, Fast gradient-based algorithms for constrained total variation image denoising and deblurring problems, IEEE Transactions on Image Processing, vol.18, issue.11, pp.2419-2434, 2009.
, An algorithm for total variation minimization and applications, Journal of Mathematical Imaging and Vision, vol.20, pp.89-97, 2004.
, Statistical image reconstruction for muon tomography using a Gaussian scale mixture model, IEEE Transactions on Nuclear Science, vol.56, issue.4, pp.2480-2486, 2009.
, Bayesian inference with hierarchical prior models for inverse problems in imaging systems, Int. Workshop on Systems, Signal Processing and Applications (WOSSPA 2013) Proceedings, 2013.
, Precise periodic components estimation for chronobiological signals through Bayesian inference with sparsity enforcing prior, EURASIP Journal on Bioinformatics and Systems Biology, vol.3, 2016.
URL : https://hal.archives-ouvertes.fr/hal-01475255
, Optical imaging in a variational Bayesian framework, 4th International Workshop on New Computational Methods for Inverse Problems, p.6, 2014.
URL : https://hal.archives-ouvertes.fr/hal-01103469
, Fast image recovery using variable splitting and constrained optimization, IEEE Transactions on Image Processing, vol.19, issue.9, pp.2345-2356, 2010.
, Computed tomography reconstruction based on a hierarchical model and variational Bayesian method, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp.883-887, 2016.
URL : https://hal.archives-ouvertes.fr/hal-01403784
, Deterministic edge-preserving regularization in computed imaging, IEEE Transactions on Image Processing, vol.6, issue.2, pp.298-311, 1997.
URL : https://hal.archives-ouvertes.fr/hal-02177275
, A nonlinear primal-dual method for total variation-based image restoration, SIAM journal on scientific computing, vol.20, issue.6, pp.1964-1977, 1999.
, A fast adaptive parameter estimation for total variation image restoration, IEEE Transactions on Image Processing, vol.23, issue.12, pp.4954-4967, 2014.
, Augmented lagrangian with variable splitting for faster non-cartesian l 1 -spirit MR image reconstruction, IEEE Transactions on Medical Imaging, vol.33, issue.2, pp.351-361, 2014.
, Bregman iteration based efficient algorithm for mr image reconstruction from undersampled k-space data, IEEE Signal Processing Letters, vol.20, issue.8, pp.831-834, 2013.
, Analysis versus synthesis in signal priors, Inverse Problems, vol.23, issue.3, p.947, 2007.
, Fast single image super-resolution using a new analytical solution for 2 ; 2 problems, IEEE Transactions on Image Processing, vol.25, issue.8, pp.3683-3697, 2016.
URL : https://hal.archives-ouvertes.fr/hal-01373784
, Efficient compressed sensing sense pMRI reconstruction with joint sparsity promotion, IEEE Transactions on Medical Imaging, vol.35, issue.1, pp.354-368, 2016.
, Simultaneous reconstruction and segmentation of dynamic pet via low-rank and sparse matrix decomposition, IEEE Transactions on Biomedical Engineering, vol.62, issue.7, pp.1784-1795, 2015.
, Variational mesh denoising using total variation and piecewise constant function space, IEEE Transactions on Visualization and Computer Graphics, vol.21, issue.7, pp.873-886, 2015.
, Fast parallel MR image reconstruction via B1-Based, adaptive restart, Iterative Soft Thresholding Algorithms (barista), IEEE Transactions on Medical Imaging, vol.34, issue.2, pp.578-588, 2015.
, Accelerated regularized estimation of MR coil sensitivities using Augmented Lagrangian methods, IEEE Transactions on Medical Imaging, vol.32, issue.3, pp.556-564, 2013.
, Total variation spatial regularization for sparse hyperspectral unmixing, IEEE Transactions on Geoscience and Remote Sensing, vol.50, issue.11, pp.4484-4502, 2012.
, Alternating direction method for balanced image restoration, IEEE Transactions on Image Processing, vol.21, issue.11, pp.4557-4567, 2012.
