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Efficient 3D Model based Face Representation and Recognition Algorithm using Pixel-to-Vertex Map (PVM).

Authors :
Kanghun Jeong
Hyeonjoon Moon
Source :
KSII Transactions on Internet & Information Systems; Jan2011, Vol. 5 Issue 1, p228-246, 19p, 2 Color Photographs, 5 Black and White Photographs, 5 Diagrams, 5 Charts, 2 Graphs
Publication Year :
2011

Abstract

A 3D model based approach for a face representation and recognition algorithm has been investigated as a robust solution for pose and illumination variation. Since a generative 3D face model consists of a large number of vertices, a 3D model based face recognition system is generally inefficient in computation time and complexity. In this paper, we propose a novel 3D face representation algorithm based on a pixel to vertex map (PVM) to optimize the number of vertices. We explore shape and texture coefficient vectors of the 3D model by fitting it to an input face using inverse compositional image alignment (ICIA) to evaluate face recognition performance. Experimental results show that the proposed face representation and recognition algorithm is efficient in computation time while maintaining reasonable accuracy. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
19767277
Volume :
5
Issue :
1
Database :
Supplemental Index
Journal :
KSII Transactions on Internet & Information Systems
Publication Type :
Academic Journal
Accession number :
60016085
Full Text :
https://doi.org/10.3837/tiis.2011.01.013