Kullback-Leibler divergence and Markov random fields for speckled image restoration

Proceedings - 7th International Symposium on Signal Processing and Its Applications, ISSPA 2003

Volumn 1, Issue , 2003, Pages 425-428

  Bratsolis, Emnianuel ^a   Sigelle, Marc ^a  

^a Département Traitement du Signal et des Images   (France)

Author keywords

[No Author keywords available]

Indexed keywords

MARKOV PROCESSES; MATHEMATICAL MODELS; SIGNAL PROCESSING;

GENERALIZED GAUSSIAN; HYPERPARAMETER ESTIMATION; KULLBACK-LEIBLER DIVERGENCE; MARKOV RANDOM FIELDS; SPECKLED IMAGES;

IMAGE RECONSTRUCTION;

EID: 84894146484     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISSPA.2003.1224731     Document Type: Conference Paper

References (8)

1. Bratsolis E. and Sigelle M. "A generalized gaussIan model for SAR image restoration". Proceedings of SPIE 's 9th Annual International Symposium on Remote Sensing, Crete, Greece, vol. 4885, pp. 69-79, 2002.
2. Celeux G., Peyrard N., and Forbes F. "EM procedures using mean field-like approximations for Markov model-based image segmentation". Pattern Recognition, 36:131-144, Jan 2003.
3. Nicolas J-M. "Etude de lois de probabílités déflnies sur R+: apport des fonctions caractéristiques et des cu-mulants de deuxième espèce dans l'étude de melanges multiplicatifs et addItifs". Proceedings of GRETSI2001, Toulouse, France, 2001.
4. Saquib S., Bouman C. and Sauer K. "ML parameter estimation for Markov Random Fields with applications to bayesian tomography". IEEE Transactions on Image Processing, 7(7): 1029-1044, July 1998.
5. Sigelle M. "A cumulant expansion technique for simultaneous Markov Random Fields image restoration and hyperparameter estimation". International Journal of Computer Vision, 37(3):275-293, June 2000.
6. Kullback S. and Leibler R. "On information and sufficiency". Annals of Mathematical Statistics, 22:79-86, 1951.
7. Touzi R. "A review of speckle filtering in the context of estimation theory". IEEE Transactions on Geoscience and Remote Sensing, 40( 11):2392-2404, Nov 2002.
8. Tupin F., Sigelle M., Chkeif A., and Véran J-R "Restoration of SAR images using recovery of discontinuities and non-linear optimization". Proceedings of International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition, May 1998.