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Relative Division of Overlapping Space Based Biomimetic Pattern Recognition |
WU Yan1, YAO Xiao1, WANG Shou-Jue1,2 |
Department of Computer Science and Technology, Tongji University, Shanghai 200092 Laboratory of Neural Networks, Institute of Semiconductors, Chinese Academy of Sciences, Beijing 100083 |
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Abstract To realize the effective coverage in feature space, a method of relative division of overlapping space based biomimetic pattern recognition (RDBPR) is proposed in high dimensional space. It can relatively classify the samples on the basis of cognition. In the overlapping space caused by big threshold value, the sample is classified by calculating the distance to the relative subspace, and thereby the correct recognition rate can be improved with low misclassification rate. The experimental results of face recognition show RDBPR has higher correct recognition and better stability than the traditional classifiers.
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Received: 14 May 2007
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[1] Li S Z, Chan K L, Wang Changliang. Performance Evaluation of the Nearest Feature Line Method in Image Classification and Retrieval. IEEE Trans on Pattern Analysis and Machine Intelligence, 2000, 22(11): 1335-1339 [2] Cover T M, Hart P E. Nearest Neighbor Pattern Classification. IEEE Trans on Information Theory, 1967, 13(1): 21-27 [3] Li S Z, Lu J. Face Recognition Using the Nearest Feature Line Method. IEEE Trans on Neural Networks, 1999, 10(2): 439-443 [4] Wang Shoujue. Bionic (Topological) Pattern Recognition-A New Model of Pattern Recognition Theory and Its Applications. Acta Electronica Sinica, 2002, 30(10): 1417-1420 (in Chinese) (王守觉.仿生模式识别(拓扑模式识别)——一种模式识别新模型的理论与应用.电子学报, 2002, 30(10): 1417-1420) [5] Wang Shoujue, Wang Bainan. Analysis and Theory of High-Dimension Space Geometry for Artificial Neural Networks. Acta Electronica Sinica, 2002, 30(1): 1-4 (in Chinese) (王守觉,王柏南.人工神经网络的多维空间几何分析及其理论.电子学报, 2002, 30(1): 1-4) [6] Wang Shoujue, Shi Jingpu, Chen Chuan, et al. Direction-Basis-Function Neural Networks // Proc of the International Conference on Neural Networks. Washington, USA, 1998, Ⅱ: 1251-1254 [7] Wang Shoujue, Xu Jian,Wang Xianbao, et al. Multi-Camera Human-Face Personal Identification System Based on the Biomimetic Pattern Recognition. Acta Electronica Sinica, 2003, 31(1): 1-3 (in Chinese) (王守觉,徐 健,王宪保,等.基于仿生模式识别的多镜头人脸身份确认系统研究.电子学报, 2003, 31(1): 1-3) [8] Turk M, Pentland A. Eigenfaces for Pattern Recognition. Journal of Cognitive Neuroscience, 1991, 3(1): 71-86 |
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