Journal Papers
- M. Luessi, S.D. Babacan, R. Molina, J.R. Booth, and A.K. Katsaggelos, “Variational Bayesian Causal Connectivity Analysis for fMRI”, Frontiers in Neuroinformatics, doi: 10.3389/fninf.2014.00045, vol. 8, no. 45, 2014. [BibTeX entry][
(1400 KB.)]
- Z. Chen, R. Molina, and A.K. Katsaggelos, “Automated Recovery of Compressedly Observed Sparse Signals From Smooth Background”, Signal Processing Letters, vol. 21, no. 8, 1012-1016, August 2014. [BibTeX entry][ (1146 KB.)]
- Z. Chen, S. D. Babacan, R. Molina, and A. K. Katsaggelos, “Variational Bayesian Methods For Multimedia Problems”, IEEE Transaction on Multimedia, vol. 16, no. 4, 1000-10017, 2014. [BibTeX entry][ (3793 KB.)]
- L. Song, F. Jiang, Z. Shi, R. Molina, and A.K. Katsaggelos, “Dynamic Scene Understanding by Hierarchical Motion Pattern Mining”, IEEE Transactions on Intelligent Transportation Systems, 2014. [BibTeX entry] (Accepted for publication).
- P. Ruiz, J. Mateos, G. Camps-Valls, R. Molina, and A.K. Katsaggelos, “Bayesian Active Remote Sensing Image Classification”, IEEE Transactions on Geoscience and Remote Sensing, vol. 52, no. 4, 2186-2196, April 2014. [BibTeX entry][Abstract][ (3804 KB.)]
- M.J. Marin-Jiménez, R. Muñoz-Salinas, E. Yegus-Bolivar, and N. Pérez de la Blanca, “Human Interaction Categorization by Using Audio-Visual Cues”, Machine Vision and Applications, vol. 25, 71-84, January 2014. [BibTeX entry]
- M.J. Marín-Jiménez, E. Yeguas, and N. Pérez de la Blanca, “Exploring STIP-based models for recognizing human interactions in TV videos”, Pattern Recognition Letters, vol. 34, no. 15, 1819-1828, November 2013. [BibTeX entry]
- S. Villena, M. Vega, R. Molina, and A.K. Katsaggelos, “A Non-stationary Image Prior Combination in Super-Resolution”, Digital Signal Processing, vol. 32, 1-10, September 2014. [BibTeX entry][ (2950 KB.)]
- M. Luessi, D. Babacan R. Molina, and A.K. Katsaggelos, “Bayesian Simultaneous Sparse Approximation with Smooth Signals”, IEEE Transaction on Signal Processing, vol. 61, no. 22, 5716-5721, November 2013. [BibTeX entry][ (3255 KB.)]
- M. Tallon, J. Mateos, D. Babacan, R. Molina, and A.K. Katsaggelos, “Space-variant blur deconvolution and denoising in the dual exposure problem”, Information Fusion, vol. 14, no. 4, 396-409, October 2013. [BibTeX entry][Abstract][ (4800 KB.)]
- B. Amizic, L. Spinoulas, R. Molina, and A. K. Katsaggelos, “Compressive Blind Image Deconvolution”, IEEE Transaction on Image Processing, vol. 22, no. 10, 3994-4006, October 2013. [BibTeX entry][ (3954 KB.)]
- Z. Chen, R. Molina, and A.K. Katsaggelos, “A Variational Approach for Sparse Component Estimation and Low-Rank Matrix Recovery”, JCM-Journal of Communications, vol. 8, no. 9, 600-611, September 2013. [BibTeX entry][ (1785 KB.)]
- P. Ruiz, H. Madero-Orozco, J. Mateos, O.O. Vergara-Villegas, R. Molina, and A.K. Katsaggelos, “Combining Poisson Singular Integral and Total Variation prior models in Image Restoration”, Signal processing, vol. 103, 296-308, October 2014. [BibTeX entry][Abstract][ (12873 KB.)]
