Artículo

Frery, A.C.; Jacobo-Berlles, J.; Gambini, J.; Mejail, M.E. "Polarimetric SAR image segmentation with B-splines and a new statistical model" (2010) Multidimensional Systems and Signal Processing. 21(4):319-342
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 approach for polarimetric Synthetic Aperture Radar (SAR) image region boundary detection based on the use of B-Spline active contours and a new model for polarimetric SAR data: the GH P distribution. In order to detect the boundary of a region, initial B-Spline curves are specified, either automatically or manually, and the proposed algorithm uses a deformable contours technique to find the boundary. In doing this, the parameters of the polarimetric GH P model for the data are estimated, in order to find the transition points between the region being segmented and the surrounding area. This is a local algorithm since it works only on the region to be segmented. Results of its performance are presented. © 2010 Springer Science+Business Media, LLC.

Registro:

Documento: Artículo
Título:Polarimetric SAR image segmentation with B-splines and a new statistical model
Autor:Frery, A.C.; Jacobo-Berlles, J.; Gambini, J.; Mejail, M.E.
Filiación:Instituto de Computação, Universidade Federal de Alagoas, Maceió, Brazil
Departamento de Computación, Universidad de Buenos Aires, Buenos Aires, Argentina
Palabras clave:B-spline curves; Complex-valued sensing; Edge detection; Estimation; Polarimetric signal analysis; Specklenoise; Statistical model; Synthetic aperture radar; B spline curve; Complex-valued sensing; Polarimetric signal analysis; Specklenoise; Statistical models; Algorithms; Curve fitting; Edge detection; Image segmentation; Imaging systems; Polarimeters; Polarographic analysis; Radar; Ship propellers; Signal analysis; Signal detection; Splines; Synthetic apertures; Synthetic aperture radar
Año:2010
Volumen:21
Número:4
Página de inicio:319
Página de fin:342
DOI: http://dx.doi.org/10.1007/s11045-010-0113-4
Título revista:Multidimensional Systems and Signal Processing
Título revista abreviado:Multidimens Syst Signal Proc
ISSN:09236082
CODEN:MUSPE
Registro:https://bibliotecadigital.exactas.uba.ar/collection/paper/document/paper_09236082_v21_n4_p319_Frery

Referencias:

