Detail publikace

The Development of the AMI System for the Transcription of Speech in Meetings

KARAFIÁT, M.

Originální název

The Development of the AMI System for the Transcription of Speech in Meetings

Typ

článek ve sborníku ve WoS nebo Scopus

Jazyk

angličtina

Originální abstrakt

The automatic processing of speech collected in conference
style meetings has attracted considerable interest with several large scale projects devoted to this area. This paper describes the development of a baseline automatic speech transcription system for meetings in the context of the AMI (Augmented Multiparty Interaction) project. We present several techniques important to processing of this data and show the performance in terms of word error rates (WERs). An important aspect of transcription of this data is the necessary flexibility in terms of
audio pre-processing. Real world systems have to deal with flexible input,for example by using microphone arrays or randomly placed microphones in a room. Automatic segmentation and microphone array processing techniques are described and the effect on WERs is discussed. The system and its components presented in this paper yield compettive performance
and form a baseline for future research in this domain.

Klíčová slova

speech recognition, LVCSR, speech processing, signal processing, HMM, Language modeling, meeting transcriptions

Autoři

KARAFIÁT, M.

Rok RIV

2005

Vydáno

13. 7. 2005

Nakladatel

University of Edinburgh

Místo

Edinburgh

ISBN

978-3-540-32549-9

Kniha

Machine Learning for Multimodal Interaction, Second International Workshop, MLMI 2005, Edinburgh, UK, July 11-13, 2005, Revised Selected Papers

Edice

Lecture Notes in Computer Science Volume 3869, Springer 2006

Strany od

344

Strany do

356

Strany počet

12

URL

BibTex

@inproceedings{BUT18265,
  author="Thomas {Hain} and Martin {Karafiát} and John {Dines} and Iain {McCowan} and Mike {Lincoln} and Giulia {Garau} and Vincent {Wan} and Roeland {Ordelman} and Steve {Renals}",
  title="The Development of the AMI System for the Transcription of Speech in Meetings",
  booktitle="Machine Learning for Multimodal Interaction, Second International Workshop, MLMI 2005, Edinburgh, UK, July 11-13, 2005, Revised Selected Papers",
  year="2005",
  series="Lecture Notes in Computer Science Volume 3869, Springer 2006",
  pages="344--356",
  publisher="University of Edinburgh",
  address="Edinburgh",
  isbn="978-3-540-32549-9",
  url="https://www.fit.vutbr.cz/~karafiat/publi/2005/hain_mlmi2005.pdf"
}