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Sevket D. Babacan, Ph.D. - Publications

Affiliations: 
2009 Electrical and Computer Engineering Northwestern University, Evanston, IL 
Area:
Electronics and Electrical Engineering
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51 high-probability publications. We are testing a new system for linking publications to authors. You can help! If you notice any inaccuracies, please sign in and mark papers as correct or incorrect matches. If you identify any major omissions or other inaccuracies in the publication list, please let us know.

Year Citation  Score
2014 Luessi M, Babacan SD, Molina R, Booth JR, Katsaggelos AK. Variational Bayesian causal connectivity analysis for fMRI. Frontiers in Neuroinformatics. 8: 45. PMID 24847244 DOI: 10.3389/Fninf.2014.00045  0.758
2014 Chen Z, Babacan SD, Molina R, Katsaggelos AK. Variational bayesian methods for multimedia problems Ieee Transactions On Multimedia. 16: 1000-1017. DOI: 10.1109/Tmm.2014.2307692  0.582
2013 Luessi M, Babacan SD, Molina R, Katsaggelos AK. Bayesian simultaneous sparse approximation with smooth signals Ieee Transactions On Signal Processing. 61: 5716-5729. DOI: 10.1109/Tsp.2013.2280441  0.766
2013 Tallón M, Mateos J, Babacan SD, Molina R, Katsaggelos AK. Space-variant blur deconvolution and denoising in the dual exposure problem Information Fusion. 14: 396-409. DOI: 10.1016/J.Inffus.2012.08.003  0.609
2013 Villena S, Vega M, Babacan SD, Molina R, Katsaggelos AK. Bayesian combination of sparse and non-sparse priors in image super resolution Digital Signal Processing: a Review Journal. 23: 530-541. DOI: 10.1016/J.Dsp.2012.10.002  0.622
2013 Nakajima S, Sugiyama M, Babacan SD. Variational bayesian sparse additive matrix factorization Machine Learning. 92: 319-347. DOI: 10.1007/s10994-013-5347-6  0.357
2012 Christodoulou AG, Babacan SD, Liang ZP. ACCELERATING CARDIOVASCULAR IMAGING BY EXPLOITING REGIONAL LOW-RANK STRUCTURE VIA GROUP SPARSITY. Proceedings / Ieee International Symposium On Biomedical Imaging: From Nano to Macro. Ieee International Symposium On Biomedical Imaging. 2012: 330-333. PMID 24443673 DOI: 10.1109/ISBI.2012.6235551  0.394
2012 Babacan SD, Ansorge R, Luessi M, Matarán PR, Molina R, Katsaggelos AK. Compressive light field sensing. Ieee Transactions On Image Processing : a Publication of the Ieee Signal Processing Society. 21: 4746-57. PMID 22851261 DOI: 10.1109/Tip.2012.2210237  0.78
2012 Babacan SD, Luessi M, Molina R, Katsaggelos AK. Sparse bayesian methods for low-rank matrix estimation Ieee Transactions On Signal Processing. 60: 3964-3977. DOI: 10.1109/Tsp.2012.2197748  0.769
2012 Lam F, Babacan SD, Haldar JP, Schuff N, Liang ZP. Denoising diffusion-weighted MR magnitude image sequences using low rank and edge constraints Proceedings - International Symposium On Biomedical Imaging. 1401-1404. DOI: 10.1109/ISBI.2012.6235830  0.423
2012 Babacan SD, Molina R, Do MN, Katsaggelos AK. Bayesian blind deconvolution with general sparse image priors Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 7577: 341-355. DOI: 10.1007/978-3-642-33783-3_25  0.649
2012 Nakajima S, Tomioka R, Sugiyama M, Babacan SD. Perfect dimensionality recovery by variational Bayesian PCA Advances in Neural Information Processing Systems. 2: 971-979.  0.305
2012 Babacan SD, Nakajima S, Do MN. Probabilistic low-rank subspace clustering Advances in Neural Information Processing Systems. 4: 2744-2752.  0.352
2011 Babacan SD, Peng X, Wang XP, Do MN, Liang ZP. Reference-guided sparsifying transform design for compressive sensing MRI. Conference Proceedings : ... Annual International Conference of the Ieee Engineering in Medicine and Biology Society. Ieee Engineering in Medicine and Biology Society. Annual Conference. 2011: 5718-21. PMID 22255638 DOI: 10.1109/IEMBS.2011.6091384  0.405
2011 Babacan SD, Wang Z, Do M, Popescu G. Cell imaging beyond the diffraction limit using sparse deconvolution spatial light interference microscopy. Biomedical Optics Express. 2: 1815-27. PMID 21750760 DOI: 10.1364/Boe.2.001815  0.428
