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2D-3D Face Recognition Based on PCA and Feature Modelling

Chandran, Vinod, McCool, Christopher, & Sridharan, Sridha (2006) 2D-3D Face Recognition Based on PCA and Feature Modelling. In Senac, C & Ferrane, I (Eds.) Proceedings of the Second International Workshop on MultiModal User Authentication, University of California, Toulouse, France, pp. 1-8.

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Abstract

Hybrid face recognition, using image (2D) and structural (3D) information, has explored the fusion of Nearest Neighbour classifiers. This paper examines the effectiveness of feature modelling for each individual modality, 2D and 3D. Furthermore, it is demonstrated that the fusion of feature modelling techniques for the 2D and 3D modalities yields performance improvements over the individual classifiers. By fusing the feature modelling classifiers for each modality with equal weights the average Equal Error Rate improves from 12.60% for the 2D classifier and 12.10% for the 3D classifier to 7.38% for the Hybrid 2D+3D clasiffier.

Impact and interest:

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ID Code: 25182
Item Type: Conference Paper
Keywords: Image Processing, Multi-Modal, Pattern Recognition, Face Recognition
Subjects: Australian and New Zealand Standard Research Classification > INFORMATION AND COMPUTING SCIENCES (080000) > ARTIFICIAL INTELLIGENCE AND IMAGE PROCESSING (080100) > Image Processing (080106)
Divisions: Past > QUT Faculties & Divisions > Faculty of Built Environment and Engineering
Past > Institutes > Information Security Institute
Past > Schools > School of Engineering Systems
Deposited On: 18 Jun 2009 00:59
Last Modified: 29 Feb 2012 23:22

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