Browse > Article
http://dx.doi.org/10.6109/jkiice.2012.16.7.1518

A Study on Edge Detection for Images Corrupted by AWGN using Modified Weighted Vector  

Lee, Chang-Young (부경대학교 제어계측공학과)
Kim, Nam-Ho (부경대학교 제어계측공학과)
Abstract
Due to development of visual media in various industrial sectors, the importance of image processing is increasing. Among the various image processing areas, edge detection is utilized widely for various fields such as object recognition, object segmentation, the medical and other industries. Edge includes the critical factors of images like size, direction and location. Then conventional methods such as Sobel, Prewitt, Roberts and Laplacian are proposed to detect edge. However, edge detection property of these methods is declined when they are applied to the image which corrupted by AWGN(Additive White Gaussian Noise). Therefore, an algorithm using modified weighted filter is proposed in this paper and our method has excellent property on edge detection.
Keywords
AWGN; sub-mask; edge detection; noise; weighted vector;
Citations & Related Records
연도 인용수 순위
  • Reference
1 Shun-feng Ma, Geng-feng Zheng, Long-xu Jin, Shuang-li Han, Ran-feng Zhang, "Directional Multiscale Edge Detection Using the Contourlet Transform", Advanced Computer Control, ICACC 2010, vol. 2, pp.58-62, 2010.
2 Barghavi Govindarajan, Karen Panetta, Sos Agaian, "Progressive Edge Detection on Multi-Bit Images using Polynomial-Based Binarization", Proc. of the ICMLC 2008, pp. 3714-3719, 2008
3 G. Economou, "Detecting edges using density value", Electronics letters, vol. 40, no. 24, pp. 1528-1530, 2004.   DOI   ScienceOn
4 Sarif K. Naik, C. A. Murthy, "Standardization of Edge Magnitude in Color images", IEEE Transactions on Image Processing, vol. 15, no. 9, pp. 2588-2595, 2006.   DOI   ScienceOn
5 B. Kaur, A Garg, "Mathematical Morphological Edge Detection For Remote Sensing Images", Electronics Computer Technology, ICECT 2011, vol. 5, pp. 324-327, 2011.
6 Rafael C. Gonzalez, Richard E. Woods, Steven L. Eddins, Digital Image Processing using MATLAB, Prentice-Hall, 2003.
7 Rafael C. Gonzalez, Richard E. Woods, Digital Image Processing Third Edition, Prentice- Hall, 2007.
8 Alipoor, M.; Ebrahimi, Z.; Haddadnia, J., "A novel logarithmic edge detection algorithm," Machine Vision and Image Processing, pp. 1-6, 2010.