1,144
Views
1
CrossRef citations to date
0
Altmetric
Articles

Log-cumulants of the finite mixture model and their application to statistical analysis of fully polarimetric UAVSAR data

, , , &
Pages 45-55 | Received 07 May 2017, Accepted 29 Sep 2017, Published online: 09 Feb 2018

References

  • Alonso-González, A., C. López-Martínez, and P. Salembier. 2012. “Filtering and Segmentation of Polarimetric SAR Data Based on Binary Partition Trees.” IEEE Transactions on Geoscience and Remote Sensing 50 (2): 593–605.
  • Anfinsen, S. N. 2016. Statistical Unmixing of SAR Images. Technical report, Munin Open Research Archive. Tromsø: University of Tromsø -- The Arctic University of Norway. February. http://hdl.handle.net/10037/8425.
  • Anfinsen, S. N., and T. Eltoft. 2011. “Application of the Matrix-variate Mellin Transform to Analysis of Polarimetric Radar Images.” IEEE Transactions on Geoscience and Remote Sensing 49 (6): 2281–2295.
  • Bombrun, L., S. N. Anfinsen, and O. Harant. 2011. “A Complete Coverage of Log-cumulant Space in Terms of Distributions for Polarimetric SAR data.” Paper presented at Proc. PolInSAR, Frascati, Italy, January 24--28.
  • Bombrun, L., and J.-M. Beaulieu. 2008. “Fisher Distribution for Texture Modeling of Polarimetric SAR Data.” IEEE Geoscience and Remote Sensing Letters 5 (3): 512–516.
  • Chen, S. W., X. S. Wang, and M. Sato. 2012. “PolInSAR Complex Coherence Estimation Based on Covariance Matrix Similarity Test.” IEEE Transactions on Geoscience and Remote Sensing 50 (11): 4699–4710. doi:10.1109/TGRS.2012.2192937.
  • Cloude, S. 2009. Polarisation: Applications in Remote Sensing. New York: Oxford University Press.
  • Deng, X., and C. López-Martínez. 2016. “Higher Order Statistics for Texture Analysis and Physical Interpretation of Polarimetric SAR Data.” IEEE Geoscience and Remote Sensing Letters 13 (7): 912–916. doi:10.1109/LGRS.2016.2553218.
  • Deng, X., C. López-Martínez, and E. M. Varona. 2016. “A Physical Analysis of Polarimetric SAR Data Statistical Models.” IEEE Transactions on Geoscience and Remote Sensing 54 (5): 3035–3048. doi:10.1109/TGRS.2015.2510399.
  • Efron, B., and R. Tibshirani. 1994. An Introduction to the Bootstrap. London: Chapman & Hall/CRC.
  • Freitas, C. C., A. C. Frery, and A. H. Correia. 2005. “The Polarimetric G Distribution for SAR Data Analysis.” Environmetrics 16 (1): 13–31.
  • Frery, A. C., H. J. Muller, C. C. F. Yanasse, and S. J. S. Sant’Anna. 1997. “A Model for Extremely Heterogeneous Clutter.” IEEE Transactions on Geoscience and Remote Sensing 35 (3): 648–659.
  • Frühwirth-Schnatter, S. 2006. Finite Mixture and Markov Switching Models. Springer Science & Business Media.
  • Gini, F., and M. Greco. 2002. “Covariance Matrix Estimation for CFAR Detection in Correlated Heavy Tailed Clutter.” Signal Processing 82 (12): 1847–1859.
  • Goodman, N. R. 1963. “Statistical Analysis Based on a Certain Multivariate Complex Gaussian Distribution (An Introduction).” The Annals of Mathematical Statistics 34 (1): 152–177.
  • Hensley, S., K. Wheeler, G. Sadowy, C. Jones, S. Shaffer, H. Zebker, T. Miller, et al. 2008. “The UAVSAR Instrument: Description and First Results.” Paper presented at 2008 IEEE Radar Conference, Rome, Italy, May 26--30.