  • Allende, H., Frery, A.C., Galbiati, J., Pizarro, L., M-estimators with asymmetric influence functions: The GA0 distribution case (2006) Journal of Statistical Computation and Simulation, 76 (11), pp. 941-956. , 10.1080/10629360600569154 2255896
  • Blake, A., Isard, M., (1998) Active Contours, , Springer Berlin
  • Bustos, O.H., Lucini, M.M., Frery, A.C., M-estimators of roughness and scale for Ga 0- modelled SAR imagery (2002) Eurasip Journal on Applied Signal Processing, 2002 (1), pp. 105-114. , DOI 10.1155/S1110865702000392
  • Conradsen, K., Nielsen, A.A., Schou, J., Skriver, H., A test statistic in the complex Wishart distribution and its application to change detection in polarimetric SAR data (2003) IEEE Transactions on Geoscience and Remote Sensing, 41 (1), pp. 4-19. , 10.1109/TGRS.2002.808066
  • Cribari-Neto, F., Frery, A.C., Silva, M.F., Improved estimation of clutter properties in speckled imagery (2002) Computational Statistics and Data Analysis, 40 (4), pp. 801-824. , DOI 10.1016/S0167-9473(02)00102-0, PII S0167947302001020
  • Davidson, G., Ouchi, K., Saito, G., Ishitsuka, N., Mohri, K., Uratsuka, S., Single-look classification accuracy for polarimetric SAR (2006) International Journal of Remote Sensing, 27 (22), pp. 5073-5080. , DOI 10.1080/01431160500056816, PII Q5H25K7613241243
  • Devroye, L., (1986) Non-uniform Random Variate Generation, , Springer Berlin
  • Dierking, W., Busche, T., Sea ice monitoring by L-bands AR: An assessment based on literature and comparisons of JERS-1 and ERS-1 imagery (2006) IEEE Transactions on Geoscience and Remote Sensing, 44 (4), pp. 957-970. , 10.1109/TGRS.2005.861745
  • Dierking, W., Skriver, H., Change detection for thematic mapping by means of airborne multitemporal polarimetric SAR imagery (2002) IEEE Transactions on Geoscience and Remote Sensing, 40 (3), pp. 618-636. , DOI 10.1109/TGRS.2002.1000322, PII S0196289202043541
  • The Applications of SAR Data-an Overview, , http://earth.esa.int/applications/data_util/SARDOCS, European Space Agency
  • Figueiredo, M.A.T., Leitao, J.M.N., Jain, A.K., Unsupervised contour representation and estimation using B-splines and a minimum description length criterion (2000) IEEE Transactions on Image Processing, 9 (6), pp. 1075-1087. , 10.1109/83.846249 1767074
  • Freitas, C.C., Frery, A.C., Correia, A.H., The polarimetric G distribution for SAR data analysis (2005) Environmetrics, 16 (1), pp. 13-31. , DOI 10.1002/env.658
  • Frery, A., Correia, A., Freitas, C., Classifying multifrequency fully polarimetric imagery with multiple sources of statistical evidence and contextual information (2007) IEEE Transactions on Geoscience and Remote Sensing, 45 (10), pp. 3098-3109. , 10.1109/TGRS.2007.903828
  • Frery, A.C., Cribari-Neto, F., De Souza, M.O., Analysis of minute features in speckled imagery with maximum likelihood estimation (2004) Eurasip Journal on Applied Signal Processing, 2004 (16), pp. 2476-2491. , DOI 10.1155/S111086570440907X, Nonlinear Signal and Image Processing-Part II
  • Frery, A.C., Müller, -J.H., Yanasse, C.C.F., Sant'Anna, S.J.S., A model for extremely heterogeneous clutter (1997) IEEE Transactions on Geoscience and Remote Sensing, 35 (3), pp. 648-659. , 10.1109/36.581981
  • Frery, A.C., Sant'Anna, S.J.S., Mascarenhas, N.D.A., Bustos, O.H., Robust inference techniques for speckle noise reduction in 1-look amplitude SAR images (1997) Applied Signal Processing, 4, pp. 61-76
  • Gambini, J., Mejail, M.E., Jacobo-Berlles, J., Frery, A.C., Feature extraction in speckled imagery using dynamic B-spline deformable contours under the model (2006) International Journal of Remote Sensing, 27 (22), pp. 5037-5059. , DOI 10.1080/01431160600702616, PII X152351855151641
  • Gambini, J., Mejail, M., Jacobo-Berlles, J., Frery, A., Accuracy of local edge detection in speckled imagery (2008) Statistics & Computing, 18 (1), pp. 15-26. , 10.1007/s11222-007-9034-y 2416435
  • Goodman, J.W., (1985) Statistical Optics, Pure and Applied Optics, , Wiley New York, USA
  • Goodman, N.R., The distribution of the determinant of a complex Wishart distribuited matrix (1963) Annals of Mathematical Statistics, 34, pp. 178-180. , 10.1214/aoms/1177704251 145619
  • Goodman, N.R., Statistical analysis based on a certain complex Gaussian distribution. (An introduction) (1963) Annals of Mathematical Statistics, 34, pp. 152-177. , 10.1214/aoms/1177704250 145618
  • Gordon, S.D., Ritcey, J.A., Calculating the K-distribution by saddlepoint integration (1995) IEE Proceedings in Radar, Sonar and Navigation, 142 (4), pp. 162-166. , 10.1049/ip-rsn:19951904
  • Goudail, F., Refregier, P., Contrast definition for optical coherent polarimetric images (2004) IEEE Transactions on Pattern Analysis and Machine Intelligence, 26 (7), pp. 947-951. , 10.1109/TPAMI.2004.22
  • Gradshteyn, I.S., Ryzhik, I.M., (1980) Table of Integrals, Series and Products, , Academic Press New York
  • Horn, R., E-SAR: The experimental airborne L/C-band SAR system of DFVLR (1998) Proceedings IGARSS '98: IEEE International Geoscience and Remote Sensing Symposium, 2, pp. 1025-1026
  • Horta, M.M., Mascarenhas, N., Frery, A.C., Levada, A., Clustering of fully polarimetric SAR data using finite G0-mixture model and SEM algorithm (2008) Proceedings IWSSIP '08: 15th International Conference on Systems, Signals and Image Processing, pp. 81-84. , 25-28 June
  • Jørgensen, B., (1982) Statistical Properties of the Generalized Inverse Gaussian Distribution, Volume 9 of Lecture Notes in Statistics, , Springer New York
  • Lee, J.-S., Grunes, M., Pottier, E., Ferro-Famil, L., Unsupervised terrain classification preserving polarimetric scattering characteristics (2004) Geoscience and Remote Sensing. IEEE Transactions on, 42 (4), pp. 722-731. , 10.1109/TGRS.2003.819883
  • J, -S.L., Pottier, E., (2009) Polarimetric Radar Imaging: From Basics to Applications, , CRC Boca Raton 10.1201/9781420054989
  • Mejail, M.E., Jacobo-Berlles, J.C., Frery, A.C., Bustos, O.H., Classification of SAR images using a general and tractable multiplicative model (2003) International Journal of Remote Sensing, 24 (18), pp. 3565-3582. , DOI 10.1080/0143116021000053274
  • Mejail, M.E., Frery, A.C., Jacobo-Berlles, J., Bustos, O.H., Approximation of distributions for SAR images: Proposal, evaluation and practical consequences (2001) Latin American Applied Research, 31, pp. 83-92
  • Migliaccio, M., Gambardella, A., Tranfaglia, M., SAR polarimetry to observe oil spills (2007) IEEE Transactions on Geoscience and Remote Sensing, 45 (2), pp. 506-511. , DOI 10.1109/TGRS.2006.888097
  • Nascimento, A.D.C., Cintra, R.J., Frery, A.C., Hypothesis testing in speckled data with stochastic distances (2010) IEEE Transactions on Geoscience and Remote Sensing, 48, pp. 373-385. , 10.1109/TGRS.2009.2025498
  • Oliver, C., Quegan, S., (1998) Understanding Synthetic Aperture Radar Images, , Artech House Boston
  • Quartulli, M., Datcu, M., Stochastic geometrical modelling for built-up area understanding from a single SAR intensity image with meter resolution (2004) IEEE Transactions on Geoscience and Remote Sensing, 42 (9), pp. 1996-2003. , 10.1109/TGRS.2004.833391
  • Rogers, D.F., Adams, J.A., (1990) Mathematical Elements for Computer Graphics, , 2 McGraw-Hill New York, USA
  • Sant'Anna, S.J.S., Lacava, J.C.S., Fernandes, D., From Maxwells equations to polarimetric SAR images: A simulation approach (2008) Sensors, 8, pp. 7380-7409. , 10.3390/s8117380
  • Schou, J., Dierking, W., Skriver, H., Tensor based structure estimation in multi-channel images (2000) Proceedings IGARSS '00: IEEE International Geoscience and Remote Sensing Symposium, 2, pp. 663-665
  • Seshadri, V., (1993) The Inverse Gaussian Distribution: A Case Study in Exponential Families, , Claredon Press Oxford
  • Da Silva, M.F., Cribari-Neto, F., Frery, A.C., Improved likelihood inference for the roughness parameter of the GA0 distribution (2008) Environmetrics, 19 (4), pp. 347-368. , DOI 10.1002/env.881
  • Srivastava, M.S., On the complex Wishart distribution (1965) Annals of Mathematical Statistics, 36 (1), pp. 313-315. , 10.1214/aoms/1177700294 172401
  • Udupa, J.K., Leblanc, V.R., Zhuge, Y., Imielinska, C., Schmidt, H., Currie, L.M., Hirsch, B.E., Woodburn, J., A framework for evaluating image segmentation algorithms (2006) Computerized Medical Imaging and Graphics, 30 (2), pp. 75-87. , 10.1016/j.compmedimag.2005.12.001
  • Vasconcellos, K.L.P., Frery, A.C., Silva, L.B., Improving estimation in speckled imagery (2005) Computational Statistics, 20 (3), pp. 503-519. , DOI 10.1007/BF02741311
  • Wang, H., Ouchi, K., Accuracy of the K-distribution regression model for forest biomass estimation by high-resolution polarimetric SAR: Comparison of model estimation and field data (2008) IEEE Transactions on Geoscience and Remote Sensing, 46 (4), pp. 1058-1064. , DOI 10.1109/TGRS.2008.915756, 4469252
  • Yueh, S.H., Kong, J.A., Jao, J.K., Shin, R.T., Zebker, H.A., Toan, T.L., Ottl, H., K-distribution and polarimetric terrain radar clutter (1990) Progress in Electromagnetics Research (PIER), 3, pp. 237-275
  • Zebker, H.A., Van Zyl, J.J., Imaging radar polarimetry: A review (1991) Proceedings of the IEEE, 79 (11), pp. 1583-1606. , 10.1109/5.118982
  • Zhang, L., In Situ image segmentation using the convexity of illumination distribution of the light sources (2008) IEEE Transactions on Pattern Analysis and Machine Intelligence, 30 (10), pp. 1786-1799. , 10.1109/TPAMI.2007.70830

