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S.D. Babacan, R. Molina, and A.K. Katsaggelos, "Bayesian Compressive Sensing using Laplace Priors," to appear in IEEE Transactions on Image Processing, 2009. Abstract [PDF] [Tagged] [XML] [BibTex] 
2009
E. Vera, L. Mancera, S.D. Babacan, R. Molina, and 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] 
S.D. Babacan, L. Mancera, R. Molina, and 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] 
S.D. Babacan, R. Molina, and A.K. Katsaggelos, "Fast Bayesian Compressive Sensing using Laplace Priors," IEEE International Conf. on Acoustics, Speech, and Signal Processing (ICASSP’09), Taipei, Taiwan, April 2009. Abstract [PDF] [Tagged] [XML] [BibTex] 
M. Vega, R. Molina, and A.K. Katsaggelos, "L1 Prior Majorization in Bayesian Image Restoration," 16th Int. Conf. on Signal Processing, Santorini, Greece, July 2009. [PDF] [Tagged] [XML] [BibTex] 
S.D. Babacan, R. Molina, and A.K. Katsaggelos, "Variational Bayesian Blind Deconvolution Using a Total Variation Prior," IEEE Transactions on Image Processing, vol. 18, issue 1, pp. 12 - 26, January 2009. [PDF] [Tagged] [XML] [BibTex] 
S.D. Babacan, J. Wang, R. Molina, and A.K. Katsaggelos, "Bayesian Blind Deconvolution from Differently Exposed Image Pairs," to appear in IEEE International Conference on Image Processing, 2009  . [Tagged] [XML] [BibTex] 
S.D. Babacan, R. Ansorge, M. Luessi, R. Molina, and A.K. Katsaggelos, "Compressive Sensing of Light Fields," to appear in IEEE International Conference on Image Processing, 2009  . [Tagged] [XML] [BibTex] 
L. Mancera, S.D. Babacan, R. Molina, and A.K. Katsaggelos, "Image restoration by mixture modelling of an overcomplete linear representation," to appear in IEEE International Conference on Image Processing, 2009  . [Tagged] [XML] [BibTex] 
2008
M. Vega, J. Mateos, R. Molina, and A.K. Katsaggelos, "Super-Resolution of Multispectral Images," The Computer Journal: Oxford University Press, June 2008. [PDF] [Tagged] [XML] [BibTex] 
R. Molina, M. Vega, J. Mateos, and A.K. Katsaggelos, "Variational Posterior Distribution Approximation in Bayesian Super Resolution Reconstruction of Multispectral Images," Applied and Computational Harmonic Analysis, special issue on Mathematical Imaging, vol. 24, issue 2, 251-267, March 2008. [PDF] [Tagged] [XML] [BibTex] 
S.D. Babacan, R. Molina, and A.K. Katsaggelos, "Parameter Estimation in Total Variation Blind Deconvolution," European Signal Processing Conference 2008 (EUSIPCO'08), Lausanne, Switzerland, August 2008. Abstract [PDF] [Tagged] [XML] [BibTex] 
S.D. Babacan, R. Molina, and A.K. Katsaggelos, "Total Variation Super Resolution Using A Variational Approach," IEEE International Conf. on Image Processing 2008, San Diego, USA, October 2008. Abstract [PDF] [Tagged] [XML] [BibTex] 
S.D. Babacan, R. Molina, and A.K. Katsaggelos, "Parameter Estimation in TV Image Restoration Using Variational Distribution Approximation," IEEE Transactions on Image Processing, vol. 17, issue 3, pp. 326 - 339, March 2008. [PDF] [Tagged] [XML] [BibTex] 
S.D. Babacan, R. Molina, and A.K. Katsaggelos, "Generalized Gaussian Markov Field Image Restoration Using Variational Distribution Approximation," IEEE International Conf. on Acoustics, Speech, and Signal Processing (ICASSP’08), Las Vegas, Nevada, April 2008. [PDF] [Tagged] [XML] [BibTex] 
2007
D. Barreto, L.D. Alvarez, R. Molina, A.K. Katsaggelos, and G.M. Callico, "Region-Based Super-Resolution for Compression," Multidimensional Systems and Signal Processing, vol. 18, issue 2-3, 59-81, 2007. [PDF] [Tagged] [XML] [BibTex] 
S.D. Babacan, R. Molina, and A.K. Katsaggelos, "Total Variation Image Restoration and Parameter Estimation Using Variational Distribution Approximation," International Conference on Image Processing (ICIP’07), San Antonio, USA, September 2007. [PDF] [Tagged] [XML] [BibTex] 
S.D. Babacan, R. Molina, and A.K. Katsaggelos, "Total Variation Blind Deconvolution Using A Variational Approach To Parameter, Image, and Blur Estimation," European Signal Processing Conference (EUSIPCO’07), Poznan, Poland, September 2007. [PDF] [Tagged] [XML] [BibTex] 
T.E. Bishop, S.D. Babacan, B. Amizic, A.K. Katsaggelos, T. Chan, and R. Molina, "Blind image deconvolution: problem formulation and existing approaches," Blind image deconvolution: theory and applications, P. Campisi and K. Egiazarian, editors: CRC press, 2007  . [Tagged] [XML] [BibTex] 
"Super Resolution of Images and Video," Synthesis Lectures on Image, Video, & Multimedia Processing, A.K. Katsaggelos, R. Molina, and J. Mateos : Morgan & Claypool Publishers, 2007  . [Tagged] [XML] [BibTex] 
2006
M. Vega, R. Molina, and 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, A.K. Katsaggelos, and 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] 
R. Molina, M. Vega, J. Mateos, and A.K. Katsaggelos, "Parameter Estimation in Bayesian Reconstruction of Multispectral Images Using Super Resolution Techniques," ICIP, Atlanta, Georgia, October 2006. [PDF] [Tagged] [XML] [BibTex] 
R. Molina, M. Vega, J. Mateos, and A.K. Katsaggelos, "Hierarchical Bayesian Super Resolution Reconstruction of Multispectral Images," EUSIPCO-06, Florence, Italy, September 2006. [PDF] [Tagged] [XML] [BibTex] 
R. Molina, A.K. Katsaggelos, L.D. Alvarez, and J. Mateos, "Towards a New Video Compression Scheme Using Super-resolution," Visual Communications and Image Processing, San Jose, CA, January 2006. [PDF] [Tagged] [XML] [BibTex] 
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