S. Derin Babacan

According to our database1, S. Derin Babacan authored at least 58 papers between 2004 and 2015.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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On csauthors.net:

Bibliography

2015
Condition for perfect dimensionality recovery by variational Bayesian PCA.
J. Mach. Learn. Res., 2015

2014
Bayesian Group-Sparse Modeling and Variational Inference.
IEEE Trans. Signal Process., 2014

Variational Bayesian Methods For Multimedia Problems.
IEEE Trans. Multim., 2014

Variational Bayesian causal connectivity analysis for fMRI.
Frontiers Neuroinformatics, 2014

2013
Bayesian Simultaneous Sparse Approximation With Smooth Signals.
IEEE Trans. Signal Process., 2013

Variational Bayesian sparse additive matrix factorization.
Mach. Learn., 2013

Global analytic solution of fully-observed variational Bayesian matrix factorization.
J. Mach. Learn. Res., 2013

Space-variant blur deconvolution and denoising in the dual exposure problem.
Inf. Fusion, 2013

Bayesian combination of sparse and non-sparse priors in image super resolution.
Digit. Signal Process., 2013

Global Solver and Its Efficient Approximation for Variational Bayesian Low-rank Subspace Clustering.
Proceedings of the Advances in Neural Information Processing Systems 26: 27th Annual Conference on Neural Information Processing Systems 2013. Proceedings of a meeting held December 5-8, 2013

2012
Sparse Bayesian Methods for Low-Rank Matrix Estimation.
IEEE Trans. Signal Process., 2012

Compressive Light Field Sensing.
IEEE Trans. Image Process., 2012

Sparse Additive Matrix Factorization for Robust PCA and Its Generalization.
Proceedings of the 4th Asian Conference on Machine Learning, 2012

Perfect Dimensionality Recovery by Variational Bayesian PCA.
Proceedings of the Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012. Proceedings of a meeting held December 3-6, 2012

Probabilistic Low-Rank Subspace Clustering.
Proceedings of the Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012. Proceedings of a meeting held December 3-6, 2012

Denoising diffusion-weighted MR magnitude image sequences using low rank and edge constraints.
Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012

Accelerating cardiovascular imaging by exploiting regional low-rank structure via group sparsity.
Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012

Interventional MRI with sparse sampling using union-of-subspaces.
Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012

Upsampling and denoising of depth maps via joint-segmentation.
Proceedings of the 20th European Signal Processing Conference, 2012

Bayesian Blind Deconvolution with General Sparse Image Priors.
Proceedings of the Computer Vision - ECCV 2012, 2012

Registration and integration of multiple depth images using signed distance function.
Proceedings of the Computational Imaging X, 2012

2011
Variational Bayesian Super Resolution.
IEEE Trans. Image Process., 2011

Bayesian symmetrical EEG/fMRI fusion with spatially adaptive priors.
NeuroImage, 2011

Global Solution of Fully-Observed Variational Bayesian Matrix Factorization is Column-Wise Independent.
Proceedings of the Advances in Neural Information Processing Systems 24: 25th Annual Conference on Neural Information Processing Systems 2011. Proceedings of a meeting held 12-14 December 2011, 2011

Reference-driven MR image reconstruction with sparsity and support constraints.
Proceedings of the 8th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2011

Retrieval of video clips with missing frames using sparse Bayesian reconstruction.
Proceedings of the 7th International Symposium on Image and Signal Processing and Analysis, 2011

On Bayesian PCA: Automatic Dimensionality Selection and Analytic Solution.
Proceedings of the 28th International Conference on Machine Learning, 2011

Video retrieval using sparse Bayesian reconstruction.
Proceedings of the 2011 IEEE International Conference on Multimedia and Expo, 2011

Compressive passive millimeter-wave imaging.
Proceedings of the 18th IEEE International Conference on Image Processing, 2011

Low-rank matrix completion by variational sparse Bayesian learning.
Proceedings of the IEEE International Conference on Acoustics, 2011

Space-variant kernel deconvolution for dual exposure problem.
Proceedings of the 19th European Signal Processing Conference, 2011

Reference-guided sparsifying transform design for compressive sensing MRI.
Proceedings of the 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2011

2010
Bayesian Blind Deconvolution From Differently Exposed Image Pairs.
IEEE Trans. Image Process., 2010

Bayesian Compressive Sensing Using Laplace Priors.
IEEE Trans. Image Process., 2010

Using the Kullback-Leibler divergence to combine image priors in Super-Resolution image reconstruction.
Proceedings of the International Conference on Image Processing, 2010

Sparse Bayesian image restoration.
Proceedings of the International Conference on Image Processing, 2010

Symmetrical EEG/FMRI fusion with spatially adaptive priors using variational distribution approximation.
Proceedings of the IEEE International Conference on Acoustics, 2010

Fast total variation image restoration with parameter estimation using bayesian inference.
Proceedings of the IEEE International Conference on Acoustics, 2010

Combining observation models in dual exposure problems using the Kullback-Leibler divergence.
Proceedings of the 18th European Signal Processing Conference, 2010

Sparse Bayesian blind image deconvolution with parameter estimation.
Proceedings of the 18th European Signal Processing Conference, 2010

2009
Variational Bayesian Blind Deconvolution Using a Total Variation Prior.
IEEE Trans. Image Process., 2009

Image restoration by mixture modelling of an overcomplete linear representation.
Proceedings of the International Conference on Image Processing, 2009

Maximum a posteriori super-resolution of compressed video using a new multichannel image prior.
Proceedings of the International Conference on Image Processing, 2009

Compressive sensing of light fields.
Proceedings of the International Conference on Image Processing, 2009

Fast bayesian compressive sensing using Laplace priors.
Proceedings of the IEEE International Conference on Acoustics, 2009

Non-convex priors in Bayesian compressed sensing.
Proceedings of the 17th European Signal Processing Conference, 2009

2008
Parameter Estimation in TV Image Restoration Using Variational Distribution Approximation.
IEEE Trans. Image Process., 2008

Combination of MR surface coil images using weighted constrained least squares.
Proceedings of the International Conference on Image Processing, 2008

Total variation super resolution using a variational approach.
Proceedings of the International Conference on Image Processing, 2008

Generalized Gaussian Markov random field image restoration using variational distribution approximation.
Proceedings of the IEEE International Conference on Acoustics, 2008

Parameter estimation in total variation blind deconvolution.
Proceedings of the 2008 16th European Signal Processing Conference, 2008

2007
Lossless Hyperspectral-Image Compression Using Context-Based Conditional Average.
IEEE Trans. Geosci. Remote. Sens., 2007

Total Variation Image Restoration and Parameter Estimation using Variational Posterior Distribution Approximation.
Proceedings of the International Conference on Image Processing, 2007

Spatiotemporal Algorithm for Background Subtraction.
Proceedings of the IEEE International Conference on Acoustics, 2007

Total variation blind deconvolution using a variational approach to parameter, image, and blur estimation.
Proceedings of the 15th European Signal Processing Conference, 2007

2006
Spatiotemporal algorithm for joint video segmentation and foreground detection.
Proceedings of the 14th European Signal Processing Conference, 2006

2005
Lossless Hyperspectral Image Compression Using Context-Based Conditional Averages.
Proceedings of the 2005 Data Compression Conference (DCC 2005), 2005

2004
Predictive Image Compression Using Conditional Average.
Proceedings of the 2004 Data Compression Conference (DCC 2004), 2004


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