Object-recognition with oblique observation directions based on biomimetic pattern recognition

SEMI OpenIR > 中国科学院半导体研究所（2009年前）

	Object-recognition with oblique observation directions based on biomimetic pattern recognition
	Wang SJ; Chen X; Li WJ; Wang, SJ, Chinese Acad Sci, Inst Semicond, Artificial Neural Networks Lab, POB 912, Beijing 100083, Peoples R China.
	2005
会议名称	International Conference on Neural Networks and Brain (ICNN&B 2005)
会议录名称	Proceedings of the 2005 International Conference on Neural Networks and Brain
页码	Vols 1-3: 1498-1502
会议日期	OCT 13-15, 2005
会议地点	Beijing, PEOPLES R CHINA
出版地	345 E 47TH ST, NEW YORK, NY 10017 USA
出版者	IEEE
ISBN	0-7803-9422-4
部门归属	chinese acad sci, inst semicond, artificial neural networks lab, beijing 100083, peoples r china
摘要	In this paper, we propose a new scheme for omnidirectional object-recognition in free space. The proposed scheme divides above problem into several onmidirectional object-recognition with different depression angles. An onmidirectional object-recognition system with oblique observation directions based on a new recognition theory-Biomimetic Pattern Recognition (BPR) is discussed in detail. Based on it, we can get the size of training samples in the onmidirectional object-recognition system in free space. Omnidirection ally cognitive tests were done on various kinds of animal models of rather similar shapes. For the total 8400 tests, the correct recognition rate is 99.89%. The rejection rate is 0.11% and on the condition of zero error rates. Experimental results are presented to show that the proposed approach outperforms three types of SVMs with either a three degree polynomial kernel or a radial basis function kernel.
学科领域	人工智能
主办者	China Neural Networks Council.; IEEE Computat Intelligence Soc, Beijing Chapter.; Chinese Inst Elect.; Chinese Assoc Artificial Intelligence.
收录类别	其他
语种	英语
文献类型	会议论文
条目标识符	http://ir.semi.ac.cn/handle/172111/9868
专题	中国科学院半导体研究所（2009年前）
通讯作者	Wang, SJ, Chinese Acad Sci, Inst Semicond, Artificial Neural Networks Lab, POB 912, Beijing 100083, Peoples R China.
推荐引用方式 GB/T 7714	Wang SJ,Chen X,Li WJ,et al. Object-recognition with oblique observation directions based on biomimetic pattern recognition[C]. 345 E 47TH ST, NEW YORK, NY 10017 USA:IEEE,2005:Vols 1-3: 1498-1502.

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