吉林大学学报(工学版) ›› 2011, Vol. 41 ›› Issue (增刊2): 78-81.

• paper • Previous Articles     Next Articles

Vision detection algorithm for vehicle occupant classification

GAO Zhen-hai, DUAN Li-fei, ZHAO Yang   

  1. State Key Laboratory of Automotive Simulation and Control, Jilin University, Changchun 130022, China
  • Received:2011-03-17 Online:2011-09-30 Published:2011-09-30

Abstract:

A vision detection system based on the low-cost CMOS camera is established according to differences of outlines of occupants.Principal character of occupant outline in the original image is described using Legendre matrix for the original image contains much more information than the detection algorithm actually needs.Support vector machine is introduced as the classifier after being trained and tuned using sample data considering the characteristics of the original data.The testing results indicate that the vision detection algorithm in this paper can effectively classify different kinds of occupants,providing for the intelligent restraint system with robust and accurate occupant classification information.

Key words: vehicle engineering, occupant classification, vision detection, support vector machine, intelligent restraint system

CLC Number: 

  • U463.6


[1] 刘晶郁,李晓霞.汽车安全与法规
[M].北京:人民交 通出版社,2005.

[2] Clute G.An intelligent occupant protection system(IPOS):theoretical evaluation
[C]∥/32nd International Symposium on Automotive Technology andA utomation,Vienna,Austria,1999.

[3] 肖健华.智能模式识别方法
[M].广州;华南理工大 学出版社,2006.

[4] Vapnik Vladimir N.The Nature of Statistical Learning Theory
[M].Berlin:Springer,1995.

[5] Vapnik Vladimir N.Statistical Learning Theory
[M].New York:Wiley,1998.

[6] Chang Chih-Chung,Lin Chih-Jen.LIBSVM:A Library for Support Vector Machines
[M].2001.

[7] Mangasarian O L.Generalized support vector machines
[C]∥Advances in Large Margin Classifiers.C ambridge,2000:135-146.

[8] Son Soo-Yeon,Kim Mu-Yeon,Kin Young-Choon,et al.Vehicle occupant head distance extraction methodu sing stereo-vision
[C]∥2006International Conference on Image Processing,computer Vision&Pattern Recognition,2006.

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