2011 Luessi M, Babacan SD, Molina R, Booth JR, Katsaggelos AK. Bayesian symmetrical EEG/fMRI fusion with spatially adaptive priors. Neuroimage. 55: 113-32. PMID 21130173 DOI: 10.1016/J.Neuroimage.2010.11.037  0.765
2011 Babacan SD, Molina R, Katsaggelos AK. Variational bayesian super resolution. Ieee Transactions On Image Processing : a Publication of the Ieee Signal Processing Society. 20: 984-99. PMID 20876021 DOI: 10.1109/Tip.2010.2080278  0.627
2011 Peng X, Du HQ, Lam F, Babacan SD, Liang ZP. Reference-driven MR image reconstruction with sparsity and support constraints Proceedings - International Symposium On Biomedical Imaging. 89-92. DOI: 10.1109/ISBI.2011.5872361  0.463
2011 Ruiz P, Babacan SD, Gao L, Li Z, Molina R, Katsaggelos AK. Video retrieval using sparse Bayesian reconstruction Proceedings - Ieee International Conference On Multimedia and Expo. DOI: 10.1109/ICME.2011.6012002  0.537
2011 Babacan SD, Luessi M, Spinoulas L, Katsaggelos AK, Gopalsami N, Elmer T, Ahern R, Liao S, Raptis A. Compressive passive millimeter-wave imaging Proceedings - International Conference On Image Processing, Icip. 2705-2708. DOI: 10.1109/ICIP.2011.6116227  0.784
2011 Babacan SD, Luessi M, Molina R, Katsaggelos AK. Low-rank matrix completion by variational sparse Bayesian learning Icassp, Ieee International Conference On Acoustics, Speech and Signal Processing - Proceedings. 2188-2191. DOI: 10.1109/ICASSP.2011.5946762  0.762
2011 Tallón M, Mateos J, Babacan SD, Molina R, Katsaggelos AK. Space-variant kernel deconvolution for dual exposure problem European Signal Processing Conference. 1678-1682.  0.453
2011 Ruiz P, Babacan SD, Molina R, Katsaggelos AK. Retrieval of video clips with missing frames using sparse Bayesian reconstruction Ispa 2011 - 7th International Symposium On Image and Signal Processing and Analysis. 443-448.  0.333
2010 Babacan SD, Wang J, Molina R, Katsaggelos AK. Bayesian blind deconvolution from differently exposed image pairs. Ieee Transactions On Image Processing : a Publication of the Ieee Signal Processing Society. 19: 2874-88. PMID 20529746 DOI: 10.1109/Tip.2010.2052263  0.694
2010 Babacan SD, Molina R, Katsaggelos AK. Bayesian compressive sensing using laplace priors. Ieee Transactions On Image Processing : a Publication of the Ieee Signal Processing Society. 19: 53-63. PMID 19775966 DOI: 10.1109/Tip.2009.2032894  0.635
2010 Villena S, Vega M, Babacan SD, Molina R, Katsaggelos AK. Image prior combination in super-resolution image registration & reconstruction Proceedings of the 2010 Ieee International Workshop On Machine Learning For Signal Processing, Mlsp 2010. 355-360. DOI: 10.1109/MLSP.2010.5589232  0.616
2010 Babacan SD, Molina R, Katsaggelos AK. Sparse Bayesian image restoration Proceedings - International Conference On Image Processing, Icip. 3577-3580. DOI: 10.1109/ICIP.2010.5650957  0.653
2010 Villena S, Vega M, Babacan SD, Molina R, Katsaggelos AK. Using the Kullback-Leibler divergence to combine image priors in Super-Resolution image reconstruction Proceedings - International Conference On Image Processing, Icip. 893-896. DOI: 10.1109/ICIP.2010.5650444  0.622
2010 Luessi M, Babacan SD, Molina R, Booth JR, Katsaggelos AK. Symmetrical EEG/fMRI fusion with spatially adaptive priors using variational distribution approximation Icassp, Ieee International Conference On Acoustics, Speech and Signal Processing - Proceedings. 638-641. DOI: 10.1109/ICASSP.2010.5495153  0.723
2010 Amizic B, Babacan SD, Ng MK, Molina R, Katsaggelos AK. Fast total variation image restoration with parameter estimation using Bayesian inference Icassp, Ieee International Conference On Acoustics, Speech and Signal Processing - Proceedings. 770-773. DOI: 10.1109/ICASSP.2010.5494994  0.792
2010 Tallón M, Mateos J, Babacan SD, Molina R, Katsaggelos AK. Combining observation models in dual exposure problems using the Kullback-Leibler divergence European Signal Processing Conference. 323-327.  0.456
2009 Babacan SD, Molina R, Katsaggelos AK. Variational bayesian blind deconvolution using a total variation prior. Ieee Transactions On Image Processing : a Publication of the Ieee Signal Processing Society. 18: 12-26. PMID 19095515 DOI: 10.1109/Tip.2008.2007354  0.686
