S. Derin Babacan - researchr alias

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Viewing Publication 1 - 59 from 59

2015

Condition for perfect dimensionality recovery by variational Bayesian PCAShinichi Nakajima, Ryota Tomioka, Masashi Sugiyama, S. Derin Babacan. jmlr, 16:3757-3811, 2015. [doi]

2014

Bayesian Group-Sparse Modeling and Variational InferenceS. Derin Babacan, Shinichi Nakajima, Minh N. Do. tsp, 62(11):2906-2921, 2014. [doi]

Variational Bayesian Methods For Multimedia ProblemsZhaofu Chen, S. Derin Babacan, Rafael Molina, Aggelos K. Katsaggelos. tmm, 16(4):1000-1017, 2014. [doi]

Variational Bayesian causal connectivity analysis for fMRIMartin Luessi, S. Derin Babacan, Rafael Molina, James R. Booth, Aggelos K. Katsaggelos. fini, 2014:45, 2014. [doi]

2013

Bayesian Simultaneous Sparse Approximation With Smooth SignalsMartin Luessi, S. Derin Babacan, Rafael Molina, Aggelos K. Katsaggelos. tsp, 61(22):5716-5729, 2013. [doi]

Global Solver and Its Efficient Approximation for Variational Bayesian Low-rank Subspace ClusteringShinichi Nakajima, Akiko Takeda, S. Derin Babacan, Masashi Sugiyama, Ichiro Takeuchi. nips 2013: 1439-1447 [doi]

Variational Bayesian sparse additive matrix factorizationShinichi Nakajima, Masashi Sugiyama, S. Derin Babacan. ml, 92(2-3):319-347, 2013. [doi]

Global analytic solution of fully-observed variational Bayesian matrix factorizationShinichi Nakajima, Masashi Sugiyama, S. Derin Babacan, Ryota Tomioka. jmlr, 14(1):1-37, 2013. [doi]

Space-variant blur deconvolution and denoising in the dual exposure problemMiguel Tallon, Javier Mateos, S. Derin Babacan, Rafael Molina, Aggelos K. Katsaggelos. inffus, 14(4):396-409, 2013. [doi]

Bayesian combination of sparse and non-sparse priors in image super resolutionSalvador Villena, Meguel Vega, S. Derin Babacan, Rafael Molina, Aggelos K. Katsaggelos. dsp, 23(2):530-541, 2013. [doi]

2012

Sparse Bayesian Methods for Low-Rank Matrix EstimationS. Derin Babacan, Martin Luessi, Rafael Molina, Aggelos K. Katsaggelos. tsp, 60(8):3964-3977, 2012. [doi]

Compressive Light Field SensingS. Derin Babacan, Reto Ansorge, Martin Luessi, Pablo Ruiz Mataran, Rafael Molina, Aggelos K. Katsaggelos. TIP, 21(12):4746-4757, 2012. [doi]

Interventional MRI with sparse sampling using union-of-subspacesS. Derin Babacan, Fan Lam, Xi Peng 0004, Minh N. Do, Zhi-Pei Liang. isbi 2012: 314-317 [doi]

Bayesian Blind Deconvolution with General Sparse Image PriorsS. Derin Babacan, Rafael Molina, Minh N. Do, Aggelos K. Katsaggelos. eccv 2012: 341-355 [doi]

Probabilistic Low-Rank Subspace ClusteringS. Derin Babacan, Shinichi Nakajima, Minh N. Do. nips 2012: 2753-2761 [doi]

Accelerating cardiovascular imaging by exploiting regional low-rank structure via group sparsityAnthony G. Christodoulou, S. Derin Babacan, Zhi-Pei Liang. isbi 2012: 330-333 [doi]

Registration and integration of multiple depth images using signed distance functionDaniel B. Kubacki, Huy Quang Bui, S. Derin Babacan, Minh N. Do. cimaging 2012: [doi]

Denoising diffusion-weighted MR magnitude image sequences using low rank and edge constraintsFan Lam, S. Derin Babacan, Justin P. Haldar, Norbert Schuff, Zhi-Pei Liang. isbi 2012: 1401-1404 [doi]

Perfect Dimensionality Recovery by Variational Bayesian PCAShinichi Nakajima, Ryota Tomioka, Masashi Sugiyama, S. Derin Babacan. nips 2012: 980-988 [doi]

Sparse Additive Matrix Factorization for Robust PCA and Its GeneralizationShinichi Nakajima, Masashi Sugiyama, S. Derin Babacan. jmlr, 25:301-316, 2012. [doi]

Upsampling and denoising of depth maps via joint-segmentationMiguel Tallon, S. Derin Babacan, Javier Mateos, Minh N. Do, Rafael Molina, Aggelos K. Katsaggelos. eusipco 2012: 245-249 [doi]

2011

Retrieval of video clips with missing frames using sparse Bayesian reconstructionPablo Ruiz 0002, S. Derin Babacan, Rafael Molina 0001, Aggelos K. Katsaggelos. imspa 2011: 443-448 [doi]

Low-rank matrix completion by variational sparse Bayesian learningS. Derin Babacan, Martin Luessi, Rafael Molina, Aggelos K. Katsaggelos. icassp 2011: 2188-2191 [doi]

Compressive passive millimeter-wave imagingS. Derin Babacan, Martin Luessi, Leonidas Spinoulas, Aggelos K. Katsaggelos, Nachappa Gopalsami, Thomas W. Elmer, Ryan Ahern, Shaolin Liao, Apostolos C. Raptis. icip 2011: 2705-2708 [doi]

