Publication Details

Comparison of Keyword Spotting Approaches for Informal Continuous Speech

SZŐKE Igor, SCHWARZ Petr, BURGET Lukáš, FAPŠO Michal, KARAFIÁT Martin, ČERNOCKÝ Jan and MATĚJKA Pavel. Comparison of Keyword Spotting Approaches for Informal Continuous Speech. In: Interspeech'2005 - Eurospeech - 9th European Conference on Speech Communication and Technology. Lisabon, 2005, pp. 633-636. ISSN 1018-4074.
Czech title
Porovnání metod pro detekci klíčových slov pro neformální plynulou řeč
Type
conference paper
Language
english
Authors
Szőke Igor, Ing., Ph.D. (DCGM FIT BUT)
Schwarz Petr, Ing., Ph.D. (DCGM FIT BUT)
Burget Lukáš, doc. Ing., Ph.D. (DCGM FIT BUT)
Fapšo Michal, Ing. (FIT BUT)
Karafiát Martin, Ing., Ph.D. (DCGM FIT BUT)
Černocký Jan, prof. Dr. Ing. (DCGM FIT BUT)
Matějka Pavel, Ing., Ph.D. (DCGM FIT BUT)
URL
Keywords

comparison, keyword spotting, hidden Markov model, long temporal trajectory, phoneme recognizer

Abstract

This paper describes several approaches to  keyword spotting (KWS)  for informal continuous speech. We compare  acoustic keyword spotting, spotting in word lattices generated by large vocabulary continuous speech recognition and a hybrid approach making use of phoneme lattices generated by a phoneme recognizer. The  systems are compared on carefully defined test data extracted from ICSI meeting database. The  acoustic and phoneme-lattice based KWS are based on a phoneme recognizer making use of temporal-pattern (TRAP) feature extraction and posterior estimation using neural nets. We show its superiority over traditional HMM/GMM systems. The advantages and drawbacks of different approaches are discussed.

Published
2005
Pages
633-636
Journal
European Speech Communication, ISSN 1018-4074
Proceedings
Interspeech'2005 - Eurospeech - 9th European Conference on Speech Communication and Technology
Conference
Eurospeech 2005 - Lisboa 9th European conference on speech communication and technology, Lisabon, PT
Place
Lisabon, PT
BibTeX 
@INPROCEEDINGS{FITPUB7886,
   author = "Igor Sz\H{o}ke and Petr Schwarz and Luk\'{a}\v{s} Burget and Michal Fap\v{s}o and Martin Karafi\'{a}t and Jan \v{C}ernock\'{y} and Pavel Mat\v{e}jka",
   title = "Comparison of Keyword Spotting Approaches for Informal Continuous Speech",
   pages = "633--636",
   booktitle = "Interspeech'2005 - Eurospeech - 9th European Conference on Speech Communication and Technology",
   journal = "European Speech Communication",
   year = 2005,
   location = "Lisabon, PT",
   ISSN = "1018-4074",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/7886"
}
Back to top