Artículo

Estamos trabajando para incorporar este artículo al repositorio
Consulte el artículo en la página del editor
Consulte la política de Acceso Abierto del editor

Abstract:

We present an interactive easy-to-use software package, based on an evolutionary algorithm, to perform adaptive anisotropic diffusion speckle filtering for synthetic aperture radar (SAR) images. As a main difference from other methodologies, there is an integration of a SAR-image human expert who provides a subjective validation to complete the diffusion filter design. We have applied an interactive methodology to a set of SAR images, and we compared the results with those obtained by other speckle reduction filters. The results, through the evaluation of objective global and local quality criteria, show the potential of the proposal. © 2011 IEEE.

Registro:

Documento: Artículo
Título:Evolutionary expert-supervised despeckled srad filter design for enhancing SAR images
Autor:Gomez, L.; Munteanu, C.; Jacobo-Berlles, J.; Mejail, M.
Filiación:Department of Electronic Engineering and Control, University of Las Palmas de Gran Canaria, 35017 Las Palmas de Gran Canaria, Spain
Computer Vision and Image Processing Group, Computer Science Department, University of Buenos Aires, 1428 Buenos Aires, Argentina
Palabras clave:Adaptive filtering; artificial intelligence; diffusion filter; image processing; Anisotropic Diffusion; diffusion filter; Filter designs; Human expert; Quality criteria; SAR Images; Speckle filtering; Speckle reduction; Synthetic aperture radar images; Adaptive filtering; Adaptive filters; Artificial intelligence; Diffusion; Filter banks; Image processing; Imaging systems; Speckle; User interfaces; Synthetic aperture radar
Año:2011
Volumen:8
Número:4
Página de inicio:814
Página de fin:818
DOI: http://dx.doi.org/10.1109/LGRS.2011.2114323
Título revista:IEEE Geoscience and Remote Sensing Letters
Título revista abreviado:IEEE Geosci. Remote Sens. Lett.
ISSN:1545598X
Registro:https://bibliotecadigital.exactas.uba.ar/collection/paper/document/paper_1545598X_v8_n4_p814_Gomez

Referencias:

