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Book Chapter
A.K. Katsaggelos, S.D. Babacan, C. Tsai, "Iterative Image Restoration," The Essential Guide to Image Processing, A. Bovik, editors: Elsevier, 2009  . [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] 
Journal Article
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, R. Molina, 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, R. Molina, 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] 
H. Wang, S.D. Babacan, 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] 
Conference Paper
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] 
S.D. Babacan, R. Ansorge, M. Luessi, R. Molina, A.K. Katsaggelos, "Compressive Sensing of Light Fields," IEEE International Conference on Image Processing, Cairo, Egypt, November 2009. Abstract [Tagged] [XML] [BibTex] 
S.D. Babacan, R. Molina, 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] 
L. Mancera, S.D. Babacan, R. Molina, 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, 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, X. Yin, A.C. Larson, 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, 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] 
S.D. Babacan, R. Molina, 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, 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] 
T. Georgiev, C. Intwala, S.D. Babacan, 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, 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] 
S.D. Babacan, R. Molina, 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, 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, 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] 
H. Wang, S.D. Babacan, K. Sayood, "Lossless Hyperspectral Image Compression Using Context-Based Conditional Averages," Data Compression Conference (DCC'05), 418-426, 2005. [PDF] [Tagged] [XML] [BibTex] 
S.D. Babacan, K. Sayood, "Predictive Image Compression Using Conditional Averages," Data Compression Conference (DCC'04), pp. 524, 2004. [PDF] [Tagged] [XML] [BibTex] 
Thesis
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]