Abstract
This paper deals with the use of speaker adaptation methods in the broadcast news transcription task, which is very difficult from speaker adaptation point of view. It is because in typical broadcast news, speakers change frequently and their identity is not known in the time when the given program is being transcribed. Due to this fact, it is often necessary to use some unconventional speaker adaptation methods here which can operate without the knowledge of speaker’s identity and/or in an unsupervised mode too. In this paper, we compare and propose several such methods that can operate both in on-line and off-line modes in addition and we show their performance in a real broadcast news transcription system.
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Padmanabhan, M., Bahl, L., Nahamoo, D., Picheny, M.: Speaker Clustering and Transformation for Speaker Adaptation in Speech Recognition Systems. IEEE Transactions on Speech and Audio Processing 6(1), 71–77 (1998)
Yoshizawa, S., Baba, A., Matsunami, K., et al.: Evaluation on Unsupervised Speaker Adaptation Based on Sufficient HMM Statistics of Selected Speakers. In: Proc. of Eurospeech 2001, vol. 2, pp. 1219–1222 (2001)
Huang, C., Chen, T., Chang, E.: Adaptive model Combination for dynamic speaker selection training. In: Proc. ICSLP 2002, vol. 1, pp. 65–68 (2002)
Leggetter, C.J., Woodland, P.C.: Flexible Speaker Adaptation Using Maximum Likelihood Linear Regression. In: Proc. ARPA Spoken Language Technology Workshop, pp. 104–109 (1995)
Gauvain, J.L., Lee, C.H.: Maximum A Posteriori Estimation for Multivariate Gaussian Mixture Observations of Markov Chains. IEEE Trans. SAP 2, 291–298 (1994)
Ždánský, J.: BINSEG: An Efficient Speaker-based Segmentation Technique. In: Proc. of Interspeech 2006, Pittsburgh, USA (2006)
Vandecatseye, A., et al.: The COST278 pan-European Broadcast News Database. In: Proc. of LREC 2004, Lisbon (2004)
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Červa, P., Ždánský, J., Silovský, J., Nouza, J. (2008). Study on Speaker Adaptation Methods in the Broadcast News Transcription Task. In: Sojka, P., Horák, A., Kopeček, I., Pala, K. (eds) Text, Speech and Dialogue. TSD 2008. Lecture Notes in Computer Science(), vol 5246. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-87391-4_36
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DOI: https://doi.org/10.1007/978-3-540-87391-4_36
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-87390-7
Online ISBN: 978-3-540-87391-4
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