, A splitting-based iterative algorithm for accelerated statistical X-Ray CT, IEEE Transactions on Medical Imaging
, Parallel MR image reconstruction using Augmented Lagrangian methods, IEEE Transactions on Medical Imaging, vol.30, issue.3, pp.694-706, 2011.
, Alternative minimisation algorithm for nonlocal total variational image deblurring, IET Image Processing, vol.4, issue.5, pp.353-364, 2010.
, Alternating direction method of multiplier for tomography with nonlocal regularizers, IEEE Transactions on Medical Imaging, vol.33, issue.10, pp.1960-1968, 2014.
, Robust multichannel blind deconvolution via fast alternating minimization, IEEE Transactions on Image Processing, vol.21, issue.4, pp.1687-1700, 2012.
, On the estimation of hyperparameters in Bayesian approach of solving inverse problems, Acoustics, Speech, and Signal Processing, vol.5, pp.495-498, 1993.
, A full Bayesian approach for inverse problems, Maximum Entropy and Bayesian Methods, pp.135-143, 1996.
, Super-resolution: a short review, a new method based on hidden Markov modeling of HR image and future challenges, The Computer Journal, vol.52, issue.1, pp.126-141, 2009.
URL : https://hal.archives-ouvertes.fr/hal-00449830
, A variational Bayesian approximation approach via a sparsity enforcing prior in acoustic imaging, Information Optics (WIO), pp.1-4, 2014.
URL : https://hal.archives-ouvertes.fr/hal-01103751
, The Variational Bayes Method in Signal Processing, Signals and Communication Technology, 2006.
, Variational Algorithms for Approximate Bayesian Inference, 2003.
, Bayesian group-sparse modeling and variational inference, IEEE Trans. Signal Process, vol.14, pp.2906-2921, 2014.
, Bayesian approach with prior models which enforce sparsity in signal and image processing, Special issue on Sparse Signal Processing, p.52, 2012.
URL : https://hal.archives-ouvertes.fr/hal-00779026
, Variational Bayesian approximation for learning and inference in hierarchical models, Seminar at Journe rseau AIGM, 2015.
, Approximate bayesian computation tools for large scale inverse problems and hierarchical models for big data, booktitle=37th International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering, p.2017
, Direct nonparametric estimation of the period and the shape of a periodic component in short duration signals, 2017 25th European Signal Processing Conference (EUSIPCO, 2017.
, Inverse problems in masse spectrometry and bayesian solutions, 4th World Congress on Mass Spectrometry, 2017.
, Bayesian 3d xray computed tomography image reconstruction with a scaled gaussian mixture prior model, AIP Conference Proceedings, vol.1641, pp.556-563, 2015.
URL : https://hal.archives-ouvertes.fr/hal-01338706
, A 3D Bayesian Computed Tomography Reconstruction Algorithm with Gauss-Markov-Potts Prior Model and its Application to Real Data, Fundamenta Informaticae, 2017.
URL : https://hal.archives-ouvertes.fr/hal-01569332
, Joint Reconstruction and Segmentation of Real 3D Data in Computed Tomography thanks to a Gauss-Markov-Potts prior model, 2017.
URL : https://hal.archives-ouvertes.fr/hal-01569301
, A Joint Segmentation and Reconstruction Algorithm for 3D Bayesian Computed Tomography Using Gauss-Markov-Potts Prior Model, ICASSP, 2017.
, Computed tomography reconstruction based on a hierarchical model and variational Bayesian method, 2017 IEEE Int. Conf. on Image, Processing (ICIP), 2017.
URL : https://hal.archives-ouvertes.fr/hal-01403784
, X-ray computed tomography using a sparsity enforcing prior model based on haar transformation in a bayesian framework, Fundamenta Informaticae XX, 2017.
URL : https://hal.archives-ouvertes.fr/hal-01490523
, Unsupervised sparsity enforcing iterative algorithms for 3d image reconstruction in x-ray computed tomography, The 2017 International Conference on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine, 2017.
URL : https://hal.archives-ouvertes.fr/hal-01568325
, Comparaison des performances dalgorithmes itératifs bayésiens basés sur trois classes de modeles a priori parcimonieux appliquésà la reconstruction tomographique, GRETSI, 2017.