- S. Villena, M. Vega, D. Babacan, R. Molina, and A. Katsaggelos, “Bayesian Combination of Sparse and non Sparse Priors in Image Super Resolution”, Digital Signal Processing, vol. 23, no. 2, 530-541, 2013. [BibTeX entry][Abstract][ (989 KB.)]
- E. Vera, M. Vega, R. Molina, and A.K. Katsaggelos, “Iterative image restoration using nonstationary priors”, Applied Optics , vol. 52, no. 10, D102-D110, April 2013. [BibTeX entry][Abstract]
- B. Amizic, R. Molina, and A. K. Katsaggelos, “Sparse Bayesian Blind Image Deconvolution with Parameter Estimation”, Eurasip Journal on Image and Video Processing, doi:10.1186/1687-5281-2012-20, 2012. [BibTeX entry][ (8204 KB.)]
- D. Babacan, M. Luessi, R. Molina, and A.K. Katsaggelos, “Sparse Bayesian Methods for Low-Rank Matrix Estimation”, IEEE Transaction on Signal Processing, vol. 60, no. 8, 3964-3977, 2012. [BibTeX entry][ (3180 KB.)]
- J. Cortés, A. López, R. Molina, and A.K. Katsaggelos, “Variational Bayesian localization of EEG sources with generalized Gaussian priors”, The European Physical Journal - Plus (EPJP), vol. 127:140, DOI 10.1140/epjp/i2012-12140-9, 2012. [BibTeX entry][ (5006 KB.)]
- M. Vega, J. Mateos, R. Molina, and A. Katsaggelos, “Astronomical Image Restoration Using Variational Methods and Model Combination”, Statistical Methodology, vol. 9, no. 1-2, 19-31, January 2012. [BibTeX entry][Abstract][ (1343 KB.)]
- V.F. Rodríguez-Galiano, E. Pardo-Igúzquiza, M. Chica-Olmo, J. Mateos , J.P. Rigol-Sánchez, and M. Vega, “A comparative assessment of different methods for Landsat 7 ETM+ pansharpening”, International Journal of Remote Sensing, vol. 33, no.20, 6574-6599, October 2012. [BibTeX entry][Abstract][ (3755 KB.)]
- S.D. Babacan, R. Ansorge, M. Luessi, P. Ruiz, R. Molina, and A. K. Katsaggelos, “Compressive Light Field Sensing”, IEEE Transaction on Image Processing, vol. 21, no. 12, 4746-4757, December 2012. [BibTeX entry][Abstract][ (1136 KB.)]
Book chapters
- P. Ruiz, J. Mateos, G. Camps-Valls, R. Molina, and A. K. Katsaggelos, “Interactive Pansharpening and Active Classification in Remote Sensing”, in Multimodal Interaction in Image and Video Applications, A. D. Sappa, and J, Vitrià (ed.), Intelligent Systems Reference Library, vol. 48, 67-81, Springer, February 2013. [BibTeX entry][Abstract][ (2084 KB.)]
Conference Papers
- M. Vega, R. Molina, and A.K. Katsaggelos, “Parameter Estimation in Bayesian Blind Deconvolution with Super Gaussian Image Priors” in Signal Processing Conference (EUSIPCO), 2014 Proceedings of the 22nd European, edited by IEEE, 1632-1636, Lisbon (Portugal), September 2014. [BibTeX entry][Abstract][ (2280 KB.)]
- P. Ruiz, N. Pérez de la Blanca, R. Molina, and A.K. Katsaggelos, “Bayesian Classification and Active Learning Using Lp-Priors. Application to Image Segmentation” in 22th European Signal Processing Conference (EUSIPCO 2014), 1183-1187, Lisbon (Portugal), September 2014. [BibTeX entry][ (281 KB.)]
- Z. Chen, R. Molina, and A.K. Katsaggelos, “Recovery of correlated sparse signals from under-samples measurements” in 22th European Signal Processing Conference (EUSIPCO 2014), 451-455, Lisbon (Portugal), 2014. [BibTeX entry][ (362 KB.)]
- P. Ruiz, J. Mateos, R. Molina, and A.K. Katsaggelos, “Learning Filters in Gaussian Process Classification Problems” in IEEE International Conference on Image Processing (ICIP 2014), 2913-2917, Paris (France), October 2014. [BibTeX entry][ (300 KB.)]
