Detail publikačního výsledku

BUT system for DIHARD Speech Diarization Challenge 2018

DIEZ SÁNCHEZ, M.; LANDINI, F.; BURGET, L.; ROHDIN, J.; SILNOVA, A.; ŽMOLÍKOVÁ, K.; NOVOTNÝ, O.; VESELÝ, K.; GLEMBEK, O.; PLCHOT, O.; MOŠNER, L.; MATĚJKA, P.

Originální název

BUT system for DIHARD Speech Diarization Challenge 2018

Anglický název

BUT system for DIHARD Speech Diarization Challenge 2018

Druh

Stať ve sborníku v databázi WoS či Scopus

Originální abstrakt

This paper presents the approach developed by the BUT teamfor the first DIHARD speech diarization challenge, which isbased on our Bayesian Hidden Markov Model with eigenvoicepriors system. Besides the description of the approach, we providea brief analysis of different techniques and data processingmethods tested on the development set. We also introducea simple attempt for overlapped speech detection that we usedfor attaining cleaner speaker models and reassigning overlappedspeech to multiple speakers. Finally, we present results obtainedon the evaluation set and discuss findings we made during thedevelopment phase and with the help of the DIHARD leaderboardfeedback.

Anglický abstrakt

This paper presents the approach developed by the BUT teamfor the first DIHARD speech diarization challenge, which isbased on our Bayesian Hidden Markov Model with eigenvoicepriors system. Besides the description of the approach, we providea brief analysis of different techniques and data processingmethods tested on the development set. We also introducea simple attempt for overlapped speech detection that we usedfor attaining cleaner speaker models and reassigning overlappedspeech to multiple speakers. Finally, we present results obtainedon the evaluation set and discuss findings we made during thedevelopment phase and with the help of the DIHARD leaderboardfeedback.

Klíčová slova

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

Klíčová slova v angličtině

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

Autoři

DIEZ SÁNCHEZ, M.; LANDINI, F.; BURGET, L.; ROHDIN, J.; SILNOVA, A.; ŽMOLÍKOVÁ, K.; NOVOTNÝ, O.; VESELÝ, K.; GLEMBEK, O.; PLCHOT, O.; MOŠNER, L.; MATĚJKA, P.

Rok RIV

2019

Vydáno

02.09.2018

Nakladatel

International Speech Communication Association

Místo

Hyderabad

Kniha

Proceedings of Interspeech 2018

ISSN

1990-9772

Periodikum

Proceedings of Interspeech

Svazek

2018

Číslo

9

Stát

Francouzská republika

Strany od

2798

Strany do

2802

Strany počet

5

URL

https://www.isca-speech.org/archive/Interspeech_2018/abstracts/1749.html

BibTex

@inproceedings{BUT155100,
  author="Mireia {Diez Sánchez} and Federico Nicolás {Landini} and Lukáš {Burget} and Johan Andréas {Rohdin} and Anna {Silnova} and Kateřina {Žmolíková} and Ondřej {Novotný} and Karel {Veselý} and Ondřej {Glembek} and Oldřich {Plchot} and Ladislav {Mošner} and Pavel {Matějka}",
  title="BUT system for DIHARD Speech Diarization Challenge 2018",
  booktitle="Proceedings of Interspeech 2018",
  year="2018",
  journal="Proceedings of Interspeech",
  volume="2018",
  number="9",
  pages="2798--2802",
  publisher="International Speech Communication Association",
  address="Hyderabad",
  doi="10.21437/Interspeech.2018-1749",
  issn="1990-9772",
  url="https://www.isca-speech.org/archive/Interspeech_2018/abstracts/1749.html"
}

Dokumenty

diez_interspeech2018_1749