Improvements In Edge Detection Based On Mathematical Morphology And Wavelet Transform Using Fuzzy Rules
| Autor: | Masrour Dowlatabadi, Jalil Shirazi |
|---|---|
| Jazyk: | angličtina |
| Rok vydání: | 2011 |
| Předmět: | |
| DOI: | 10.5281/zenodo.1057588 |
| Popis: | 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. {"references":["S. Wang, F. Ge, T. Liu, \"Evaluating Edge Detection through\nBoundary Detection\", Department of Computer Science and\nEngineering, Univercity of south Carolina,Columbia, Usa, 2006.","M. Zhao, A. M .N .Fu, H. Yan, \"a technique of three Level\nThresholding Based on Probablity Partition an Fuzzy 3-Partition\",\nIEEE Trans on Fuzzy System,vol.9, no.3, pp.469-479, June 2001.","L. R. Liang, C. G. Looney, \"Competitive fuzzy edge detection\",\nApplied Soft Computing, January 2003.","O. Mendoza, P. Melin, G Lice, \" A new method for edge detection in\nsimage processing using interval Type-2 fuzzy logic\", IEEE\nInternational Conference on Granular Computing, 2007.","S. Mallat, \"A theory for multi-resolution signal decomposition \",IEEE\nTrans.Pattern Anal Machine intell,vol.11, pp.674-693, July 1998.","S. Mallat, \"Characterization of signals from Multiscale\ndges,\"IEEE.Trans. Patt .Anal. Machine intell., vol.PAMI-14, pp.710-\n732, 1992.","Y. Xu et al, \" Wavelet transform domain filter: a spatially selective noise\nfiltration technique\", IEEE Trans on image processing, vol..3, pp.747-\n758, 1994.","L. Zhang and P. Bao, \"Edge detection by scale multiplication in wavelet\ndomain\", Pattern Recognition Letters, vol. 23, no.14, December 2002,\npp. 1771-1784.","J.Serra,, \"image analysis and mathematical morphology\", Academic\nPress, New York, 1982.\n[10] W. zhang, J, Kang, \"Edge detection based on fusion of wavelet\ntransform and mathematical morphology\", IEEE, 2009.\n[11] Z. qian, G. hua, C. cheng, \"Medical image edge detection base on\nmathematical morphology\", Proceedings of the IEEE Engineering in\nmedicine and biology 27th Annual conference Shanghai, china,\nSeptember 1-4, 2005."]} |
| Databáze: | OpenAIRE |
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