Discrimination of Facial Regions Based on Dynamic Grids of Point Representations

Author:

Herpers R.12,Sommer G.1

Affiliation:

1. Institute of Computer Science and Applied Mathematics, Cognitive Systems Group, Christian-Albrechts-University of Kiel, Preußerstr. 1-9, 24105 Kiel, Germany

2. GSF – National Research Center for Environment and Health, Institute of Medical Informatics and Health Services Research, MEDIS, Ingolstädter Landstr. 1, 85764 Neuherberg, Germany

Abstract

The application of an elastic graph-matching approach to discriminate facial image regions is presented. In contrast to the dynamic link architecture introduced by the Malsburg group, our application is not an identification task but a classification task. Therefore, our approach differs in several important aspects: (1) the choice of the filter set, (2) the selection of the positions of the nodes of the graph to represent the characteristic image information, (3) the generation of a representative reference pattern needed for the calculation of the classifications, and (4) a new two-step graph-matching approach based on the simulated annealing technique. The approach was tested on facial regions taking the eye region as an example target. A classification performance for the verification of eye regions of more than 93% was achieved.

Publisher

World Scientific Pub Co Pte Lt

Subject

Artificial Intelligence,Computer Vision and Pattern Recognition,Software

Cited by 3 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Object recognition with adaptive Gabor features;Image and Vision Computing;2004-10

2. Energy matching based on deformable templates;1999 IEEE International Conference on Acoustics, Speech, and Signal Processing. Proceedings. ICASSP99 (Cat. No.99CH36258);1999

3. An Attentive Processing Strategy for the Analysis of Facial Features;Face Recognition;1998

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