A globally statistical active contour model for segmentation of oil slick in SAR imagery

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Volumn 6, Issue 6, 2013, Pages 2402-2409

  Song, Huihui ^a   Huang, Bo ^a   Zhang, Kaihua ^b  

^a CHINESE UNIVERSITY OF HONG KONG   (Hong Kong)

^b HONG KONG POLYTECHNIC UNIVERSITY   (Hong Kong)

Author keywords

Intensity inhomogeneity; level set method; oil spills; segmentation

Indexed keywords

ACTIVE CONTOUR MODEL; INHOMOGENEOUS OBJECTS; INTENSITY DISTRIBUTION; INTENSITY INHOMOGENEITY; ITERATIVE ALGORITHM; LEVEL SET FUNCTIONS; LEVEL SET METHOD; MARINE ENVIRONMENT;

ALGORITHMS; GAUSSIAN DISTRIBUTION; IMAGE SEGMENTATION; MARINE POLLUTION; OIL SPILLS;

SET THEORY;

ACCURACY ASSESSMENT; ALGORITHM; GAUSSIAN METHOD; IMAGERY; INHOMOGENEITY; MARINE ENVIRONMENT; NUMERICAL MODEL; OIL SPILL; SEGMENTATION; STATISTICAL ANALYSIS; SYNTHETIC APERTURE RADAR;

EID: 84890122969     PISSN: 19391404     EISSN: 21511535     Source Type: Journal    
DOI: 10.1109/JSTARS.2013.2255119     Document Type: Article

References (31)

