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http://dx.doi.org/10.5391/JKIIS.2009.19.4.580

Automated Generation of Corner Detectors Using Genetic Programming  

Kim, Young-Kyun (서경대학교 전자공학과)
Seo, Ki-Sung (서경대학교 전자공학과)
Publication Information
Journal of the Korean Institute of Intelligent Systems / v.19, no.4, 2009 , pp. 580-585 More about this Journal
Abstract
This paper introduces GP(Genetic Programming) based corner detectors for an image processing. Various empirical algorithms have been studied to improve computational speed and accuracy including typical approaches, such as Harris and SUSAN. The these techniques are highly efficient, because properties of corner points are inspected and reflected into the algorithms. However these approaches are limited in discovering an innovative algorithm. In this study, we try to discover a more efficient technique by creating corner detector automatically using evolution of GP. The proposed method is compared to the existing corner detectors for test images.
Keywords
Genetic Programming; Corner Detector; Harris; SUSAN;
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1 Dongxiang Zhou, Yun-hui Liu, and Xuanping Cai, 'An Efficient and Robust Corner Detection Algorithm' Proc 5th World Congress on Intelligent Control and Automation, Hangzhou, China, pp.4020-4024, 2004
2 J. R. Koza, Genetic Programming : On the Programming of Computers by Natural Selection, MIT Press, Cambridge, MA, USA, 1992
3 Edward Rosten, Reid Porter, Tom Drummond, 'Faster and better: a machine learning approach to corner detection', to be appeared in IEEE Transaction on Pattern Analysis and Machine Intelligence   DOI   ScienceOn
4 김영균, 서기성, 'Genetic Programming을 이용한 코너 검출자의 자동설계', 한국지능시스템학회, 2009춘계학술대회 논문집, vol. 19, no. 1, pp. 215-219, 2009. 4. 24-25
5 S. M. Smith, J. M. Brady, 'SUSAN-A New Approach to Low Level Image Processing' International Journal of Computer Vision, vol. 23(1), pp.45-78. 1997   DOI   ScienceOn
6 C. Tomasi and T. Kanade. Detection and tracking of point features, Technical Report CMU-CS-91-132, Carnegie Mellon University, April 1991
7 J, R. Koza, F. H. Bennett, D. Andre, M. A. Keane, Darwinian Invention and Problem Solving, Morgan Kaufmann Publisher, USA, 1999
8 C. Harris and M. Stephens, 'A Combined Corner and Edge Detector,' Proc. of the 4th Alvey Vision Conference, pp.147-151, 1988
9 S. Silva, GPLAB : A Genetic Programming Toolbox for MATLAB