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Sparse Models, Algorithms, and Learning for Large Scale Data

Publications

Audio Inpainting

Author(s): Maria G. Jafari; Amir Adler; Valentin Emiya; Mark D. Plumbley; Rémi Gribonval; Michael Elad
Published in: HAL CCSD https://hal.inria.fr/inria-00577079 2012
Permanent ID: Digital Object Identifier:10.1109/tasl.2011.2168211

Restricted Isometry Constants Where Lp Sparse Recovery Can Fail for 0<p<=1

Author(s): Davies, M.E.; Gribonval, R.
Permanent ID: Handle:20.500.11820/2f430406-254c-41a2-a1eb-77542e062206

Unsupervised extraction of audio-visual objects

Author(s): Pierre Vandergheynst; Anna Llagostera Casanovas
Published in: Ieee Service Center, 445 Hoes Lane, Po Box 1331, Piscataway, Nj 08855-1331 Usa ICASSP 2011
Permanent ID: Digital Object Identifier:10.1109/icassp.2011.5946938

Sparsity Driven People Localization with a Heterogeneous Network of Cameras

Author(s): Alexandre Alahi; Pierre Vandergheynst; Yannick Boursier; Laurent Jacques
Published in: HAL CCSD Journal of Mathematical Imaging and Vision, Vol. 41, no. 1-2, p. 39-58 (2011) 2011
Permanent ID: Digital Object Identifier:10.1007/s10851-010-0258-7; Handle:2078.1/87549

Generalized Tree-Based Wavelet Transform

Author(s): Israel Cohen; Michael Elad; Idan Ram
Permanent ID: arXiv:1011.4615; Digital Object Identifier:10.1109/tsp.2011.2158428

Performance Guarantees of the Thresholding Algorithm for the Co-Sparse Analysis Model

Author(s): Peleg, Tomer; Elad, Michael
Permanent ID: arXiv:1203.2769

Iterative Cosparse Projection Algorithms for the Recovery of Cosparse Vectors

Author(s): Raja Giryes; Nam, S.; Gribonval, R.; Davies, M. E.
Published in: HAL CCSD Scopus - Elsevier 2011
Permanent ID: Digital Object Identifier:10.5281/zenodo.42621

Under-Determined Reverberant Audio Source Separation Using a Full-Rank Spatial Covariance Model

Author(s): Rémi Gribonval; Ngoc Q. K. Duong; Emmanuel Vincent
Published in: HAL CCSD [Research Report] INRIA. 2010 2010
Permanent ID: arXiv:0912.0171; Digital Object Identifier:10.1109/tasl.2010.2050716

Some uniqueness results in sparse convolutive source separation

Author(s): Alexis Benichoux; Prasad Sudhakar; Frédéric Bimbot; Rémi Gribonval
Published in: HAL CCSD International Conference on Latent Variable Analysis and Source Separation, Mar 2012, Tel Aviv, Israel 2012
Permanent ID: Digital Object Identifier:10.1007/978-3-642-28551-6_25

Dictionary learning for the sparse modelling of atrial fibrillation in ECG signals

Author(s): Rémi Gribonval; Jean-Marc Vesin; Pierre Vandergheynst; Boris Mailhe; Mathieu Lemay; Frédéric Bimbot
Published in: HAL CCSD ICASSP 2009
Permanent ID: Digital Object Identifier:10.1109/icassp.2009.4959621

Analysis-based sparse reconstruction with synthesis-based solvers

Author(s): Maria G. Jafari; Nicolae Cleju; Mark D. Plumbley
Permanent ID: arXiv:1204.5347; Digital Object Identifier:10.1109/icassp.2012.6289142

Fixed points of dictionary learning algorithms for sparse representations

Author(s): Mailhé , Boris; Plumbley , Mark ,
Published in: HAL CCSD Submitted to IEEE Transactions on Information Theory. 2013 2013

Exploiting Statistical Dependencies in Sparse Representations for Signal Recovery

Author(s): Yonina C. Eldar; Michael Elad; Tomer Peleg
Permanent ID: arXiv:1010.5734; Digital Object Identifier:10.1109/tsp.2012.2188520

