2014

A Broadcast News Corpus for Evaluation and Tuning of German LVCSR Systems

Weninger, Felix, Schuller, Björn, Eyben, Florian et al.

Understand

Transcription of broadcast news is an interesting and challenging application for large-vocabulary continuous speech recognition (LVCSR).

  • We present in detail the structure of a manually segmented and annotated corpus including over 160 hours of German broadcast news, and propose it as an evaluation framework of LVCSR systems.
  • We show our own experimental results on the corpus, achieved with a state-of-the-art LVCSR decoder, measuring the effect of different feature sets and decoding parameters, and thereby demonstrate that real-time decoding of our test set is feasible on a desktop PC at 9.2% word error rate.

Built on

  • D. Willett, C. Neukirchen, and G. Rigoll, “Ducoder - the Duisburg University LVCSR stackdecoder,” in

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    Earlier work this paper cites.

  • G. Rigoll, “The ALERT-System: Advanced broadcast speech recognition technology for selective dissemination of multimedia information,” in

    2001

    Earlier work this paper cites.

  • P. Beyerlein, X. Aubert, R. Haeb-Umbach, M. Harris, D. Klakow, A. Wendemuth, S. Molau, H. Ney, M. Pitz, and A. Sixtus, “Large vocabulary continuous speech recognition of broadcast news – the Philips/RWTH approach,”

    2002

    Earlier work this paper cites.

  • J.-L. Gauvain, L. Lamel, and G. Adda, “The LIMSI broadcast news transcription system,”

    2002

    Earlier work this paper cites.

  • K. McTait and M. Adda-Decker, “The 300k LIMSI German broadcast news transcription system,” in

    2003

    Earlier work this paper cites.

Similar

  • H. Yu, Y.-C. Tam, T. Schaaf, S. Stüker, Q. Jin, M. Noamany, and T. Schultz, “The ISL RT04 Mandarin broadcast news evaluation system,” in

    2004

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  • J.-L. Gauvain, G. Adda, M. Adda-Decker, A. Allauzen, V. Gendner, L. Lamel, and H. Schwenk, “Where are we in transcribing French broadcast news?” in

    2005

    Cited alongside, same era.

  • M. J. F. Gales, D. Kim, P. C. Woodland, H. Chan, D. Mrva, R. Sinha, and S. Tranter, “Progress in the CU-HTK broadcast news transcription system,”

    2006

    Cited alongside, same era.

  • R. Sinha, M. J. F. Gales, D. Kim, X. Liu, K. Sim, and P. C. Woodland, “The CU-HTK broadcast news transcription system,” in

    2006

    Cited alongside, same era.

Then

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