2009 Vera E, Mancera L, Babacan SD, Molina R, Katsaggelos AK. Bayesian compressive sensing of wavelet coefficients using multiscale Laplacian priors Ieee Workshop On Statistical Signal Processing Proceedings. 229-232. DOI: 10.1109/SSP.2009.5278598  0.625
2009 Babacan SD, Ansorge R, Luessi M, Molina R, Katsaggelos AK. Compressive sensing of light fields Proceedings - International Conference On Image Processing, Icip. 2337-2340. DOI: 10.1109/ICIP.2009.5414462  0.774
2009 Belekos SP, Galatsanos NP, Babacan SD, Katsaggelos AK. Maximum a posteriori super-resolution of compressed video using a new multichannel image prior Proceedings - International Conference On Image Processing, Icip. 2797-2800. DOI: 10.1109/ICIP.2009.5414174  0.634
2009 Babacan SD, Molina R, Katsaggelos AK. Fast Bayesian compressive sensing using Laplace priors Icassp, Ieee International Conference On Acoustics, Speech and Signal Processing - Proceedings. 2873-2876. DOI: 10.1109/ICASSP.2009.4960223  0.602
2009 Katsaggelos AK, Babacan SD, Chun-Jen T. Iterative Image Restoration The Essential Guide to Image Processing. 349-383. DOI: 10.1016/B978-0-12-374457-9.00015-9  0.533
2009 Babacan SD, Mancera L, Molina R, Katsaggelos AK. Non-convex priors in Bayesian compressed sensing European Signal Processing Conference. 110-114.  0.428
2008 Babacan SD, Lam F, Peng X, Do MN, Liang ZP. INTERVENTIONAL MRI WITH SPARSE SAMPLING USING UNION-OF-SUBSPACES. Ieee Transactions On Bio-Medical Engineering. 9: 314-317. PMID 25152538 DOI: 10.1109/ISBI.2012.6235547  0.403
2008 Babacan SD, Molina R, Katsaggelos AK. Parameter estimation in TV image restoration using variational distribution approximation. Ieee Transactions On Image Processing : a Publication of the Ieee Signal Processing Society. 17: 326-39. PMID 18270122 DOI: 10.1109/Tip.2007.916051  0.702
2008 Babacan SD, Yin X, Larson AC, Katsaggelos AK. Combination of MR surface coil images using weighted constrained least squares Proceedings - International Conference On Image Processing, Icip. 2236-2239. DOI: 10.1109/ICIP.2008.4712235  0.582
2008 Babacan SD, Molina R, Katsaggelos AK. Total variation super resolution using a variational approach Proceedings - International Conference On Image Processing, Icip. 641-644. DOI: 10.1109/ICIP.2008.4711836  0.636
2008 Babacan SD, Molina R, Katsaggelos AK. Generalized Gaussian Markov Random Field image restoration using variational distribution approximation Icassp, Ieee International Conference On Acoustics, Speech and Signal Processing - Proceedings. 1265-1268. DOI: 10.1109/ICASSP.2008.4517847  0.659
2008 Babacan SD, Molina R, Katsaggelos AK. Parameter estimation in total variation blind deconvolution European Signal Processing Conference.  0.44
2007 Wang H, Babacan SD, Sayood K. Lossless hyperspectral-image compression using context-based conditional average Ieee Transactions On Geoscience and Remote Sensing. 45: 4187-4193. DOI: 10.1109/TGRS.2007.906085  0.459
2007 Babacan SD, Pappas TN. Spatiotemporal algorithm for background subtraction Icassp, Ieee International Conference On Acoustics, Speech and Signal Processing - Proceedings. 1. DOI: 10.1109/ICASSP.2007.366095  0.365
2007 Babacan SD, Molina R, Katsaggelos AK. Total variation blind deconvolution using a variational approach to parameter, image, and blur estimation European Signal Processing Conference. 2164-2168.  0.515
2006 Babacan SD, Molina R, Katsasselos AK. Total variation image restoration and parameter estimation using variational posterior distribution approximation Proceedings - International Conference On Image Processing, Icip. 1. DOI: 10.1109/ICIP.2007.4378900  0.53
2006 Babacan SD, Pappas TN. Spatiotemporal algorithm for joint video segmentation and foreground detection European Signal Processing Conference.  0.374
2005 Wang H, Babacan SD, Sayood K. Lossless hyperspectral image compression using context-based conditional averages Data Compression Conference Proceedings. 418-426.  0.472
2004 Babacan SD, Sayood K. Predictive image compression using conditional averages Data Compression Conference Proceedings. 524.  0.366
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