Citas:

---------- APA ----------
Frery, A.C., Jacobo-Berlles, J., Gambini, J. & Mejail, M.E. (2010) . Polarimetric SAR image segmentation with B-splines and a new statistical model. Multidimensional Systems and Signal Processing, 21(4), 319-342.
http://dx.doi.org/10.1007/s11045-010-0113-4
---------- CHICAGO ----------
Frery, A.C., Jacobo-Berlles, J., Gambini, J., Mejail, M.E. "Polarimetric SAR image segmentation with B-splines and a new statistical model" . Multidimensional Systems and Signal Processing 21, no. 4 (2010) : 319-342.
http://dx.doi.org/10.1007/s11045-010-0113-4
---------- MLA ----------
Frery, A.C., Jacobo-Berlles, J., Gambini, J., Mejail, M.E. "Polarimetric SAR image segmentation with B-splines and a new statistical model" . Multidimensional Systems and Signal Processing, vol. 21, no. 4, 2010, pp. 319-342.
http://dx.doi.org/10.1007/s11045-010-0113-4
---------- VANCOUVER ----------
Frery, A.C., Jacobo-Berlles, J., Gambini, J., Mejail, M.E. Polarimetric SAR image segmentation with B-splines and a new statistical model. Multidimens Syst Signal Proc. 2010;21(4):319-342.
http://dx.doi.org/10.1007/s11045-010-0113-4