Detection and segmentation of fmcw radar signals based on the chirplet transform

Author(s): Fabien Millioz; Michael Davies
Published in: HAL CCSD ICASSP 2011
Permanent ID: Digital Object Identifier:10.1109/icassp.2011.5946844

A wideband doubly-sparse approach for MITO sparse filter estimation

Author(s): Simon Arberet; Prasad Sudhakar; Rémi Gribonval
Published in: HAL CCSD ICASSP 2011
Permanent ID: Digital Object Identifier:10.1109/icassp.2011.5947085

Improved Bounds on Restricted Isometry Constants for Gaussian Matrices

Author(s): Jared Tanner; Bubacarr Bah
Permanent ID: arXiv:1003.3299; Handle:20.500.11820/00770082-536b-437d-86c4-3d34dbbef6d3; Digital Object Identifier:10.1137/100788884

An L1 criterion for dictionary learning by subspace identification

Author(s): Rémi Gribonval; Hadi Zayyani; Mark D. Plumbley; Florent Jaillet
Published in: HAL CCSD ICASSP 2010
Permanent ID: Digital Object Identifier:10.1109/icassp.2010.5495206

On Lp minimisation, instance optimality, and restricted isometry constants for sparse approximation

Author(s): Davies, Michael; Gribonval, Rémi
Published in: HAL CCSD https://hal.archives-ouvertes.fr/hal-00481894 2009

Multilattice sampling strategies for region of interest dynamic MRI.

Author(s): Ian Marshall; Michael Davies; Gabriel Rilling; Yuehui Tao
Published in: Wiley 2012
Permanent ID: Digital Object Identifier:10.1002/mrm.24471

A compressed sensing approach to the simultaneous recording of multiple room impulse responses

Author(s): Alexis Benichoux; Emmanuel Vincent; Rémi Gribonval
Published in: IEEE IEEE Workshop on Applications of Signal Processing to Audio and Acoustics 2011
Permanent ID: Digital Object Identifier:10.1109/aspaa.2011.6082284

Full length article: The restricted isometry property meets nonlinear approximation with redundant frames

Author(s): Morten Hjuler Nielsen; Rémi Gribonval
Permanent ID: arXiv:1102.5324; Digital Object Identifier:10.1016/j.jat.2012.09.008

Joint k-step analysis of Orthogonal Matching Pursuit and Orthogonal Least Squares

Author(s): Soussen, Charles; Gribonval, Rémi; Idier, Jérôme; Herzet, Cédric
Published in: HAL CCSD https://hal.archives-ouvertes.fr/hal-00637003 2013
Permanent ID: arXiv:1111.0522

Well-posedness of the frequency permutation problem in sparse filter estimation with lp minimization

Author(s): Benichoux, Alexis; Sudhakar, Prasad; Gribonval, Rémi
Published in: HAL CCSD Signal Processing with Adaptive Sparse Structured Representations, Jun 2011, Edinburgh, United Kingdom 2011

Counting the Faces of Randomly-Projected Hypercubes and Orthants, with Applications

Author(s): Jared Tanner; David L. Donoho
Permanent ID: arXiv:0807.3590; Handle:20.500.11820/482f7718-0af3-4597-b4a1-0ca20d6aff83; Digital Object Identifier:10.1007/s00454-009-9221-z

Project SMALL: Overview

Author(s): Espiau De Lamaëstre, Jules
Published in: HAL CCSD SMALL Workshop on Sparse Dictionary Learning 2011

On MMSE and MAP Denoising Under Sparse Representation Modeling Over a Unitary Dictionary

Author(s): Turek, Javier; Yavneh, Irad; Protter, Matan; Elad, Michael
Published in: HAL CCSD 29 pages, 10 figures. 2010 2010
Permanent ID: arXiv:1003.3984

Denoising with Greedy-Like Pursuit Algorithms

Author(s): Raja Giryes; Elad, M.
Permanent ID: Digital Object Identifier:10.5281/zenodo.42361

Restricted Isometry Property and lp sparse recovery failure

Author(s): Davies, Mike; Gribonval, Rémi
Published in: HAL CCSD SPARS'09 - Signal Processing with Adaptive Sparse Structured Representations 2009