- X. Zhou, R. Molina, F. Zhou, and A.K. Katsaggelos, “Fast iteratively reweighted least squares for Lp regularized image deconvolution and reconstruction” in IEEE International Conference on Image Processing (ICIP 2014), 1783-1787, Paris (France), October 2014. [BibTeX entry][ (643 KB.)]
- B. Amizic, L. Spinoulas, R. Molina, and A. K. Katsaggelos, “Variational Bayesian Compressive Blind Image Deconvolution” in 21th European Signal Processing Conference (EUSIPCO 2013), Best Student Paper Award, 1569744671, Marrakech (Morocco), September 2013. [BibTeX entry][ (1019 KB.)]
- H. Madero Orozco, P. Ruiz, J. Mateos, R. Molina, and A.K. Katsaggelos, “Image deblurring combining Poisson Singular Integral and Total Variation prior models” in 21th European Signal Processing Conference (EUSIPCO 2013), 1569744251, Marrakech (Morocco), September 2013. [BibTeX entry][ (1660 KB.)]
- J. Rubio, M. Vega, R. Molina, and A.K. Katsaggelos, “A General Sparse Image Prior Combination in Compressed Sensing” in 21th European Signal Processing Conference (EUSIPCO 2013), 1569742441, Marrakech (Morocco), September 2013. [BibTeX entry][ (631 KB.)]
- P. Ruiz, J. Mateos, C. Cárdenas, S. Nakajima, R. Molina, and A.K. Katsaggelos, “Light field acquisition from blurred observations using a programmable coded aperture camera” in 21th European Signal Processing Conference (EUSIPCO 2013), 1569743131, Marrakech (Morocco), September 2013. [BibTeX entry][ (3302 KB.)]
- S. Villena, M. Vega, R. Molina, and A. Katsaggelos, “A General Sparse Image Prior Combination in Super-Resolution” in 18th International Conference on Digital Signal Processing (DSP 2013), 1-6, Santorini, Greece, July 2013. [BibTeX entry][Abstract][ (1277 KB.)]
- R. Molina, “Variational Bayesian Methods for Image Recovery and Beyond” in CIMI workshop: Optimization and Statistics in Image Processing, June 2013. [BibTeX entry]
- P. Ruiz, J. Mateos, R. Molina, and A.K. Katsaggelos, “A Bayesian Active Learning Framework for a Two-Class Classification Problem” in MUSCLE International Workshop on Computational Intelligence for Multimedia Understanding, edited by Emanuele Salerno, A. Enis Çetin and Ovidio Salvetti, vol. LNCS-7252, 42-53, Pisa (Italy), 2012. [BibTeX entry][Abstract][ (289 KB.)]
- A. López, J.M. Cortés, D. López-Oller, R. Molina, and A.K. Katsaggelos, “Hyperparameters Estimation for the Bayesian Localization of the EEG sources with TV priors” in European Signal Processing Conference, 489-493, Bucharest (Romania), August 2012. [BibTeX entry][ (299 KB.)]
- L. Spinoulas, B. Amizic, M. Vega, R. Molina, and A.K. Katsaggelos, “Simultaneous Bayesian Compressive Sensing and Blind Deconvolution” in European Signal Processing Conference, 1414-1418, Bucharest (Romania), August 2012. [BibTeX entry][ (344 KB.)]
- M. Tallón, S.D. Babacan, J. Mateos, M.N. Do, R. Molina, and A.K. Katsaggelos, “Upsampling and Denoising of Depth Maps via Joint-Segmentation” in European Signal Processing Conference, 245-249, Bucharest (Romania), August 2012. [BibTeX entry][ (1127 KB.)] [
Suplementary material]
- S.D. Babacan, R. Molina, M.N. Do, and A.K. Katsaggelos, “Bayesian Blind deconvolution with general sparse image priors” in European Conference on Computer Vision (ECCV), 341-355, Florence (Italy), September 2012. [BibTeX entry][ (1499 KB.)]
