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Volume 30 Issue 12
Jan.  2011
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Cao Zong-Jie, Min Rui, Pang Ling-Li, Pi Yi-Ming. A Variational Level Set SAR Image Segmentation Approach Based on Statistical Model[J]. Journal of Electronics & Information Technology, 2008, 30(12): 2862-2866. doi: 10.3724/SP.J.1146.2007.00823
Citation: Cao Zong-Jie, Min Rui, Pang Ling-Li, Pi Yi-Ming. A Variational Level Set SAR Image Segmentation Approach Based on Statistical Model[J]. Journal of Electronics & Information Technology, 2008, 30(12): 2862-2866. doi: 10.3724/SP.J.1146.2007.00823

A Variational Level Set SAR Image Segmentation Approach Based on Statistical Model

doi: 10.3724/SP.J.1146.2007.00823
  • Received Date: 2007-05-28
  • Rev Recd Date: 2008-04-07
  • Publish Date: 2008-12-19
  • In this paper, a variational level set approach for segmentation of Regions Of Interest (ROI) is presented. Following the analysis of the SAR image characteristic, a new energy functional is defined by importing the statistical model of speckle noise. The energy functional is with respect to level set function, which is obviously different from the energy functional with respect to parameterized curve in general level set approach. The segmentation of ROI is implemented by the numerical solution of the Partial Difference Equations (PDEs) that are derived by minimizing the energy formulation. The performance of the approach is verified by both synthetic and real SAR images. It shows that the approach has the advantage of importing the noise information in the energy definition, thus accurately extracting the ROI from SAR image but without any speckle pre-processing step.
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  • [1] Casselles V, Catte F, and Coll T, et al.. A geometric modelfor active contours[J].Numerische Mathematik.1993, 66(1):1-31 [2] Malladi R, Sethian J A, and Vemuri B C, et al.. Shapemodeling with front propagation: A level set approach[J].IEEETrans. on Pattern Analysis and Machine Intelligence.1995,17(2):158-175 [3] Galland F, Bertaux N, and Refregier P. Minimum descriptionlength synthetic aperture radar image segmentation[J].IEEETrans. on Image Processing.2003, 12(9):995-1006 [4] Ayed I B, Vazquez C, and Mitiche A, et al.. SAR imagesegmentation with active contours and level sets. IEEEInternational Conference on Image Processing, Singapore,Oct.24-27, 2004, 4: 2717-2720. [5] Ayed I B, Mitiche A, and Belhadj Z. Multiregion level-setpartitioning of synthetic aperture radar images[J].IEEE Trans.on Pattern Analysis and Machine Intelligence.2005, 27(5):793-800 [6] Malladi R, Sethian J A, and Vemuri B C, et al.. Shapemodeling with front propagation: A level set approach[J].IEEETrans. on Pattern Analysis and Machine Intelligence.1995,17(2):158-175 [7] Caselles V, Kimmel R, and Sapiro G. Geodesic activecontours[J].International Journal of Computer Vision.1997, 22(1):61-79 [8] 杨洪波, 时永刚, 邹谋炎. 一种非参数估计的活动围道图像分割方法[J].电子与信息学报.2004, 26(12):1849-1855浏览 [9] Chan T and Vese L. Active contours without edges[J].IEEETrans. on Image Processing.2001, 10(2):266-277 [10] Li C M, Xu C Y, Gui C F, and Fox M D. Level set evolutionwithout re-initialization: A new variational formulation.IEEE International Conference on Computer Vision andPattern Recognition, San Diego, CA, USA, June 20-25, 2005,1: 430-436. [11] Zhao H K, Chen T, Merriman B, and Oshier S. A variationallevel set approach to multiphase motion[J].Journal ofComputational Physics.1996, 127(1):179-195 [12] Goodman J W. Laser Speckle and Related Phenomena,Chapter 1-Statistical Properties of Laser Speckle Patterns.New York: Springer-Verlag, 1975: 9-75.
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