Publication Details

Multi-Stream Extension of Variational Bayesian HMM Clustering (MS-VBx) for Combined End-to-End and Vector Clustering-based Diarization

DELCROIX, M.; TAWARA, N.; DIEZ SÁNCHEZ, M.; LANDINI, F.; SILNOVA, A.; OGAWA, A.; NAKATANI, T.; BURGET, L.; ARAKI, S. Multi-Stream Extension of Variational Bayesian HMM Clustering (MS-VBx) for Combined End-to-End and Vector Clustering-based Diarization. In Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH. Proceedings of Interspeech. Dublin: International Speech Communication Association, 2023. p. 3477-3481. ISSN: 1990-9772.
Czech title
Víceproudové rozšíření variačního bayesovského HMM shlukování (MS-VBx) pro diarizaci kombinující end-to-end a shlukování vektorů
Type
conference paper
Language
English
Authors
Delcroix Marc (FIT)
TAWARA, N.
DIEZ SÁNCHEZ, M.
Landini Federico Nicolás (RG SPEECH)
Silnova Anna, M.Sc., Ph.D. (DCGM)
Ogawa Atsunori (FIT)
Nakatani Tomohiro (FIT)
Burget Lukáš, doc. Ing., Ph.D. (DCGM)
ARAKI, S.
URL
Keywords

speaker diarization, end-to-end, VBx, clustering

Abstract

Combining end-to-end neural speaker diarization (EEND) with vector clustering (VC), known as EEND-VC, has gained interest for leveraging the strengths of both methods. EEND-VC estimates activities and speaker embeddings for all speakers within an audio chunk and uses VC to associate these activities with speaker identities across different chunks. EEND-VC generates thus multiple streams of embeddings, one for each speaker in a chunk. We can cluster these embeddings using constrained agglomerative hierarchical clustering (cAHC), ensuring embeddings from the same chunk belong to different clusters. This paper introduces an alternative clustering approach, a multi-stream extension of the successful Bayesian HMM clustering of x-vectors (VBx), called MS-VBx. Experiments on three datasets demonstrate that MS-VBx outperforms cAHC in diarization and speaker counting performance.

Published
2023
Pages
3477–3481
Journal
Proceedings of Interspeech, vol. 2023, no. 08, ISSN 1990-9772
Proceedings
Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH
Publisher
International Speech Communication Association
Place
Dublin
DOI
EID Scopus
BibTeX
@inproceedings{BUT185573,
  author="DELCROIX, M. and TAWARA, N. and DIEZ SÁNCHEZ, M. and LANDINI, F. and SILNOVA, A. and OGAWA, A. and NAKATANI, T. and BURGET, L. and ARAKI, S.",
  title="Multi-Stream Extension of Variational Bayesian HMM Clustering (MS-VBx) for Combined End-to-End and Vector Clustering-based Diarization",
  booktitle="Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH",
  year="2023",
  journal="Proceedings of Interspeech",
  volume="2023",
  number="08",
  pages="3477--3481",
  publisher="International Speech Communication Association",
  address="Dublin",
  doi="10.21437/Interspeech.2023-628",
  issn="1990-9772",
  url="https://www.isca-speech.org/archive/pdfs/interspeech_2023/delcroix23_interspeech.pdf"
}
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