Grapheme based mono-, cross- and bilingual speech recognition of Czech and Slovak is presented in the paper. The training and testing procedures follow the MASPER initiative that was formed as a part of the COST 278 Action. All experiments were performed using Czech and Slovak SpeechDat-E databases. Grapheme-based models gave equivalent recognition performance compared to phoneme-based models in monolingual as well as bilingual case. Moreover bilingual SK-CZ speech recognition is equivalent to monolingual recognition, which indicates the possibility to share Czech and Slovak speech data for training bilingual grapheme-based acoustic models usable for recognition of Slovak as well as Czech. Also the promising results confirmed the presumption, that languages with a close graphemeto- phoneme relation are well suited for grapheme-based speech recognition.
Cite as: Lihan, S., Juhár, J., Cizmár, A. (2006) Comparison of Slovak and Czech speech recognition based on grapheme and phoneme acoustic models. Proc. Interspeech 2006, paper 1462-Mon1BuP.12, doi: 10.21437/Interspeech.2006-38
@inproceedings{lihan06_interspeech,
author={Slavomír Lihan and Jozef Juhár and Anton Cizmár},
title={{Comparison of Slovak and Czech speech recognition based on grapheme and phoneme acoustic models}},
year=2006,
booktitle={Proc. Interspeech 2006},
pages={paper 1462-Mon1BuP.12},
doi={10.21437/Interspeech.2006-38}
}