Detail publikace

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

Jazyk

en

Originální abstrakt

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.

Anglický abstrakt

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.

Dokumenty

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",
  annote="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.",
  address="International Speech Communication Association",
  booktitle="Proceedings of Interspeech 2018",
  chapter="155100",
  doi="10.21437/Interspeech.2018-1749",
  edition="NEUVEDEN",
  howpublished="online",
  institution="International Speech Communication Association",
  number="9",
  year="2018",
  month="september",
  pages="2798--2802",
  publisher="International Speech Communication Association",
  type="conference paper"
}