Variational Bayesian Super ResolutionS. Derin Babacan, Rafael Molina, Aggelos K. Katsaggelos. TIP, 20(4):984-999, 2011. [doi]

Reference-guided sparsifying transform design for compressive sensing MRIS. Derin Babacan, Xi Peng 0004, Xian-Pei Wang, Minh N. Do, Zhi-Pei Liang. embc 2011: 5718-5721 [doi]

Bayesian symmetrical EEG/fMRI fusion with spatially adaptive priorsMartin Luessi, S. Derin Babacan, Rafael Molina, James R. Booth, Aggelos K. Katsaggelos. neuroimage, 55(1):113-132, 2011. [doi]

On Bayesian PCA: Automatic Dimensionality Selection and Analytic SolutionShinichi Nakajima, Masashi Sugiyama, S. Derin Babacan. icml 2011: 497-504

Global Solution of Fully-Observed Variational Bayesian Matrix Factorization is Column-Wise IndependentShinichi Nakajima, Masashi Sugiyama, S. Derin Babacan. nips 2011: 208-216 [doi]

Reference-driven MR image reconstruction with sparsity and support constraintsXi Peng, Hui-Qian Du, Fan Lam, S. Derin Babacan, Zhi-Pei Liang. isbi 2011: 89-92 [doi]

Video retrieval using sparse Bayesian reconstructionPablo Ruiz, S. Derin Babacan, Li Gao, Zhu Li, Rafael Molina, Aggelos K. Katsaggelos. icmcs 2011: 1-6 [doi]

Space-variant kernel deconvolution for dual exposure problemMiguel Tallon, Javier Mateos, S. Derin Babacan, Rafael Molina, Aggelos K. Katsaggelos. eusipco 2011: 1678-1682 [doi]

2010

Sparse Bayesian blind image deconvolution with parameter estimationBruno Amizic, S. Derin Babacan, Rafael Molina, Aggelos K. Katsaggelos. eusipco 2010: 626-630 [doi]

Fast total variation image restoration with parameter estimation using bayesian inferenceBruno Amizic, S. Derin Babacan, K. Michael Ng, Rafael Molina, Aggelos K. Katsaggelos. icassp 2010: 770-773 [doi]

Sparse Bayesian image restorationS. Derin Babacan, Rafael Molina, Aggelos K. Katsaggelos. icip 2010: 3577-3580 [doi]

Bayesian Compressive Sensing Using Laplace PriorsS. Derin Babacan, Rafael Molina, Aggelos K. Katsaggelos. TIP, 19(1):53-63, 2010. [doi]

Bayesian Blind Deconvolution From Differently Exposed Image PairsS. Derin Babacan, Jingnan Wang, Rafael Molina, Aggelos K. Katsaggelos. TIP, 19(11):2874-2888, 2010. [doi]

Symmetrical EEG/FMRI fusion with spatially adaptive priors using variational distribution approximationMartin Luessi, S. Derin Babacan, Rafael Molina, James R. Booth, Aggelos K. Katsaggelos. icassp 2010: 638-641 [doi]

Combining observation models in dual exposure problems using the Kullback-Leibler divergenceMiguel Tallon, J. Mateos, S. Derin Babacan, Rafael Molina, Aggelos K. Katsaggelos. eusipco 2010: 323-327 [doi]

Using the Kullback-Leibler divergence to combine image priors in Super-Resolution image reconstructionSalvador Villena, Miguel Vega, S. Derin Babacan, Rafael Molina, Aggelos K. Katsaggelos. icip 2010: 893-896 [doi]

2009

Compressive sensing of light fieldsS. Derin Babacan, Reto Ansorge, Martin Luessi, Rafael Molina, Aggelos K. Katsaggelos. icip 2009: 2337-2340 [doi]

Fast bayesian compressive sensing using Laplace priorsS. Derin Babacan, Rafael Molina, Aggelos K. Katsaggelos. icassp 2009: 2873-2876 [doi]

Bayesian blind deconvolution from differently exposed image pairsS. Derin Babacan, Jingnan Wang, Rafael Molina, Aggelos K. Katsaggelos. icip 2009: 133-136 [doi]

Non-convex priors in Bayesian compressed sensingS. Derin Babacan, Luis Mancera, Rafael Molina, Aggelos K. Katsaggelos. eusipco 2009: 110-114 [doi]

Variational Bayesian Blind Deconvolution Using a Total Variation PriorS. Derin Babacan, Rafael Molina, Aggelos K. Katsaggelos. TIP, 18(1):12-26, 2009. [doi]

Maximum a posteriori super-resolution of compressed video using a new multichannel image priorStefanos P. Belekos, Nikolas P. Galatsanos, S. Derin Babacan, Aggelos K. Katsaggelos. icip 2009: 2797-2800 [doi]

Image restoration by mixture modelling of an overcomplete linear representationLuis Mancera, S. Derin Babacan, Rafael Molina, Aggelos K. Katsaggelos. icip 2009: 3949-3952 [doi]

2008

2007

2006

Spatiotemporal algorithm for joint video segmentation and foreground detectionS. Derin Babacan, Thrasyvoulos N. Pappas. eusipco 2006: 1-5 [doi]

2005

Lossless Hyperspectral Image Compression Using Context-Based Conditional AveragesHongqiang Wang, S. Derin Babacan, Khalid Sayood. dcc 2005: 418-426 [doi]

2004

Predictive Image Compression Using Conditional AverageS. Derin Babacan, Khalid Sayood. dcc 2004: 524 [doi]

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