Scatter difference NAP for SVM speaker recognition
| Contribuinte(s) |
Massimo, Tistarelli Nixon, Mark S. |
|---|---|
| Data(s) |
2009
|
| Resumo |
This paper presents Scatter Difference Nuisance Attribute Projection (SD-NAP) as an enhancement to NAP for SVM-based speaker verification. While standard NAP may inadvertently remove desirable speaker variability, SD-NAP explicitly de-emphasises this variability by incorporating a weighted version of the between-class scatter into the NAP optimisation criterion. Experimental evaluation of SD-NAP with a variety of SVM systems on the 2006 and 2008 NIST SRE corpora demonstrate that SD-NAP provides improved verification performance over standard NAP in most cases, particularly at the EER operating point. |
| Formato |
application/pdf |
| Identificador | |
| Publicador |
Springer |
| Relação |
http://eprints.qut.edu.au/29488/1/c29488.pdf DOI:10.1007/978-3-642-01793-3_48 Baker, Brendan J., Vogt, Robert J., McLaren, Mitchell L., & Sridharan, Sridha (2009) Scatter difference NAP for SVM speaker recognition. In Massimo, Tistarelli & Nixon, Mark S. (Eds.) Advances in Biometrics : Third International Conferences, ICB 2009, Alghero, Italy, June 2-5, 2009, Proceedings. Springer , Berlin Heidelberg, pp. 464-473. |
| Direitos |
Copyright 2009 Springer Berlin Heidelberg The original publication is available at SpringerLink http://www.springerlink.com |
| Fonte |
Faculty of Built Environment and Engineering; Information Security Institute; School of Engineering Systems |
| Palavras-Chave | #Speaker recognition #Support vector machines #Session variability compensation #Scatter difference #Nuisance attribute projection |
| Tipo |
Book Chapter |
