. ISSN 1990-9772. Available from: https://www.isca-speech.org/archive/Interspeech_2018/abstracts/1749.html
Czech title
VUT systém pro DIHARD Speech Diarization Challenge 2018
Type
conference paper
Language
english
Authors
Diez Sánchez Mireia, M.Sc., Ph.D. (DCGM FIT BUT)
Landini Federico Nicolás (DCGM FIT BUT)
Burget Lukáš, doc. Ing., Ph.D. (DCGM FIT BUT)
Rohdin Johan A., Dr. (DCGM FIT BUT)
Silnova Anna, MSc., Ph.D. (DCGM FIT BUT)
Žmolíková Kateřina, Ing., Ph.D. (DCGM FIT BUT)
Novotný Ondřej, Ing., Ph.D. (DCGM FIT BUT)
Veselý Karel, Ing., Ph.D. (DCGM FIT BUT)
Glembek Ondřej, Ing., Ph.D. (DCGM FIT BUT)
Plchot Oldřich, Ing., Ph.D. (DCGM FIT BUT)
Mošner Ladislav, Ing. (DCGM FIT BUT)
Matějka Pavel, Ing., Ph.D. (DCGM FIT BUT)
URL
Keywords

Speaker Diarization, Variational Bayes, HMM, i-vector, x-vector, Overlapped speech, DIHARD

Abstract

This paper presents the approach developed by the BUT team for the first DIHARD speech diarization challenge, which is based on our Bayesian Hidden Markov Model with eigenvoice priors system. Besides the description of the approach, we provide a brief analysis of different techniques and data processing methods tested on the development set. We also introduce a simple attempt for overlapped speech detection that we used for attaining cleaner speaker models and reassigning overlapped speech to multiple speakers. Finally, we present results obtained on the evaluation set and discuss findings we made during the development phase and with the help of the DIHARD leaderboard feedback.

Published
2018
Pages
2798-2802
Journal
Proceedings of Interspeech - on-line, vol. 2018, no. 9, ISSN 1990-9772
Proceedings
Proceedings of Interspeech 2018
Conference
Interspeech Conference, Hyderabad, India, IN
Publisher
International Speech Communication Association
Place
Hyderabad, IN
DOI
10.21437/Interspeech.2018-1749
UT WoS
000465363900585
EID Scopus
2-s2.0-85055009416
BibTeX 
@INPROCEEDINGS{FITPUB11839,
   author = "Mireia S\'{a}nchez Diez and Nicol\'{a}s Federico Landini and Luk\'{a}\v{s} Burget and A. Johan Rohdin and Anna Silnova and Kate\v{r}ina \v{Z}mol\'{i}kov\'{a} and Ond\v{r}ej Novotn\'{y} and Karel Vesel\'{y} and Ond\v{r}ej Glembek and Old\v{r}ich Plchot and Ladislav Mo\v{s}ner and Pavel Mat\v{e}jka",
   title = "BUT system for DIHARD Speech Diarization Challenge 2018",
   pages = "2798--2802",
   booktitle = "Proceedings of Interspeech 2018",
   journal = "Proceedings of Interspeech - on-line",
   volume = 2018,
   number = 9,
   year = 2018,
   location = "Hyderabad, IN",
   publisher = "International Speech Communication Association",
   ISSN = "1990-9772",
   doi = "10.21437/Interspeech.2018-1749",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/11839"
}
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