Publications

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M. Vega, R. Molina, A.K. Katsaggelos, "A Bayesian Superresolution Approach to Demosaicing of Blurred Images," EURASIP Journal on Applied Signal Processing, Special Issue on Superresolution, vol. 2006, issue 25072, pp. 12, 2006. [PDF] [Tagged] [XML] [BibTex] 
R. Molina, J. Mateos, A.K. Katsaggelos, R.Z. Milla, "A New super Resolution Bayesian Method for Pansharpening Landsat ETM+ Imagery," 9th International Symposium on Physical Measurements and Signatures in Remote Sensing (ISPMSRS), S. Liang, J. Liu, X. Li, R. Liu, M. Schaepman, editors, Beijing, China, 280-283, October 2005. [PDF] [Tagged] [XML] [BibTex] 
J. Mateos, R. Molina, A.K. Katsaggelos, "Approximations of Posterior Distributions in Blind Deconvolution Using Variational Methods," IEEE International Conference on Image Processing (ICIP 2005), vol. 2, II- 770-773, September 2005. Abstract [PDF] [Tagged] [XML] [BibTex] 
R. Molina, J. Mateos, A.K. Katsaggelos, M. Vega, "A General Multichannel Image Restoration Method Using Compound Models," ICPR, Quebec City, Canada, September 2002. [PDF] [Tagged] [XML] [BibTex] 
J. Mateos, A.K. Katsaggelos, R. Molina, "A Bayesian Approach for the Estimation and Transmission of Regularization Parameters for Reducing Blocking Artifacts," IEEE Trans. Image Processing, vol. 9, issue 7, 1200-1215, July 2000. [PDF] [Tagged] [XML] [BibTex] 
R. Molina, A.K. Katsaggelos, J. Abad, J. Mateos, "A Bayesian Approach to Blind Deconvolution based on Dirichlet Distributions," Int. Conf. Acoust., Speech, Signal Processing, Munich, Germany, IV-2809-2812, April 1997. [PDF] [Tagged] [XML] [BibTex] 
B
S.D. Babacan, R. Molina, A.K. Katsaggelos, "Bayesian Compressive Sensing using Laplace Priors," to appear in IEEE Transactions on Image Processing, 2009. Abstract [PDF] [Tagged] [XML] [BibTex] 
S.D. Babacan, J. Wang, R. Molina, A.K. Katsaggelos, "Bayesian Blind Deconvolution from Differently Exposed Image Pairs," IEEE International Conference on Image Processing, Cairo, Egypt, November 2009. [Tagged] [XML] [BibTex] 
S.D. Babacan, L. Mancera, R. Molina, A.K. Katsaggelos, "Bayesian Compressive Sensing Using Non-Convex Priors," European Signal Processing Conference 2009 (EUSIPCO'09), Glasgow, Scotland, August 2009. Abstract [PDF] [Tagged] [XML] [BibTex] 
E. Vera, L. Mancera, S.D. Babacan, R. Molina, A.K. Katsaggelos, "Bayesian Compressive Sensing Of Wavelet Coefficients Using Multiscale Laplacian Priors," IEEE Workshop on Statistical Signal Processing (SSP09), Cardiff, Wales, UK, August 2009. [PDF] [Tagged] [XML] [BibTex] 
T.E. Bishop, S.D. Babacan, B. Amizic, A.K. Katsaggelos, T. Chan, R. Molina, "Blind image deconvolution: problem formulation and existing approaches," Blind image deconvolution: theory and applications, P. Campisi, K. Egiazarian, editors: CRC press, 2007  . [Tagged] [XML] [BibTex] 
R. Molina, A.K. Katsaggelos, J. Mateos, "Blind Deconvolution Using a Variational Approach to Parameter, Image, and Blur Estimation," IEEE Trans. Image Processing, vol. 15, issue 12, 3715-3727, December 2006. [PDF] [Tagged] [XML] [BibTex] 