  • Krieger, G., Moreira, A., Fiedler, H., Hajnsek, I., M.WernerM. Younis, Zink, M., A satellite formation for high resolution SAR interferometry (2007) IEEE Trans. Geosci. Remote Sens., 45 (11), pp. 3317-3341. , Nov
  • Achim, A., Kuruoglu, E., Zerubia, J., SAR image filtering based on the heavy-tailed Rayleigh model (2005) INRIA, , Sophia Antipolis, France, Rep. 5493
  • Gambardella, A., Nunziata, F., Migliaccio, M., A physical fullresolution SAR ship detection filter (2008) IEEE Geosci. Remote Sens. Lett., 5 (4), pp. 760-763. , Oct
  • Wessel, B., Wiedemann, C., Hellwich, O., Arndt, W.C., Evaluation of automatic road extraction results from SAR imagery (2002) Int. Arch. Photogramm., Remote Sens. Spatial Inf. Sci., 4 (PART 4), pp. 786-791
  • Watanabe, M., Shimada, M., Rosenqvist, A., Tadono, T., Matsuoka, M., Romshoo, S.A., Ohta, K., Moriyama, T., Forest structure dependency of the relation between L-band and biophysical parameters (2006) IEEE Trans. Geosci. Remote Sens., 44 (11), pp. 3154-3165. , Nov
  • Tison, C., Tupin, F., Maitre, H., A fusion scheme for joint retrieval of urban height map and classification from high-resolution interferometric SAR images (2007) IEEE Transactions on Geoscience and Remote Sensing, 45 (2), pp. 496-505. , DOI 10.1109/TGRS.2006.887006
  • Andrews, H.C., Hunt, B.R., (1977) Digital Image Restoration, , Englewood Cliffs, NJ: Prentice-Hall
  • Frost Victor, S., Stiles, J.A., Shanmugan, K.S., Holtzman Julian, C., A model for radar images and its application to adaptive digital filtering of multiplicative noise (1982) IEEE Transactions on Pattern Analysis and Machine Intelligence, PAMI-4 (2), pp. 157-166
  • Hagg, W., Sties, M., Efficient speckle filtering of SAR images with the EPPOS algorithm (1994) Proc. IEEE IGARSS, pp. 2140-2142. , Pasadena, CA
  • Lee, J.S., Digital image enhancement and noise filtering by using local statistics (1980) IEEE Trans. Pattern Anal. Mach. Intell., PAM1-2 (2), pp. 165-168. , Mar
  • Perona Pietro, Malik Jitendra, Scale-space and edge detection using anisotropic diffusion (1990) IEEE Transactions on Pattern Analysis and Machine Intelligence, 12 (7), pp. 629-639. , DOI 10.1109/34.56205
  • Yu, Y., Acton, S.T., Speckle reducing anisotropic diffusion (2002) IEEE Trans. Image Process., 11 (11), pp. 1260-1270. , Nov
  • Zhang, Z., Zhang, X., Zhang, J., SAR image processing based on fast discrete curvelet transform (2009) Proc. IFITA, pp. 28-31. , Chengdu, China
  • Munteanu, C., Morales, F., Gonzalez, J., Rosa, J., Gomez, L., Enhancing obstetric and gynecology ultrasound images by adaptation of the speckle reducing anisotropic diffusion filter (2008) Artif. Intell. Med., 43 (3), pp. 223-242. , Jul
  • Takagi, H., Interactive evolutionary computation: fusion of the capabilities of EC optimization and human evaluation (2001) Proceedings of the IEEE, 89 (9), pp. 1275-1296. , PII S0018921901076083
  • Terano, T., Inada, M., Data mining from clinical data using interactive evolutionary computation (2003) Natural Computing Series, Advances in Evolutionary Computing: Theory and Applications, pp. 847-861. , New York: Springer-Verlag
  • Pratt, W.K., (2001) Digital Image Processing: PIKS Inside, , New York: Wiley
  • (2009) The MathWorks, , http://www.mathworks.com, [Online]. Available
  • Baeck, T., (1996) Evolutionary Algorithms in Theory and Practice, , NewYork: Oxford Univ. Press
  • Reeves, C.R., (2000) Modern Heuristic Techniques for Combinatorial Problems, , New York: McGraw-Hill
  • Chabrier, S., Lauren, H., Rosenberger, C., Emile, B., Comparative study of contour detection evaluation criteria based on dissimilarity measures (2008) J. Image Video Process., 2008 (2), pp. 1-13
  • Wang, Z., Bovik, A., Sheikh, H., Simoncelli, E., Image quality assessment: From error visibility to structural similarity (2004) IEEE Trans. Image Process., 13 (4), pp. 600-612. , Apr
  • Walessa, M., Datcu, M., Model-based despeckling and information extraction from SAR images (2000) IEEE Trans. Geosci. Remote Sens., 38 (5), pp. 2258-2269. , Sep

Citas:

---------- APA ----------
Gomez, L., Munteanu, C., Jacobo-Berlles, J. & Mejail, M. (2011) . Evolutionary expert-supervised despeckled srad filter design for enhancing SAR images. IEEE Geoscience and Remote Sensing Letters, 8(4), 814-818.
http://dx.doi.org/10.1109/LGRS.2011.2114323
---------- CHICAGO ----------
Gomez, L., Munteanu, C., Jacobo-Berlles, J., Mejail, M. "Evolutionary expert-supervised despeckled srad filter design for enhancing SAR images" . IEEE Geoscience and Remote Sensing Letters 8, no. 4 (2011) : 814-818.
http://dx.doi.org/10.1109/LGRS.2011.2114323
---------- MLA ----------
Gomez, L., Munteanu, C., Jacobo-Berlles, J., Mejail, M. "Evolutionary expert-supervised despeckled srad filter design for enhancing SAR images" . IEEE Geoscience and Remote Sensing Letters, vol. 8, no. 4, 2011, pp. 814-818.
http://dx.doi.org/10.1109/LGRS.2011.2114323
---------- VANCOUVER ----------
Gomez, L., Munteanu, C., Jacobo-Berlles, J., Mejail, M. Evolutionary expert-supervised despeckled srad filter design for enhancing SAR images. IEEE Geosci. Remote Sens. Lett. 2011;8(4):814-818.
http://dx.doi.org/10.1109/LGRS.2011.2114323