Automatic visual-only language identification: A preliminary study

Newman, Jacob and Cox, Stephen (2009) Automatic visual-only language identification: A preliminary study. In: IEEE International Conference on Acoustics, Speech and Signal Processing, 2009-04-19 - 2009-04-24.

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Abstract

We describe experiments in visual-only language identification, in which only lip-shape and lip-motion are used to determine the language of a spoken utterance. We focus on the task of discriminating between two or three languages spoken by the same speaker, and we have recorded a suitable database for these experiments. We use a standard audio language identification approach in which the feature vectors are tokenized and then a language model for each language is estimated over a stream of tokens. Although rate of speaking appeared to affect our results, it was found that different languages spoken at rather similar speeds were as well discriminated as a single language spoken at three extreme speeds, indicating that there is a language effect present in our results.

Item Type: Conference or Workshop Item (Paper)
Faculty \ School: Faculty of Science > School of Computing Sciences
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Depositing User: Nicola Talbot
Date Deposited: 14 Mar 2011 09:18
Last Modified: 22 Apr 2020 08:58
URI: https://ueaeprints.uea.ac.uk/id/eprint/26023
DOI:

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