INTERSPEECH 2004 - ICSLP
8th International Conference on Spoken Language Processing

Jeju Island, Korea
October 4-8, 2004

Performance Improvement of Connected Digit Recognition Using Unsupervised Fast Speaker Adaptation

Young Kuk Kim, Hwa Jeon Song, Hyung Soon Kim

Pusan National University, Korea

In this paper, we investigate unsupervised fast speaker adaptation based on eigenvoice to improve the performance of Korean connected digit recognition over the telephone channel. In addition, utterance verification is introduced into speaker adaptation to examine whether input utterance is appropriate to adaptation or not. Performance evaluation showed that the proposed method yielded performance improvements. We obtained 18%-22% string error reduction by the N-best-based fast speaker adaptation method with utterance verification using Support Vector Machine.

Full Paper

Bibliographic reference.  Kim, Young Kuk / Song, Hwa Jeon / Kim, Hyung Soon (2004): "Performance improvement of connected digit recognition using unsupervised fast speaker adaptation", In INTERSPEECH-2004, 2941-2944.