1. C. Brekke and A. H. Solberg, "Oil spill detection by satellite remote sensing," Remote Sens. Environ., vol. 95, pp. 1-13, 2005. (Pubitemid 40240803)
2. D. H. Hoekman, M. A. M. Vissers, and T. N. Tran, "Unsupervised full-polarimetric SAR data segmentation as a tool for classification of agricultural areas," IEEE J. Sel. Topics Appl. Earth Observ., vol. 4, no. 2, pp. 402-411, Jun. 2011.
3. K. Topouzelis, "Oild spill detection by SAR images: Dark formation detection, feature extraction and classification algorithms," Sensors, vol. 8, pp. 6642-6659, 2008.
4. A. H. S. Solberg, G. Storvik, R. Solberg, and E. Volden, "Automatic detection of oil spills in ERS SAR images," IEEE Trans. Geosci. Remote Sens., vol. 37, no. 4, pp. 1916-1924, Jul. 1999.
5. A. H. Solberg, "Remote sensing of ocean oil-spill pollution," Proc. IEEE, vol. 100, no. 10, pp. 2931-2945, Oct. 2012.
6. A. Salberg, Ø. Rudjord, and A. Solberg, "Model based oil spill detection using polarimetric SAR," in Proc. Int. Geosci. Remote Sens. Symp., 2012, pp. 5884-5887.
7. R. Chabert, M. Tourneret, and J.-Y., "Ship and oil-spill detection using the degree of polarization in linear and hybrid/compact dual-pol SAR Shirvany," IEEE J. Sel. Topics Appl. Earth Observ., vol. 5, no. 3, pp. 885-892, 2012.
8. A. Jubai, B. Jing, and J. Yang, "Combining fuzzy theory and a genetic algorithm for satellite image edge detection," Int. J. Remote Sens., vol. 27, no. 14, pp. 3013-3024, Jul. 2006. (Pubitemid 44219169)
9. Y. Jing, J. An, and Z. Liu, "A novel edge detection algorithm based on global minimization active contour model for oil slick infrared aerial image," IEEE Trans. Geosci. Remote Sens., vol. 49, no. 6, pp. 2005-2013, Jun. 2011.
10. M. Gade, W. Alpers, H. Hühnerfuss, H. Masuko, and T. Kobayashi, "Imaging of biogenic and anthropogenic ocean surface films by the multifrequency/multipolarization SIR-C/X-SAR," J. Geophys. Res., vol. 103, pp. 18-851, 1998.
11. F. Nunziata, P. Sobieski, and M. Migliaccio, "The two-scale BPM scattering model for sea biogenic slicks contrast," IEEE Trans. Geosci. Remote Sens., vol. 47, no. 8, pp. 1949-1956, 2009.
12. F. Bandiera and G. Ricci, "Slicks detection on the sea surface based upon polarimetric SAR data," IEEE Geosci. Remote Sens. Lett., vol. 2, no. 3, pp. 342-346, Jul. 2005. (Pubitemid 41633146)
13. J. Canny, "A computational approach to edge detection," IEEE Trans. Pattern Anal. Mach. Intell., vol. 8, no. 6, pp. 679-698, Jun. 1986.
14. C. Chen, K. Chen, L. Chang, and A. Chen, "The use of satellite imagery for monitoring coastal environment in Taiwan," in Proc. IGARSS, 1997, vol. 3, pp. 1424-1426.
15. M. Barni, M. Betti, and A. Mecocci, "A fuzzy approach to oil spill detection on SAR images," in Proc. IGARSS, 1995, vol. 1, pp. 157-159.
16. S. Wu and A. Liu, "Towards an automated ocean feature detection, extraction and classification scheme for SAR imagery," Int. J. Remote Sens., vol. 24, no. 5, pp. 935-951, 2003. (Pubitemid 36421216)
17. K. Karantzalos and D. Argialas, "Automatic detection and tracking of oil spills in SAR imagery with level set segmentation," Int. J. Remote Sens., vol. 29, no. 21, pp. 6281-6296, Nov. 2008.
18. C. Li, C. Kao, J. C. Gore, and Z. Ding, "Minimization of region-scalable fitting energy for image segmentation," IEEE Trans. Image Process., vol. 17, no. 10, pp. 1940-1949, Oct. 2008.
19. K. Li, C. Chery, and H. Daniel, "Comparison of several techniques to obtain multiple-look SAR imagery," IEEE Trans. Geosci. Remote Sens., vol. GRS-21, no. 3, pp. 370-375, Aug. 1983.
20. R. Touzi, A. Lopes, and P. Bousquet, "A statistical and geometrical edge detector for SAR images," IEEE Trans. Geosci. Remote Sens., vol. 26, no. 6, pp. 764-773, Dec. 1988.
21. D. Mumford and J. Shah, "Optimal approximation by piecewise smooth function and associated variational problems," Commun. Pure Appl. Math., vol. 42, pp. 577-685, 1989.
22. T. Chan and L. Vese, "Active contours without edges," IEEE Trans. Image Process., vol. 10, no. 2, pp. 266-277, Feb. 2001. (Pubitemid 32254596)
23. S. Zhu and A. Yuille, "Region competition: Unifying snakes, region growing, bayes/mdl for multiband image segmentation," IEEE Trans. Pattern Anal. Mach. Intell., vol. 18, no. 9, pp. 884-900, Sep. 1996. (Pubitemid 126772831)
24. L. Vese and T. Chan, "A multiphase level set framework for image segmentation using the mumford and shah model," Int. J. Comput. Vis., vol. 50, pp. 271-293, 2002. (Pubitemid 35377416)
25. R. R. Ganta, S. Zaheeruddin, N. Baddiri, and R. R. Rao, "Segmentation of oil spill images with illumination-reflectance based adaptive level set model," IEEE J. Sel. Topics Appl. Earth Observ., vol. 5, no. 5, pp. 1394-1402, Oct. 2012.
26. D. Gleich and M. Datcu, "Wavelet-based despeckling of SAR images using Gauss-Markov random fields," IEEE Trans. Geosci. Remote Sens., vol. 45, no. 12, pp. 4127-4143, Dec. 2007. (Pubitemid 350157846)
27. K. Zhang, L. Zhang, and S. Zhang, "A variational multiphase level set approach to simultaneous segmentation and bias correction," in Proc. 17th IEEE Int. Conf. Image Process., Sep. 2010, pp. 4105-4108.
28. A. H. S. Solberg, C. Brekke, and P. O. Husøy, "Oil spill detection in Radarsat and Envisat SAR images," IEEE Trans. Geosci. Remote Sens., vol. 45, no. 3, pp. 746-755, Mar. 2007.
29. R. Duda, P. Hart, and D. Stork, Pattern Classification, 2nd ed. New York, NY, USA: Wiley, 2001.
30. C. Li, R. Huang, Z. Ding, C. Gatenby, D. Metaxas, and J. C. Gore, "A level set method for image segmentation in the presence of intensity in-homogeneities with application to MRI," IEEE Trans. Image Process., vol. 20, no. 7, pp. 1057-7149, Jul. 2011.
31. X. Bresson, S. Esedoglu, P. Vandergheynst, J. Thiran, and S. Osher, "Fast global minimization of the active contour/snake model," J. Math. Imaging Vis., vol. 28, pp. 151-167, 2007. (Pubitemid 47312505)