ISCA Archive Interspeech 2005
ISCA Archive Interspeech 2005

Experiments on speaker profile portability

Vincent Barreaud, Douglas O'Shaughnessy, Jean-Guy Dahan

This paper addresses the problem of speaker characterization in the speaker-dependent speech recognition problem. Speaker Adaptation and Normalization techniques are designed to reduce the mismatch introduced by inter-speaker variability. Yet there is another source of mismatch introduced by intra-speaker variability. Indeed, the speaking style of a speaker depends on the nature of the speech uttered. The framework of this paper is speakerdependent isolated-word recognition on an embedded engine. The limited computational and memory loads of this engine reduce the possible techniques for normalization. The proposed solution uses a speaker profile trained on dictation data and exported to the embedded engine. In this framework we study the portability of a task-dependent speaker profile from dictation task to command task. Experiments have been conducted on a Scansoft 255 speakers database. We show that the portability results in a loss of efficiency due to the nature of the considered tasks.


doi: 10.21437/Interspeech.2005-238

Cite as: Barreaud, V., O'Shaughnessy, D., Dahan, J.-G. (2005) Experiments on speaker profile portability. Proc. Interspeech 2005, 997-1000, doi: 10.21437/Interspeech.2005-238

@inproceedings{barreaud05_interspeech,
  author={Vincent Barreaud and Douglas O'Shaughnessy and Jean-Guy Dahan},
  title={{Experiments on speaker profile portability}},
  year=2005,
  booktitle={Proc. Interspeech 2005},
  pages={997--1000},
  doi={10.21437/Interspeech.2005-238}
}