Blind Audiovisual Source Separation Based on Sparse Redundant Representations

Author(s): Anna Llagostera Casanovas; Rémi Gribonval; Gianluca Monaci; Pierre Vandergheynst
Published in: HAL CCSD ISSN: 1520-9210 2010
Permanent ID: Digital Object Identifier:10.1109/tmm.2010.2050650

Audio inpainting: problem statement, relation with sparse representations and some experiments

Author(s): Adler, Amir; Emiya, Valentin; Jafari, Maria,; Elad, Michael; Gribonval, Rémi; Plumbley, Mark,
Published in: HAL CCSD 9th Int. Conf. on Latent Variable Analysis and Signal Separation, Sep 2010, Saint-Malo, France. 2010 2010

The sample complexity of dictionary learning

Author(s): Vainsencher, D.; Shie Mannor; Bruckstein, A. M.
Permanent ID: arXiv:1011.5395

Physics-driven structured cosparse modeling for source localization

Author(s): Rémi Gribonval; Sangnam Nam
Published in: HAL CCSD ICASSP 2012
Permanent ID: Digital Object Identifier:10.1109/icassp.2012.6289141

Sparse reconstruction for compressed sensing using Stagewise Polytope Faces Pursuit

Author(s): Mark D. Plumbley; Marco Bevilacqua
Published in: HAL CCSD 16th International Conference on Digital Signal Processing, 2009 2009
Permanent ID: Digital Object Identifier:10.1109/icdsp.2009.5201170

An Overview of Analysis vs Synthesis in Low-Dimensional Signal Models

Author(s): Gribonval, Rémi
Published in: HAL CCSD SPARS'11, Jun 2011, Edinburgh, United Kingdom 2011

Precise Undersampling Theorems

Author(s): Jared Tanner; David L. Donoho
Permanent ID: Handle:20.500.11820/3c5abbc9-9b93-4138-95bf-728718080dc0; Digital Object Identifier:10.1109/jproc.2010.2045630

Cosparse Analysis Modeling

Author(s): Nam, Sangnam; Davies, Mike E.; Elad, Michael; Gribonval, Rémi
Published in: HAL CCSD https://hal.inria.fr/inria-00587943 2011

Sparse Representations in Audio and Music: From Coding to Source Separation

Author(s): Mark D. Plumbley; Michael Davies; Laurent Daudet; Thomas Blumensath; Rémi Gribonval
Published in: Institute of Electrical and Electronics Engineers (IEEE) Plumbley , M D , Blumensath , T , Daudet , L , Gribonval , R & Davies , M E 2010 , ' Sparse representations in audio and music: from coding to source separation ' , Proceedings of the IEEE , vol. 98 , no. 6 , pp. 995-1005 . 2010
Permanent ID: Digital Object Identifier:10.1109/jproc.2009.2030345; Handle:20.500.11820/7d289aec-1b50-4cca-9e92-3cbfdfc9595b

Structured and incoherent parametric dictionary design

Author(s): Laurent Daudet; Mehrdad Yaghoobi; Michael Davies
Published in: HAL CCSD ICASSP 2010
Permanent ID: Digital Object Identifier:10.1109/icassp.2010.5495207

Wavelets on graphs via spectral graph theory

Author(s): David K. Hammond; Pierre Vandergheynst; Rémi Gribonval
Published in: Elsevier Applied and Computational Harmonic Analysis, Elsevier, 2011, 30 (2), pp.129--150. ⟨10.1016/j.acha.2010.04.005⟩ 2011
Permanent ID: Digital Object Identifier:10.1016/j.acha.2010.04.005; arXiv:0912.3848

Joint trace/TV norm minimization: A new efficient approach for spectral compressive imaging

Author(s): Mohammad Golbabaee; Pierre Vandergheynst
Published in: IEEE http://infoscience.epfl.ch/record/174926 2012
Permanent ID: Digital Object Identifier:10.1109/icip.2012.6467014

Exponential Bounds Implying Construction of Compressed Sensing Matrices, Error-Correcting Codes, and Neighborly Polytopes by Random Sampling

Author(s): Jared Tanner; D.L. Donoho
Permanent ID: Handle:20.500.11820/acdd71d1-9729-4a60-8f10-d06577042b5b; Digital Object Identifier:10.1109/tit.2010.2040892

