Commenced in January 2007
Paper Count: 30184
Improvements in Edge Detection Based on Mathematical Morphology and Wavelet Transform using Fuzzy Rules
Abstract:In this paper, an improved edge detection algorithm based on fuzzy combination of mathematical morphology and wavelet transform is proposed. The combined method is proposed to overcome the limitation of wavelet based edge detection and mathematical morphology based edge detection in noisy images. Experimental results show superiority of the proposed method, as compared to the traditional Prewitt, wavelet based and morphology based edge detection methods. The proposed method is an effective edge detection method for noisy image and keeps clear and continuous edges.
Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1057589Procedia APA BibTeX Chicago EndNote Harvard JSON MLA RIS XML ISO 690 PDF Downloads 1993
 S. Wang, F. Ge, T. Liu, "Evaluating Edge Detection through Boundary Detection", Department of Computer Science and Engineering, Univercity of south Carolina,Columbia, Usa, 2006.
 M. Zhao, A. M .N .Fu, H. Yan, "a technique of three Level Thresholding Based on Probablity Partition an Fuzzy 3-Partition", IEEE Trans on Fuzzy System,vol.9, no.3, pp.469-479, June 2001.
 L. R. Liang, C. G. Looney, "Competitive fuzzy edge detection", Applied Soft Computing, January 2003.
 O. Mendoza, P. Melin, G Lice, " A new method for edge detection in simage processing using interval Type-2 fuzzy logic", IEEE International Conference on Granular Computing, 2007.
 S. Mallat, "A theory for multi-resolution signal decomposition ",IEEE Trans.Pattern Anal Machine intell,vol.11, pp.674-693, July 1998.
 S. Mallat, "Characterization of signals from Multiscale dges,"IEEE.Trans. Patt .Anal. Machine intell., vol.PAMI-14, pp.710- 732, 1992.
 Y. Xu et al, " Wavelet transform domain filter: a spatially selective noise filtration technique", IEEE Trans on image processing, vol..3, pp.747- 758, 1994.
 L. Zhang and P. Bao, "Edge detection by scale multiplication in wavelet domain", Pattern Recognition Letters, vol. 23, no.14, December 2002, pp. 1771-1784.
 J.Serra,, "image analysis and mathematical morphology", Academic Press, New York, 1982.
 W. zhang, J, Kang, "Edge detection based on fusion of wavelet transform and mathematical morphology", IEEE, 2009.
 Z. qian, G. hua, C. cheng, "Medical image edge detection base on mathematical morphology", Proceedings of the IEEE Engineering in medicine and biology 27th Annual conference Shanghai, china, September 1-4, 2005.