Edited Journals
- A.K. Katsaggelos, and R. Molina (editors), “Super resolution (special issue)”, The Computer Journal, 52, 395-396, 2009. [BibTeX entry][
(34 KB.)]
Journal Papers
- 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, no. 3, 326-339, March 2008. [BibTeX entry][Abstract][ (2878 KB.)]
- D. Babacan, R. Molina, and A. Katsaggelos, “Variational Bayesian Blind Deconvolution Using a Total Variation Prior”, IEEE Transactions on Image Processing, vol. 18, no. 1, 12-26, 2009. [BibTeX entry][ (5012 KB.)]
- S. D. Babacan, R. Molina, and A.K. Katsaggelos, “Variational Bayesian Super Resolution ”, IEEE Transactions on Image Processing, vol. 20, no. 4, 984 - 999 , 2011. [BibTeX entry][ (5106 KB.)]
- D. Bababan, R. Molina, and A.K. Katsaggelos, “Bayesian Blind Deconvolution from Differently Exposed Image Pairs”, IEEE Transactions on Image Processing, vol. 19, no. 11, 2874-2888, 2010. [BibTeX entry][Abstract][ (1863 KB.)]
- M. Vega, J. Mateos, R. Molina, and A. Katsaggelos, “Astronomical Image Restoration Using Variational Methods and Model Combination”, Statistical Methodology, April 2011. [BibTeX entry][Abstract][ (1343 KB.)] (Aceptado para publicación).
- G. Chantas, N. Galatsanos, R. Molina, and A.K. Katsaggelos, “Variational Bayesian Image Restoration with a Spatially Adaptive Product of Total Variation Image Priors”, IEEE Transactions on Image Processing, vol. 19, no. 2, 351-362, February 2010. [BibTeX entry][Abstract][ (1143 KB.)]
- M. Vega, J. Mateos, R. Molina, and A.K. Katsaggelos, “Super Resolution of Multispectral Images using l1 Image Models and interband correlations”, Journal of Signal Processing Systems. Published online at http://www.springerlink.com/content/nt412p75831n0661/ , 2010. [BibTeX entry][Abstract][ (1432 KB.)]
- D. Babacan, R. Molina, and A. Katsaggelos, “Bayesian Compressive Sensing using Laplace Priors”, IEEE Transactions on Image Processing, vol. 19, no. 1, 53-63, January 2010. [BibTeX entry][Abstract][ (1126 KB.)]
- M. Luessi , S.D. Babacan, R. Molina, J.R. Booth, and A.K. Katsaggelos, “Bayesian symmetrical EEG/fMRI fusion with spatially adaptive priors.”, NeuroImage,, vol. 55, no. 1, 113-132, 2011. [BibTeX entry][ (2215 KB.)]
Book Chapters
- D. Bababan, R. Molina, and A.K. Katsaggelos, “Variational Bayesian Super Resolution Reconstruction”, in Super-Resolution Imaging, P. Milanfar (ed.), Taylor&Francis/CRC Press, ch. 10, 285-314, Series: Digital Imaging and Computer Vision , 2010. [BibTeX entry]
Conference Papers
- D. Babacan, R. Molina, and A. Katsaggelos, “Parameter Estimation in Total Variation Blind Deconvolution” in 16th European Signal Processing Conference (EUSIPCO 2008 ), Lausanne (Switzerland), August 2008. [BibTeX entry][ (728 KB.)]
- D. Babacan, R. Molina, and A. Katsaggelos, “Total Variation Super Resolution using a Variational Approach” in IEEE International Conference on Image Processing (2008), vol. I, 641-644, 2008. [BibTeX entry][ (291 KB.)]
- S. Villena, M. Vega, R. Molina, and A. K. Katsaggelos , “Parameter Estimation in Bayesian Super-Resolution Image Reconstruction from Low Resolution Rotated and Translated Images” in 11th International Conference, ACIVS 2009, edited by Springer Berlin / Heidelberg, vol. 5807/2009, 188-199, Bordeaux (France), October 2009. [BibTeX entry][Abstract][ (316 KB.)]
- T.E. Bishop, R. Molina, and J.R. Hopgood , “Blind Restoration of Blurred Photographs via AR Modelling and MCMC” in IEEE Innternational Conference on Image Processing (2008), vol. I, 669-672, October 2008. [BibTeX entry][ (227 KB.)]
- B. Amizic, A.K. Katsaggelos, and R. Molina, “Using Logarithmic Opinion Pooling Techniques in Bayesian Blind Multichannel Restoration ” in Third International Conference in Computer Vision and Applications (Special session on: Bayesian Approach for Inverse Problems in Computer Vision), vol. 1, 565-570, Funchal, Madeira (Portugal), January 2008. [BibTeX entry][Abstract][ (177 KB.)]
- S. D. Babacan, J. Wang, R. Molina, and A.K K. Katsaggelos, “Bayesian Blind Deconvolution from differently exposed image pairs” in IEEE Innternational Conference on Image Processing (2009), 133-136, Cairo (Egyp), November 2009. [BibTeX entry][ (281 KB.)]
