Publications

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Babacan, S. D., R. Molina, and A. K. Katsaggelos, "Variational Bayesian Blind Deconvolution Using a Total Variation Prior", IEEE Transactions on Image Processing, vol. 18, pp. 12 - 26, 01/2009. paper.pdf (5.43 MB)
Babacan, S. D., R. Molina, and A. K. Katsaggelos, "Bayesian Compressive Sensing using Laplace Priors", IEEE Transactions on Image Processing, vol. 19, pp. 53-64, 1/2010. paper.pdf (1.87 MB)
Babacan, S. D., R. Molina, and A. K. Katsaggelos, "Variational Bayesian Super Resolution", IEEE Transactions on Image Processing, vol. 20, pp. 984-999, 04/2011. paper.pdf (4.99 MB)
Babacan, S. D., J. Wang, R. Molina, and A. K. Katsaggelos, "Bayesian Blind Deconvolution from Differently Exposed Image Pairs", IEEE Transactions on Image Processing, vol. 19, pp. 2874-2888, 11/2010. paper.pdf (290.01 KB)
Babacan, S. D., L. Mancera, R. Molina, and A. K. Katsaggelos, "Non-Convex Priors in Bayesian Compressive Sensing", EUSIPCO, 24/08/2009. paper.pdf (397.42 KB)
Babacan, S. D., R. Molina, and A. K. Katsaggelos, "Fast Bayesian Compressive Sensing using Laplace Priors", IEEE International Conf. on Acoustics, Speech, and Signal Processing (ICASSP’09), 19/04/2009. paper.pdf (173.11 KB)
Babacan, S. D., M. Luessi, R. Molina, and A. K. Katsaggelos, "Low-Rank Matrix Completion by Variational Sparse Bayesian Learning", Int. Conf. on Acoustics, Speech, and Signal Processing, May 22-27, 2011. paper.pdf (123.7 KB)
Babacan, S. D., R. Molina, M. N. Do, and A. K. Katsaggelos, "Blind deconvolution with general sparse image priors", European Conference on Computer Vision (ECCV), Oct. 7-13, 2012. paper.pdf (1.46 MB)
Babacan, S. D., M. Luessi, L. Spinoulas, A. K. Katsaggelos, N. Gopalsami, T. Elmer, R. Ahern, S. Liao, and A. Raptis, "Compressive Passive Millimeter-Wave Imaging", IEEE International Conf. on Image Processing, Sept. 11-14, 2011. paper.pdf (1.17 MB)
Babacan, S. D., R. Ansorge, M. Luessi, R. Molina, and A. K. Katsaggelos, "Compressive Light Field Sensing", IEEE Trans. Image Processing, vol. 21, pp. 4746-4757, December, 2012. paper.pdf (1.11 MB)
Babacan, S. D., R. Molina, and A. K. Katsaggelos, "Parameter Estimation in TV Image Restoration Using Variational Distribution Approximation", IEEE Trans. Image Processing, vol. 13, issue 3, pp. 326-339, 03/2008. paper.pdf (2.82 MB)