- B. Amizic, L. Spinoulas, R. Molina, and A. K. Katsaggelos, “Compressive Sampling with Unknown blurring function: application to Passive Millimiter-Wave Imaging” in IEEE International Conference on Image Processing, 925-928, Orlando, Florida, October 2012. [BibTeX entry][ (109 KB.)]
- R. Molina, “From Image Restoration to Compressive Sampling in Computational Photography. A Bayesian Perspective” in Machine Learning meets Computational Photography, NIPS Workshop http://videolectures.net/nipsworkshops2011_molina_restoration/, 2011. [BibTeX entry][ (2677 KB.)]
- P. Ruiz, J.V. Talens, J. Mateos, R. Molina, and A.K. Katsaggelos, “Interactive Classification Oriented Superresolution of Multispectral Images” in 7th International Workshop Data Analysis in Astronomy 'Livio Scarsi and Vito Di Gesù' (DAA2011), 77-85, Erice (Italy), April 2011. [BibTeX entry][Abstract][ (4366 KB.)]
- P. Ruiz, S.D. Babacan, L. Gao, Z. Li, R. Molina, and A.K. Katsaggelos, “Video Retrieval Using Sparse Bayesian Reconstruction” in IEEE International Conference on Multimedia and Expo (ICME2011), 1-6, Barcelona (Spain), July 2011. [BibTeX entry][Abstract][ (361 KB.)]
- B. Amizic, R. Molina, and A.K. Katsaggelos, “Bayesian partial out-of-focus blur removal with parameter estimation” in European Signal Processing Conference, 1673-1377, Barcelona (Spain), September 2011. [BibTeX entry][Abstract][ (1546 KB.)]
- E. Vera, M. Vega, R. Molina, and A. K. Katsaggelos, “A novel iterative image restoration algorithm using nonstationary image priors” in IEEE International Conference on Image Processing ICIP 2011, 3518-3521, Brussels (Belgium), September 2011. [BibTeX entry][Abstract][ (394 KB.)]
- M. Tallón, J. Mateos , R. Molina, and A.K. Katsaggelos, “Image prior combination in space-variant blur deconvolution for the dual exposure problem” in 7th International Symposium on Image and Signal Processing and Analysis (ISPA 2011), 408-413, Dubrovnik (Croatia), September 2011. [BibTeX entry][Abstract][ (2875 KB.)]
- M. Tallón, J. Mateos, S.D. Babacan, R. Molina, and A.K. Katsaggelos, “Space-variant Kernel Deconvolution for Dual Exposure Problem” in EUSIPCO 2011 (19th European Signal Processing Conference 2011) , 1678-1682, Barcelona (Spain), September 2011. [BibTeX entry][Abstract][ (3236 KB.)]
- M. Vega, J. Mateos, R. Molina, and A.K. Katsaggelos, “Bayesian TV Denoising of SAR images” in IEEE International Conference on Image Processing ICIP 2011, 169-172, Bruselas (Bélgica), September 2011. [BibTeX entry][Abstract][ (1337 KB.)]
- P. Ruiz, S.D. Babacan, R. Molina, and A.K. Katsaggelos, “Retrieval of Video Clips with Missing Frames using Sparse Bayesian Reconstruction” in 7th International Symposium on Image and Signal Processing and Analysis (ISPA 2011), 443-448, Dubrovnik (Croatia), September 2011. [BibTeX entry][Abstract][ (234 KB.)]
Ph. D. Theses
- M. Tallón, Fusión bayesiana de pares de imágenes con diferente exposición, Universidad de Granada, November 2012. Supervised by: R. Molina and J. Mateos. [BibTeX entry][ (28457 KB.)]
- S. Villena, Superresolucion y reconstrucción Bayesian de imágenes a partir de imágenes de baja resolución rotadas y desplazadas. Combinación de modelos, Universidad de Granada, December 2011. Supervised by: M. Vega, R. Molina and A. Katsaggelos. [BibTeX entry][ (9583 KB.)]
- I. Amro, Multispectral Image fusion Using Multiscale and Super-resolution Methods, Universidad de Granada, February 2011. Supervised by: J. Mateos. [BibTeX entry]