吉林大学学报(工学版) ›› 2011, Vol. 41 ›› Issue (增刊2): 269-274.

• paper • Previous Articles     Next Articles

New object recognition algorithm based on Multidimensional Space Biomimetic Informatics

ZHANG Xiang-he1, WANG Dan1, REN Lu-quan1, ZHAO Hong-wei2   

  1. 1. Key Laboratory of Engineering Bionics of Ministratory of Education, Jilin University, Changchun 130022, China;
    2. College of computer Science and Technology, Jilin University, Changchun 130012, China
  • Received:2010-05-10 Online:2011-09-30 Published:2011-09-30

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Abstract:

Codebook multidimensional space is constructed using Bag-of-words model.Image vectors are projected to sample points in Codebook multidimensional space.Based on the principle of homology continuity in multidimensional space biomimetic informatics,the optimal division of different kinds of objects in Codebook multidimensional space is obtained using neural network classifier.Based on the above-mentioned process,an object recognition algorithm is proposed based on biomimetic informatics.Experiments are performed to investigate the factors influencing the performance of classifier.Experimental results show the method proposed in this paper is valid and feasible.

Key words: artificial intelligence, multidimensional space biomimetic informatics, image understanding, BP neural network, object recognition

CLC Number: 

  • TP183


[1] Li Fei-fei,Pietro Perona.A Bayesian hierarchical model for learning natural scene categories
[C]∥IEEE computer Society Conference on computerV ision and Pattern Recognition,2005.

[2] Russell B C,Sivic J,Efros A A,et al.Discoveringo bjects and their location in images
[C]∥TenthI EEE International Conference on computer Vision,2005.James Clark,Irena Koprinska,and Josiah Poon.

[3] 李远宁,刘汀,蒋树强,等.基于“bag of words”的视频 匹配方法
[J].通信学报,2007,28(12):147-151.Li Yuan-ning,Liu Ting,Jiang Shu-qiang,et al.Video matching method based on“bag of words”
[J].Journal on communications,2007,28(12):147-151.

[4] 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
[J].电子学报,2002,30 (10):1417-1420. Wang Shou-jue.Bionic(Topological)pattern recog-nition-a new model of pattern recognition theory and its applications
[J].ACTA Electronica Sinica, 2002,30(10):1417-1420.

[5] 王志海,赵占强,王守觉.仿生模式识别在单镜头人 脸识别中的应用
[J].模式识别与人工智能,2004,17 (1):98-102. Wang Zhi-hai,Zhao Zhan-qiang,Wang Shou-jue.A method of biomimetic pattern recognition for facer ecognition
[J].Pattern Recognition and Artificial Intelligence,2004,17(1):98-102.

[6] 潘晓霞.基于高维空间覆盖理论的非特定人连续数 字语音识别的研究
[D].杭州:浙江工业大学信息工 程学院,2004. Pan Xiao-xia.The Research on speaker-independent continuous speech recognition based on the high-di-mension space covering theory
[D].Hangzhou:College of Information Engineering,Zhejiang Universityo f Technology,2006.

[7] 胡建慧.基于仿生模式识别的虹膜识别算法研究
[D].杭州:浙江工业大学信息工程学院,2006.Hu Jian-hui.Studies on iris recognition algorithmb ased on the biomimetic pattern recognition
[D].Hangzhou:College of Information Engineering,Zhejiang University of Technology,2006.

[8] 王丹,张祥合,张立,等.多维多分辨仿生识别方法及 其应用
[J].吉林大学学报:工学版,2011,41(2): 408-412. Wang Dan,Zhang Xiang-he,Zhang Li,et al.Multi-dimensional and multiresolution biomimetic recognition method and its application
[J].Journal of Jilin University(Engineering and Technology Edition): 2011,41(2):408-412.
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