Normalized Iterative Hard Thresholding: Guaranteed Stability and Performance

Author(s): Michael Davies; Thomas Blumensath
Permanent ID: Handle:20.500.11820/522b9200-bd95-44e0-9ae6-9883acf902c4; Digital Object Identifier:10.1109/jstsp.2010.2042411

Should Penalized Least Squares Regression be Interpreted as Maximum A Posteriori Estimation

Author(s): Rémi Gribonval
Published in: HAL CCSD 2011
Permanent ID: Digital Object Identifier:10.1109/tsp.2011.2107908

Multi-Scale Dictionary Learning Using Wavelets

Author(s): Boaz Ophir; Michael Elad; Michael Lustig
Published in: HAL CCSD IEEE Journal of Selected Topics in Signal Processing 2011
Permanent ID: Digital Object Identifier:10.1109/jstsp.2011.2155032

Beyond the Narrowband Approximation: Wideband Convex Methods for Under-Determined Reverberant Audio Source Separation

Author(s): Matthieu Kowalski; Rémi Gribonval; Emmanuel Vincent
Published in: HAL CCSD IEEE Transactions on Audio, Speech and Language Processing, Institute of Electrical and Electronics Engineers, 2010, 18 (7), pp.1818 - 1829. ⟨10.1109/TASL.2010.2050089⟩ 2010
Permanent ID: Digital Object Identifier:10.1109/tasl.2010.2050089

Double sparsity: towards blind estimation of multiple channels

Author(s): Simon Arberet; Rémi Gribonval; Prasad Sudhakar
Published in: HAL CCSD https://hal.inria.fr/inria-00537756 2010
Permanent ID: Digital Object Identifier:10.1007/978-3-642-15995-4_71

A Reproducible Research Framework for Audio Inpainting

Author(s): Amir Adler; Valentin Emiya; Maria Jafari; Michael Elad; Rémi Gribonval; Plumbley, Mark D.
Published in: HAL CCSD HAL 2011

Optimisation convexe pour l'estimation simultanée de réponses acoustiques

Author(s): Benichoux, Alexis; Vincent, Emmanuel; Gribonval, Rémi
Published in: HAL CCSD 23e Colloque du Groupement de Recherche en Traitement du Signal et des Images, Sep 2011, Bordeaux, France 2011

Well-posedness of the permutation problem in sparse filter estimation with lp minimization

Author(s): Rémi Gribonval; Alexis Benichoux; Frédéric Bimbot; Prasad Sudhakar
Published in: Elsevier BV 2012
Permanent ID: Digital Object Identifier:10.1016/j.acha.2012.11.001

Fast orthogonal sparse approximation algorithms over local dictionaries

Author(s): Pierre Vandergheynst; Rémi Gribonval; Frédéric Bimbot; Boris Mailhe
Published in: HAL CCSD Signal Processing, Elsevier, 2011, ⟨10.1016/j.sigpro.2011.01.004⟩ 2011
Permanent ID: Digital Object Identifier:10.1016/j.sigpro.2011.01.004

Parametric Dictionary Design for Sparse Coding

Author(s): Laurent Daudet; Mehrdad Yaghoobi; Michael Davies
Published in: HAL CCSD SPARS'09 - Signal Processing with Adaptive Sparse Structured Representations 2009
Permanent ID: Handle:20.500.11820/29338c4d-c81a-4bbd-8c72-4db5d4d6bb4a; Digital Object Identifier:10.1109/tsp.2009.2026610

Cosparse analysis modeling - uniqueness and algorithms

Author(s): Sangnam Nam; Michael Davies; Rémi Gribonval; Michael Elad
Published in: HAL CCSD ICASSP 2011
Permanent ID: Digital Object Identifier:10.1109/icassp.2011.5947680

Dictionary Identification - Sparse Matrix-Factorisation via $\ell_1$-Minimisation

Author(s): Gribonval, Rémi; Schnass, Karin
Published in: HAL CCSD https://hal.archives-ouvertes.fr/hal-00541297 2010
Permanent ID: arXiv:0904.4774

A tractable framework for estimating and combining spectral source models for audio source separation