- M. Tallón, J. Mateos, S.D. Babacan, R. Molina, and A.K. Katsaggelos, “Combining observation models in dual Exposure problems using the Kullback-Leibler Divergence” in 2010 European Signal Processing Conference (EUSIPCO-2010), 323-327, Aalborg (Denmark), August 2010. [BibTeX entry][Abstract][ (2504 KB.)]
- S. Villena, M. Vega, D. Babacan, R. Molina, and A. Katsaggelos, “Using the Kullback-Leibler Divergence to Combine Image Priors in Super-Resolution Image Reconstruction” in IEEE International Conference on Image Processing, 893-896, Hong-Kong (China), September 2010. [BibTeX entry][ (141 KB.)]
- S. Villena, M. Vega, R. Molina, and A. K. Katsaggelos, “Image Prior Combination In Super-Resolution Image Reconstruction” in European Signal Processing Conference (EUSIPCO 2010), 616-620, Aalborg (Denmark), August 2010. [BibTeX entry][Abstract][ (374 KB.)]
- S. Villena, M. Vega, S.D. Babacan, R. Molina, and A.K. Katsaggelos, “Image Prior Combination in Super Resolution Image Registration & Reconstruction” in IEEE Workshop on Machine Learning for Signal Processing, 355-360, Kittilä (Finland), August 2010. [BibTeX entry][ (292 KB.)]
- D. Babacan, R. Molina, and A. Katsaggelos, “Generalized Gaussian Markov Random Field Image Restoration using Variational Distribution Approximation” in IEEE International Conference on Audio, Speech and Signal Processing, 1265-1268, 2008. [BibTeX entry][ (288 KB.)]
- M. Vega, R. Molina, and A.K. Katsaggelos, “L1 Prior Majorization In Bayesian Image Restoration” in 16th International Conference on Digital Signal Processing (DSP 2009), edited by IEEE, 1-6, Santorini (Greece), July 2009. [BibTeX entry][Abstract][ (389 KB.)]
- S. Villena, M. Vega, R. Molina, and A. K. Katsaggelos, “Bayesian Super-Resolution Image Reconstruction using an l1 prior” in 6th International Symposium on Image and Signal Processing and Analysis (ISPA 2009) Best paper award, Image Processing and Analysis Track, 152-157, 2009. [BibTeX entry][Abstract][ (475 KB.)]
- L. Mancera, D.S. Babacan, R. Molina, and A.K. Katsaggelos, “Image restoration by mixture modelling of an overcomplete linear representation” in International Conference on Image Processing (ICIP 2009), edited by IEEE Signal Processing Society, 3949-3952, Cairo, Egypt, November 2009. [BibTeX entry][Abstract][ (153 KB.)]
- J. Mateos, T.E. Bishop, R. Molina, and A.K. Katsaggelos, “Local Bayesian Image Restoration Using Variational Methods and Gamma-Normal Distributions” in IEEE Innternational Conference on Image Processing (2009), 129-132, Cairo (Egypt), November 2009. [BibTeX entry][ (191 KB.)]
- J. Mateos, M. Vega, R. Molina, and A.K. Katsaggelos, “Pansharpening of multispectral images using a TV-based super-resolution algorithm” in 7th International Workshop on Information Optics (WIO-08), Journal of Physics: Conference Series, vol. 139, 012022, Annecy (France), June 2008. [BibTeX entry][Abstract][ (253 KB.)]
- M. Vega, J. Mateos, R. Molina, and A.K.. Katsaggelos, “Super Resolution of Multispectral Images using TV image models” in 2th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems, edited by I. Lovrek and R.J. Howlett and L.C. Jain, vol. LNAI-5179, Part III, 408-415, Zagreb, Croatia, September 2008. [BibTeX entry][Abstract][ (763 KB.)]
- M. Vega, J. Mateos, R. Molina, and A.K. Katsaggelos, “Super Resolution of Multispectral Images using l1 Image Models and interband correlations” in 2009 IEEE International Workshop on Machine Learning for Signal Processing, 1-6, Grenoble (France), September 2009. [BibTeX entry][Abstract][ (757 KB.)]
- D. Babacan, R. Molina, and A. Katsaggelos, “Fast Compressive Sensing Using Laplace Priors” in IEEE Innternational Conference on Audio, Speech and Signal Processing (2009), 2873-2876 , April 2009. [BibTeX entry][ (173 KB.)]
- E. Vera, L. Mancera, S.D. Babacan, R. Molina, and A.K. Katsaggelos, “Bayesian Compressive Sensing of Wavelet coefficients using multiscale Laplacian priors” in IEEE Workshop on Statistical Signal Processing 2009 (SSP2009), edited by IEEE Signal Processing Society, 229-232, Cardiff, Wales, UK, August 2009. [BibTeX entry][Abstract][ (636 KB.)]
- S.D. Babacan, L. Mancera, R. Molina, and A.K. Katsaggelos, “Non-convex priors in Bayesian Compressed Sensing” in 17th European Signal Processing Conference, edited by EURASIP, 110-114, Glasgow (U.K.), August 2009. [BibTeX entry][Abstract][ (397 KB.)]
- S. D. Babacan, R. Ansorge, M. Luessi, R. Molina, and A.K. Katsaggelos, “Compressive Sensing of Light Fields” in IEEE International Conference on Image Processing (2009), 2337-2340, Cairo (Egyp), November 2009. [BibTeX entry][ (265 KB.)]