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Automatic Edge Detection Method for Mobile Robot Application

이동로봇을 위한 영상의 자동 엣지 검출 방법

  • 김동수 (한국과학기술원 전기전자공학과) ;
  • 권인소 (한국과학기술원 전기전자공학과) ;
  • 이왕헌 (한국과학기술원 전기전자공학과)
  • Published : 2005.05.01

Abstract

This paper proposes a new edge detection method using a $3{\times}3$ ideal binary pattern and lookup table (LUT) for the mobile robot localization without any parameter adjustments. We take the mean of the pixels within the $3{\times}3$ block as a threshold by which the pixels are divided into two groups. The edge magnitude and orientation are calculated by taking the difference of average intensities of the two groups and by searching directional code in the LUT, respectively. And also the input image is not only partitioned into multiple groups according to their intensity similarities by the histogram, but also the threshold of each group is determined by fuzzy reasoning automatically. Finally, the edges are determined through non-maximum suppression using edge confidence measure and edge linking. Applying this edge detection method to the mobile robot localization using projective invariance of the cross ratio. we demonstrate the robustness of the proposed method to the illumination changes in a corridor environment.

Keywords

References

  1. W.-H. Lee et. al, 'Self-localization of a mobile robot without camera calibration using projective invariants,' Pattern Recognition Letters, 21 (2000) 45-60 https://doi.org/10.1016/S0167-8655(99)00132-4
  2. P. Meer, and B. Georgescu, 'Edge detection with embedded confidence,' IEEE T. PAMI, vol. 23, no. 12. 2001 https://doi.org/10.1109/34.977560
  3. P. Rosin, 'Unimodal, thresholding,' Pattern Recognition(34), no. 11, pp. 2083-2096, 2001 https://doi.org/10.1016/S0031-3203(00)00136-9
  4. N. Otsu, 'A threshold selection method from grey-level histograms,' SMC(9), no. 1, pp. 62-66, 1997
  5. I. Sobel, 'On calibrating computer controlled cameras for perceiving 3-D scenes,' Artificial Intelligence, 5(2), pp. 185-198, 1974 https://doi.org/10.1016/0004-3702(74)90029-0
  6. J. Shen, and S. Castan, 'An optimal linear operator for edge detection,' Proceedings of IEEE, International Conference on Computer Vision and Pattern Recognition, pp. 109-114, Miami. 1986
  7. A. Jain, Fundamental of Digital Image Processing, P. H, pp. 68, p72. 1989
  8. E. H. Mamdani, and S. Assilian, 'An experiment in linguistic synthesis with a fuzzy logic controller,' Int. J. Man Machine Stud., vol. 7, pp. 1-13, 1974