Conference Paper

Performance Evaluation in Open-Set Speaker Identification.

Auraya Systems Pty. Ltd. Sydney, Australia; University of Hertfordshire, Hatfield, Hertfordshire, UK
DOI: 10.1007/978-3-642-19530-3_10 Conference: Biometrics and ID Management - COST 2101 European Workshop, BioID 2011, Brandenburg (Havel), Germany, March 8-10, 2011. Proceedings
Source: DBLP

ABSTRACT The concern in this study is the approach to evaluating the performance of the open-set speaker identification process. In
essence, such a process involves first identifying the speaker model in the database that best matches the given test utterance,
and then determining if the test utterance has actually been produced by the speaker associated with the best-matched model.
Whilst, conventionally, the performance of each of these two sub-processes is evaluated independently, it is argued that the
use of a measure of performance for the complete process can provide a more useful basis for comparing the effectiveness of
different systems. Based on this argument, an approach to assessing the performance of open-set speaker identification is
considered in this paper, which is in principle similar to the method used for computing the diarisation error rate. The paper
details the above approach for assessing the performance of open-set speaker identification and presents an analysis of its
characteristics.

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