Title :
Specialized acoustic models for hyperarticulated speech
Author :
Soltau, Hagen ; Waibel, Alex
Author_Institution :
Karlsruhe Univ., Germany
Abstract :
This study aims to improve the performance of automatic speech recognizers at hyperarticulated speech. Hyperarticulation often occur as a strategy to recover previous recognition errors in spoken dialogue systems. Contrary to this intention a significant performance degradation can be observed at hyperarticulation. In this paper we present an analysis of features that caused the performance loss. The average phone duration is nearby 20% longer. Pitch contour and fundamental frequency change significantly at hyperarticulation. We report on adapting acoustic and transition models to hyperarticulated speech. We achieved a word error reduction about 23% at hyperarticulation
Keywords :
speech recognition; automatic speech recognizers; average phone duration; fundamental frequency; hyperarticulated speech; performance degradation; pitch contour; recognition errors; specialized acoustic model; spoken dialogue systems; word error; Cepstral analysis; Degradation; Error analysis; Humans; Interactive systems; Laboratories; Performance analysis; Spatial databases; Speech analysis; Speech recognition;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2000. ICASSP '00. Proceedings. 2000 IEEE International Conference on
Conference_Location :
Istanbul
Print_ISBN :
0-7803-6293-4
DOI :
10.1109/ICASSP.2000.862098