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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] 
S.D. Babacan, J. Wang, R. Molina, and 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, R. Ansorge, M. Luessi, R. Molina, and A.K. Katsaggelos, "Compressive Sensing of Light Fields," IEEE International Conference on Image Processing, Cairo, Egypt, November 2009. Abstract [Tagged] [XML] [BibTex] 
L. Mancera, S.D. Babacan, R. Molina, and A.K. Katsaggelos, "Image restoration by mixture modelling of an overcomplete linear representation," IEEE International Conference on Image Processing, Cairo, Egypt, November 2009. [Tagged] [XML] [BibTex] 
S. Belekos, N. Galatsanos, S.D. Babacan, and A.K. Katsaggelos, "Maximum a posteriori Super-Resolution of compressed video using a new multichannel image prior," IEEE International Conference on Image Processing, Cairo, Egypt, November 2009. [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] 
A.K. Katsaggelos, S.D. Babacan, and C. Tsai, "Iterative Image Restoration," The Essential Guide to Image Processing, A. Bovik, editor: Elsevier, 2009  . [Tagged] [XML] [BibTex] 
2008
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] 
T. Georgiev, C. Intwala, S.D. Babacan, and A. Lumsdaine, "Unified Frequency Domain Analysis of Lightfield Cameras," European Conference on Computer Vision (ECCV), Marseille, France, October 2008. Abstract [PDF] [Tagged] [XML] [BibTex] 
S.D. Babacan, X. Yin, A.C. Larson, and A.K. Katsaggelos, "Combination of MR Surface Coil Images Using Weighted Constrained Least Squares," IEEE International Conf. on Image Processing 2008, October 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
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] 
H. Wang, S.D. Babacan, and K. Sayood, "Lossless Hyperspectral Image Compression Using Context-Based Conditional Average," IEEE Transactions on Geoscience and Remote Sensing, vol. 45, issue 12, 4187-4193, December 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] 
S.D. Babacan and T.N. Pappas, "Spatiotemporal Algorithm for Background Subtraction," IEEE International Conf. on Acoustics, Speech, and Signal Processing (ICASSP’07), Hawaii, USA, April 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] 
2006
S.D. Babacan and T.N. Pappas, "Spatiotemporal Algorithm for Joint Video Segmentation and Foreground Detection," European Signal Processing Conference (EUSIPCO’06), Florence, Italy, September 2006. [PDF] [Tagged] [XML] [BibTex] 
S.D. Babacan, "Spatiotemporal Algorithms for Joint Background Subtraction and Video Segmentation," Department of Electrical Engineering and Computer Science, M.S. Thesis, Evanston, Northwestern University, pp. 85, 2006  . Abstract [Tagged] [XML] [BibTex] 
2005
H. Wang, S.D. Babacan, and K. Sayood, "Lossless Hyperspectral Image Compression Using Context-Based Conditional Averages," Data Compression Conference (DCC'05), 418-426, 2005. [PDF] [Tagged] [XML] [BibTex] 
2004
S.D. Babacan and K. Sayood, "Predictive Image Compression Using Conditional Averages," Data Compression Conference (DCC'04), pp. 524, 2004. [PDF] [Tagged] [XML] [BibTex]