Publication Details

Patrol Team Language Identification System for DARPA RATS P1 Evaluation

MATĚJKA, P.; PLCHOT, O.; SOUFIFAR, M.; GLEMBEK, O.; D'HARO, L.; VESELÝ, K.; GRÉZL, F.; MA, J.; MATSOUKAS, S.; DEHAK, N. Patrol Team Language Identification System for DARPA RATS P1 Evaluation. Proceedings of Interspeech 2012. Proceedings of Interspeech. Portland, Oregon: International Speech Communication Association, 2012. p. 1-4. ISBN: 978-1-62276-759-5. ISSN: 1990-9772.
Czech title
"Patrol Team" Systém pro rozpoznávání jazyka pro evaluaci DARPA RATS P1
Type
conference paper
Language
English
Authors
Matějka Pavel, Ing., Ph.D. (DCGM)
Plchot Oldřich, Ing., Ph.D. (DCGM)
Soufifar Mehdi Mohammad, Ing.
Glembek Ondřej, Ing., Ph.D.
D’Haro Luis Fernando
Veselý Karel, Ing., Ph.D. (DCGM)
Grézl František, Ing., Ph.D. (DCGM)
Ma Jeff
Matsoukas Spyros (FIT)
Dehak Najim
URL
Keywords

language identification, noisy speech

Abstract

In this paper we present four systems that were part of the Patrol Team Language Identification system for the DARPA RATS project.

Annotation

This paper describes the language identification (LID) system developed by the Patrol team for the first phase of the DARPA RATS (Robust Automatic Transcription of Speech) program, which seeks to advance state of the art detection capabilities on audio from highly degraded communication channels. We show that techniques originally developed for LID on telephone speech (e.g., for the NIST language recognition evaluations) remain effective on the noisy RATS data, provided that careful consideration is applied when designing the training and development sets. In addition, we show significant improvements from the use of Wiener filtering, neural network based and language dependent i-vector modeling, and fusion.

Published
2012
Pages
1–4
Journal
Proceedings of Interspeech, vol. 2012, no. 9, ISSN 1990-9772
Proceedings
Proceedings of Interspeech 2012
ISBN
978-1-62276-759-5
Publisher
International Speech Communication Association
Place
Portland, Oregon
BibTeX 
@inproceedings{BUT97013,
  author="Pavel {Matějka} and Oldřich {Plchot} and Mehdi Mohammad {Soufifar} and Ondřej {Glembek} and Luis Fernando {D’Haro} and Karel {Veselý} and František {Grézl} and Jeff {Ma} and Spyros {Matsoukas} and Najim {Dehak}",
  title="Patrol Team Language Identification System for DARPA RATS P1 Evaluation",
  booktitle="Proceedings of Interspeech 2012",
  year="2012",
  journal="Proceedings of Interspeech",
  volume="2012",
  number="9",
  pages="1--4",
  publisher="International Speech Communication Association",
  address="Portland, Oregon",
  isbn="978-1-62276-759-5",
  issn="1990-9772",
  url="http://www.isca-speech.org/archive/interspeech_2012/i12_0050.html"
}
Files
Back to top