TY - GEN
T1 - Whole-word recognition from articulatory movements for silent speech interfaces
AU - Wang, Jun
AU - Samal, Ashok
AU - Green, Jordan R.
AU - Rudzicz, Frank
PY - 2012
Y1 - 2012
N2 - Articulation-based silent speech interfaces convert silently produced speech movements into audible words. These systems are still in their experimental stages, but have significant potential for facilitating oral communication in persons with laryngectomy or speech impairments. In this paper, we report the result of a novel, real-time algorithm that recognizes wholewords based on articulatory movements. This approach differs from prior work that has focused primarily on phoneme-level recognition based on articulatory features. On average, our algorithm missed 1.93 words in a sequence of twenty-five words with an average latency of 0.79 seconds for each word prediction using a data set of 5,500 isolated word samples collected from ten speakers. The results demonstrate the effectiveness of our approach and its potential for building a real-time articulationbased silent speech interface for health applications.
AB - Articulation-based silent speech interfaces convert silently produced speech movements into audible words. These systems are still in their experimental stages, but have significant potential for facilitating oral communication in persons with laryngectomy or speech impairments. In this paper, we report the result of a novel, real-time algorithm that recognizes wholewords based on articulatory movements. This approach differs from prior work that has focused primarily on phoneme-level recognition based on articulatory features. On average, our algorithm missed 1.93 words in a sequence of twenty-five words with an average latency of 0.79 seconds for each word prediction using a data set of 5,500 isolated word samples collected from ten speakers. The results demonstrate the effectiveness of our approach and its potential for building a real-time articulationbased silent speech interface for health applications.
KW - Laryngectomy
KW - Silent speech recognition
KW - Speech impairment
KW - Support vector machine
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M3 - Conference contribution
AN - SCOPUS:84878410082
SN - 9781622767595
T3 - 13th Annual Conference of the International Speech Communication Association 2012, INTERSPEECH 2012
SP - 1326
EP - 1329
BT - 13th Annual Conference of the International Speech Communication Association 2012, INTERSPEECH 2012
T2 - 13th Annual Conference of the International Speech Communication Association 2012, INTERSPEECH 2012
Y2 - 9 September 2012 through 13 September 2012
ER -