| Burget, L., Schwarz, P., Matějka, P., Hannemann, M., Rastrow, A., White, C., Khudanpur, S., Heřmanský, H., Černocký, J.: Combination of strongly and weakly constrained recognizers for reliable detection of OOVs, In: Proc. International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Las Vegas, US, IEEESP, 2008, p. 4, ISBN 1-4244-1484-9 | | Publication language: | english |
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| Original title: | Combination of strongly and weakly constrained recognizers for reliable detection of OOVs |
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| Title (cs): | Kombinace silných a slabých rozpoznávačů pro spolehlivé určení OOV slov |
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| Pages: | 4 |
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| Proceedings: | Proc. International Conference on Acoustics, Speech, and Signal Processing (ICASSP) |
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| Conference: | 33rd International Conference on Acoustics, Speech, and Signal Processing (ICASSP) |
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| Place: | Las Vegas, US |
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| Year: | 2008 |
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| ISBN: | 1-4244-1484-9 |
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| Publisher: | IEEE Signal Processing Society |
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| URL: | http://www.fit.vutbr.cz/research/groups/speech/publi/2008/oov_icassp2008_final.pdf [PDF] |
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| Keywords |
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speech processing, speech recognition, OOV detection, utterance verification
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| Annotation |
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| The paper is on the description of combination of strongly and weakly constrained recognizers for reliable detection of OOVs. |
| Abstract |
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This paper addresses the detection of OOV segments in the output of large vocabulary continuous speech recognition (LVCSR) system. First, standard confidence measures based on frame-based word- and phone- posteriors are investigated. Substantial improvement was however obtained when posteriors from two systems - strongly constrained (LVCSR) and weakly constrained (phone posterior estimator) were combined. We show that this approach is suitable also for the detection of general recognition errors. All the results are presented on WSJ task with reduced recognition vocabulary.
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| BibTeX: |
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@INPROCEEDINGS{
author = {Lukáš Burget and Petr Schwarz and Pavel Matějka and Mirko
Hannemann and Ariya Rastrow and Christopher White and
Sanjeev Khudanpur and Hynek Heřmanský and Jan Černocký},
title = {Combination of strongly and weakly constrained recognizers
for reliable detection of OOVs},
pages = {4},
booktitle = {Proc. International Conference on Acoustics, Speech, and
Signal Processing (ICASSP)},
year = {2008},
location = {Las Vegas, US},
publisher = {IEEE Signal Processing Society},
ISBN = {1-4244-1484-9},
language = {english},
url = {http://www.fit.vutbr.cz/research/view_pub.php?id=8494}
} |
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