Welcome to Journal of University of Chinese Academy of Sciences,Today is
Research Articles

An edge detection algorithm of SAR images based on dual-tree complex wavelet transform

  • MAO Chenglin ,
  • WAN Shouhong ,
  • YUE Lihua ,
  • XIA Yu
Expand
  • School of Computer Science and Technology, University of Science and Technology of China, Hefei 230027, China

Received date: 2013-04-25

  Revised date: 2013-07-15

  Online published: 2014-03-15

Abstract

We propose an edge detection algorithm of SAR images based on dual-tree complex wavelet transform. We use the oriented gradient of histogram method to calculate the gradient matrix on all complex wavelet subbands, and acquire the global matrix based on the directional selectivity and multi-scale property of dual-tree complex wavelet transform. The edges are extracted by thresholding the matrix. The proposed algorithm effectively detects significant edges, and it is robust to the speckle noise, intensity inhomogeneity, and blurred boundaries of SAR images. The experimental results show effectiveness of the proposed algorithm.

Cite this article

MAO Chenglin , WAN Shouhong , YUE Lihua , XIA Yu . An edge detection algorithm of SAR images based on dual-tree complex wavelet transform[J]. Journal of University of Chinese Academy of Sciences, 2014 , 31(2) : 238 -242 . DOI: 10.7523/jssn.2095-6134.2014.02.014

References

[1] Lee J S. Digital image enhancement and noise filtering by use of local statistics[J]. Pattern Analysis and Machine Intelligence, IEEE Transactions on, 1980 (2): 165-168.

[2] Canny J. A computational approach to edge detection[J]. Pattern Analysis and Machine Intelligence, IEEE Transactions on, 1986(6): 679-698.

[3] Blake A P, Blacknell D, Oliver C J. High resolution SAR clutter textural analysis[C]//Recent developments in radar and sonar imaging systems: what next? IEE Colloquium on. London, 1995: 10/1-10/9.

[4] Li C, Xu C, Gui C, et al. Distance regularized level set evolution and its application to image segmentation[J]. Image Processing, IEEE Transactions on, 2010, 19(12): 3243-3254.

[5] Kuo J M, Chen K S. The application of wavelets correlator for ship wake detection in SAR images[J]. Geoscience and Remote Sensing, IEEE Transactions on, 2003, 41(6): 1506-1511.

[6] Jiang W, Lam K M, Shen T Z. Efficient edge detection using simplified Gabor wavelets[J]. Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on, 2009, 39(4): 1036-1047.

[7] Kingsbury N. Image processing with complex wavelets[J]. Philosophical Transactions of the Royal Society of London. Series A: Mathematical, Physical and Engineering Sciences, 1999, 357(1760): 2543-2560.

[8] Arbelaez P, Maire M, Fowlkes C, et al. Contour detection and hierarchical image segmentation[J]. Pattern Analysis and Machine Intelligence, IEEE Transactions on, 2011, 33(5): 898-916.

[9] 王正明, 朱矩波, 等. SAR 图像提高分辨率技术[M]. 北京:科学出版社, 2006.

[10] Scharcanski J, Jung C R, Clarke R T. Adaptive image denoising using scale and space consistency[J]. Image Processing, IEEE Transactions on, 2002, 11(9): 1092-1101.

[11] Baeza-Yates R, Ribeiro-Neto B. Modern information retrieval[M]. New York: ACM Press, 1999.

Outlines

/

〈 〉