A. Lopez, R. Molina, A.K. Katsaggelos, A. Rodriguez, J.M. Lopez, J.M. Llamas, "Bayesian Reconstruction of SPECT Images: and Aid in Nuclear Medicine Diagnosis," International Journal of Imaging Systems and Technology, vol. 14, issue 1, 21-27, June 2004. [PDF] [Tagged] [XML] [BibTex] 
C.A. Segall, A.K. Katsaggelos, R. Molina, J. Mateos, "Bayesian Resolution Enhancement of Compressed Video," IEEE Trans. on Image Processing, vol. 13, issue 7, 898-911, July 2004. [PDF] [Tagged] [XML] [BibTex] 
R. Molina, A.K. Katsaggelos, M. Vega, "Bayesian Multichannel Image Restoration Using Compound Gauss-Markov Random Fields," IEEE Trans. Image Processing, vol. 12, issue 12, 1655-1667, December 03. [PDF] [Tagged] [XML] [BibTex] 
J. Mateos, R. Molina, A.K. Katsaggelos, "Bayesian High Resolution Image Reconstruction with Incomplete Multisensor Low Resolution Systems," ICASSP, vol. III, Hong Kong, China, 705-708, April 2003. [PDF] [Tagged] [XML] [BibTex] 
A. Lopez, R. Molina, A.K. Katsaggelos, "Bayesian SPECT Image Reconstruction with Scalable Hyperparameter Estimation for Escalable Priors," 1st Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA2003), vol. 2652, Mallorca, Spain, 538-546, June 2003. [Tagged] [XML] [BibTex] 
J. Mateos, M. Vega, R. Molina, A.K. Katsaggelos, "Bayesian Image Estimation from an Incomplete Set of Blurred, Undersampled Low Resolution Images," 1st Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA2003), vol. 2652, Mallorca, Spain, 445-452, June 2003. [PDF] [Tagged] [XML] [BibTex] 
F.J. Cortijo, S. Villena, R. Molina, A.K. Katsaggelos, "Bayesian super-resolution of text image sequences from low resolution observations," IEEE Seventh International Symposium on Signal Processing and Its Applications, vol. 1, Paris, France, 421-424, June 2003. [PDF] [Tagged] [XML] [BibTex] 
M. Vega, J. Mateos, R. Molina, A.K. Katsaggelos, "Bayesian Parameter Estimation in Image Reconstruction from Subsampled Blurred Observations," Proceedings of IEEE International Conference on Image Processing, Barcelona, Spain, September 2003. [PDF] [Tagged] [XML] [BibTex] 
C.A. Segall, R. Molina, A.K. Katsaggelos, J. Mateos, "Bayesian High-Resolution Reconstruction of Low-Resolution Compressed Video," ICIP, Thessaloniki, Greece, October 2001. [PDF] [Tagged] [XML] [BibTex] 
R. Molina, A.K. Katsaggelos, J. Mateos, "Bayesian and Regularization Methods for Hyperparameter Estimation in Image Restoration," IEEE Trans. Image Processing, vol. 8, issue 2, 231-246, February 1999. [PDF] [Tagged] [XML] [BibTex] 
R. Molina, A.K. Katsaggelos, J. Abad, "Bayesian Image Restoration Using a Wavelet-Based Subband Decomposition," Int. Conf. Acoust., Speech, Signal Processing, Phoenix, AZ, March 1999. [PDF] [Tagged] [XML] [BibTex] 
J. Mateos, A.K. Katsaggelos, R. Molina, "Bayesian Reconstruction of BDCT Compressed Images," Simposium nacional de reconocimiento de formas y analisis de imagenes, Barcelona, Spain, I-341-346, April 1997. [Tagged] [XML] [BibTex] 
R. Molina, A.K. Katsaggelos, J. Mateos, "Bayesian Deconvolution Methods in Astronomy," Fifth Workshop: Data Analysis in Astronomy, World Scientific, The Science and Culture Science, M.J.B.D. V. Di Gesu, editors, 289-295, 1997  . [Tagged] [XML] [BibTex]