Author(s): Rémi Gribonval; Simon Arberet; Frédéric Bimbot; Alexey Ozerov
Published in: Elsevier BV Signal Processing 2011
Permanent ID: Digital Object Identifier:10.1016/j.sigpro.2011.12.022

Cyclic pure greedy algorithms for recovering compressively sampled sparse signals

Author(s): Rémi Gribonval; Mads Græsbøll Christensen; Bob L. Sturm
Published in: HAL CCSD ASILOMAR 2011 - Forty Fifth Asilomar Conference on Signals, Systems and Computers 2011
Permanent ID: Digital Object Identifier:10.1109/acssc.2011.6190193

Recovery of cosparse signals with Greedy Analysis Pursuit in the presence of noise

Author(s): Sangnam Nam; Michael Elad; Rémi Gribonval; Michael Davies
Published in: HAL CCSD CAMSAP - 4th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing - 2011 2011
Permanent ID: Digital Object Identifier:10.1109/camsap.2011.6136026

Sequential Minimal Eigenvalues - an Approach to Analysis Dictionary Learning

Author(s): Ophir, B.; Elad, M.; Bertin, N.; Mark Plumbley
Permanent ID: Digital Object Identifier:10.5281/zenodo.42442

The Cosparse Analysis Model and Algorithms

Author(s): Michael Elad; Rémi Gribonval; Michael Davies; Sangnam Nam
Published in: Elsevier BV Applied and Computational Harmonic Analysis, Elsevier, 2013, 34 (1), pp.30--56. ⟨10.1016/j.acha.2012.03.006⟩ 2013
Permanent ID: Handle:20.500.11820/66ebff0c-5238-43ea-8c38-c06edb2ecd8f; arXiv:1106.4987; Digital Object Identifier:10.1016/j.acha.2012.03.006

A low complexity Orthogonal Matching Pursuit for sparse signal approximation with shift-invariant dictionaries

Author(s): Rémi Gribonval; Boris Mailhe; Frédéric Bimbot; Pierre Vandergheynst
Published in: IEEE https://hal.archives-ouvertes.fr/hal-00461092 2009
Permanent ID: Digital Object Identifier:10.1109/icassp.2009.4960366

Local stability and robustness of sparse dictionary learning in the presence of noise

Author(s): Jenatton, Rodolphe; Gribonval, Rémi; Bach, Francis
Published in: HAL CCSD https://hal.inria.fr/hal-00737152 2012
Permanent ID: arXiv:1210.0685

A constrained matching pursuit approach to audio declipping

Author(s): Amir Adler; Maria G. Jafari; Rémi Gribonval; Michael Elad; Valentin Emiya; Mark D. Plumbley
Published in: HAL CCSD ICASSP 2011
Permanent ID: Digital Object Identifier:10.1109/icassp.2011.5946407

Well-posedness of the permutation problem in sparse filter estimation with lp minimization

Author(s): Benichoux, Alexis; Sudhakar, Prasad; Bimbot, Frédéric; Gribonval, Rémi
Published in: HAL CCSD Applied and Computational Harmonic Analysis, Elsevier, 2013, 35 (3), pp.394-406. ⟨10.1016/j.acha.2012.11.001⟩ 2013
Permanent ID: arXiv:1111.2848

Blind calibration for compressed sensing by convex optimization

Author(s): Laurent Daudet; Gilles Chardon; Rémi Gribonval
Published in: HAL CCSD ICASSP 2012
Permanent ID: arXiv:1111.7248; Digital Object Identifier:10.1109/icassp.2012.6288477

Nonnegative matrix factorization and spatial covariance model for under-determined reverberant audio source separation

Author(s): Simon Arberet; Rémi Gribonval; Emmanuel Vincent; Pierre Vandergheynst; Ngoc Q. K. Duong; Frédéric Bimbot; Alexey Ozerov
Published in: HAL CCSD Information Sciences Signal Processing and their Applications (ISSPA), 2010 10th International Conference on, May 2010, Kuala Lumpur, Malaysia. pp.1--4, ⟨10.1109/ISSPA.2010.5605570⟩ 2010
Permanent ID: Digital Object Identifier:10.1109/isspa.2010.5605570