  • Krylov, V., G. Moser, S. B. Serpico, J. Zerubia, et al. 2008. Modeling the Statistics of High Resolution SAR Images. Technical Report. Institut national de recherche en informatique et en automatique, INRIA.
  • Krylov, V. A., G. Moser, S. B. Serpico, and J. Zerubia. 2013. “On the Method of Logarithmic Cumulants for Parametric Probability Density Function Estimation.” IEEE Transactions on Image Processing 22 (10): 3791–3806. doi:10.1109/TIP.2013.2262285.
  • Lee, J. S., T. L. Ainsworth, Y. Wang, and K. S. Chen. 2015. “Polarimetric SAR Speckle Filtering and the Extended Sigma Filter.” IEEE Transactions on Geoscience and Remote Sensing 53 (3): 1150–1160. doi:10.1109/TGRS.2014.2335114.
  • Lee, J. S., R. G. Mitchell, and R. Kwok. 1994. “Classification of Multi-look Polarimetric SAR Imagery Based on Complex Wishart Distribution.” International Journal of Remote Sensing 15 (11): 2299–2311.
  • Lee, J.-S., and E. Pottier. 2009. Polarimetric Radar Imaging: From Basics to Applications. London: CRC Press.
  • Lee, J. S., D. L. Schuler, R. H. Lang, and K. J. Ranson. 1994. “K-distribution for Multi-look Processed Polarimetric SAR Imagery.” Paper presented at Geoscience and Remote Sensing Symposium, 1994. IGARSS ’94. Surface and Atmospheric Remote Sensing: Technologies, Data Analysis and Interpretation., International, Vol. 4, 2179–2181. Pasadena, CA, USA, August 8--12.
  • López-Martínez, C., and X. Fabregas. 2003. “Polarimetric SAR Speckle Noise Model.” IEEE Transactions on Geoscience and Remote Sensing 41 (10): 2232–2242.
  • Moser, G., J. Zerubia, and S. B. Serpico. 2006. “Dictionary-based Stochastic Expectation-maximization for SAR Amplitude Probability Density Function Estimation.” IEEE Transactions on Geoscience and Remote Sensing 44 (1): 188–200.
  • Nicolas, J.-M. 2002. “Introduction aux statistiques de deuxième espèce: Applications des logs-moments et des logs-cumulants à l’analyse des lois d’images radar.” TS. Traitement du signal 19 (3): 139–167.
  • Sheen, D. R., and L. P. Johnston. 1992. “Statistical and Spatial Properties of Forest Clutter Measured with Polarimetric Synthetic Aperture Radar (SAR).” IEEE Transactions on Geoscience and Remote Sensing 30 (3): 578–588.
  • Tough, R. J. A., D. Blacknell, and S. Quegan. 1995. “A Statistical Description of Polarimetric and Interferometric Synthetic Aperture Radar Data.” Proceedings of the Royal Society of London A: Mathematical, Physical and Engineering Sciences 449 (1937): 567–589. doi:10.1098/rspa.1995.0059.
  • Wang, Y., T. L. Ainsworth, and J. Lee. 2015. “On Characterizing High-resolution SAR Imagery Using Kernel-based Mixture Speckle Models.” IEEE Geoscience and Remote Sensing Letters 12 (5): 968–972. doi:10.1109/LGRS.2014.2370095.
  • Wang, Y., C. Liu, X. Zhan, and S. Han. 2016. “Technology and Applications of UAV Synthetic Aperture Radar System.” Journal of Radars 5 (4): 333–349. doi:10.12000/JR16089.
  • Yueh, S. H., J. A. Kong, J. K. Jao, R. T. Shin, and L. M. Novak. 1989. “K-distribution and Polarimetric Terrain Radar Clutter.” Journal of Electromagnetic Waves and Applications 3 (8): 747–768.