Browse > Article
http://dx.doi.org/10.6109/jkiice.2011.15.7.1439

Appearance-based Object Recognition Using Higher Order Local Auto Correlation Feature Information  

Kang, Myung-A (광주대학교 컴퓨터공학과)
Publication Information
Journal of the Korea Institute of Information and Communication Engineering / v.15, no.7, 2011 , pp. 1439-1446 More about this Journal
Abstract
This paper describes the algorithm that lowers the dimension, maintains the object recognition and significantly reduces the eigenspace configuration time by combining the higher correlation feature information and Principle Component Analysis. Since the suggested method doesn't require a lot of computation than the method using existing geometric information or stereo image, the fact that it is very suitable for building the real-time system has been proved through the experiment. In addition, since the existing point to point method which is a simple distance calculation has many errors, in this paper to improve recognition rate the recognition error could be reduced by using several successive input images as a unit of recognition with K-Nearest Neighbor which is the improved Class to Class method.
Keywords
HLAF(Higher order local auto correlation features); Eigen space; PCA(Principal Component Analysis);
Citations & Related Records
연도 인용수 순위
  • Reference
1 P. J. Besl and R. C. Jain, "Three-Dimensional Object Recognition," ACM computing surveys, vol. 17, no. 1, pp. 75-145, March 1985.   DOI   ScienceOn
2 Jong-Min Kim, and Maeng-Kyu Song, "Three Dimensional Gesture Recognition Using PCA of Stereo Images and Modified Matching Algorithm", IEEE Fuzzy Systems and Knowledge Discovery Vol.4, pp.116-120, Oct. 2008.
3 Rafael C. Gonzalez and Richard E. Woods, Digital Image Processing, Addison Wesley, 1992.
4 Rafael C.Gonzalez, Richard E.Woods, "Digital Image Processing 2/E," Prentice Hall, pp.519-532, 2001.
5 JY. Tak and E. Hwang, "Indexing and Matching Scheme for Recognizing 3D Objects from Single 2D Image," International Conference on Internet and Multimedia Systems and Applications (IMSA'09), pp.60-67, 2009.
6 Ragael C. Gonzalez and Richard E. Woods "Digital Image Processing", Prentice Hall, 2002.
7 Ismail Haritaoglu, David Harwood and Larry S. Davis, "W4: Who? When? Where? What? A Real-time System for Detecting and Tracking People," Third Face and Gesture Recognition Conference, pp.222-227, 1998.
8 M. Saito and K. Kitaguchi, "Appearance based object pose estimation using regression models," SICE Annual Conference, pp.1926-1929, 2008