On the Role of Sparse and Redundant Representations in Image Processing

Author(s): Mário A. T. Figueiredo; Yi Ma; Michael Elad
Published in: Institute of Electrical and Electronics Engineers (IEEE) Proceedings of the IEEE, Institute of Electrical and Electronics Engineers, 2010, 98 (6), pp.972 -982. ⟨10.1109/JPROC.2009.2037655⟩ 2010
Permanent ID: Digital Object Identifier:10.1109/jproc.2009.2037655

Doubly sparse models for multiple filter estimation in sparse echoic environments

Author(s): Sudhakar, Prasad; Arberet, Simon; Gribonval, Rémi; Vandergheynst, Pierre
Published in: HAL CCSD http://infoscience.epfl.ch/record/166972 2012

Spatially-Adaptive Reconstruction in Computed Tomography Based on Statistical Learning

Author(s): Shtok, Joseph; Zibulevsky, Michael; Elad, Michael
Permanent ID: arXiv:1004.4373

Compressed Sensing of Simultaneous Low-Rank and Joint-Sparse Matrices

Author(s): Golbabaee, Mohammad; Vandergheynst, Pierre
Published in: Institute of Electrical and Electronics Engineers http://infoscience.epfl.ch/record/181506 2012
Permanent ID: arXiv:1211.5058

The projected GSURE for automatic parameter tuning in iterative shrinkage methods

Author(s): Yonina C. Eldar; Raja Giryes; Michael Elad
Permanent ID: arXiv:1003.3985; Digital Object Identifier:10.1016/j.acha.2010.11.005

Iterative hard thresholding for compressed sensing

Author(s): Michael Davies; Thomas Blumensath
Published in: Elsevier BV Blumensath , T & Davies , M E 2009 , ' Iterative hard thresholding for compressed sensing ' , Applied and Computational Harmonic Analysis , vol. 27 , no. 3 , pp. 265-274 . https://doi.org/10.1016/j.acha.2009.04.002 2009
Permanent ID: Handle:20.500.11820/c1bb7d79-6b82-40a4-8277-532a8417864f; Digital Object Identifier:10.1016/j.acha.2009.04.002; arXiv:0805.0510

On the sample complexity of sparse dictionary learning

Author(s): Rémi Gribonval; Matthias Seibert; Martin Kleinsteuber; Francis Bach; Rodolphe Jenatton
Published in: HAL CCSD https://hal.inria.fr/hal-00990684 2014
Permanent ID: arXiv:1403.5112; Digital Object Identifier:10.1109/ssp.2014.6884621

Dictionary Subselection Using an Overcomplete Joint Sparsity Model

Author(s): Laurent Daudet; Mehrdad Yaghoobi; Michael Davies
Permanent ID: arXiv:1212.2834; Digital Object Identifier:10.1109/tsp.2014.2337839; Handle:20.500.11820/75b8c9e4-d988-4acc-8edf-a10f2a14047e

Compressive Source Separation: Theory and Methods for Hyperspectral Imaging

Author(s): Simon Arberet; Pierre Vandergheynst; Mohammad Golbabaee
Permanent ID: arXiv:1208.4505; Digital Object Identifier:10.1109/tip.2013.2281405

Rank Awareness in Joint Sparse Recovery

Author(s): Yonina C. Eldar; Michael Davies
Permanent ID: arXiv:1004.4529; Handle:20.500.11820/db51f1b3-48b4-40d7-af9f-170341d1d482; Digital Object Identifier:10.1109/tit.2011.2173722

Sample Complexity of Dictionary Learning and Other Matrix Factorizations

Author(s): Martin Kleinsteuber; Rodolphe Jenatton; Matthias Seibert; Rémi Gribonval; Francis Bach
Published in: Institute of Electrical and Electronics Engineers (IEEE) IEEE Transactions on Information Theory 2015
Permanent ID: Digital Object Identifier:10.1109/tit.2015.2424238; arXiv:1312.3790

Compressed Sensing: How Sharp Is the Restricted Isometry Property?

Author(s): Coralia Cartis; Jared Tanner; Jeffrey D. Blanchard
Permanent ID: arXiv:1004.5026; Handle:20.500.11820/5a73570b-0bc1-4cf3-b3d1-082e2885cef2; Digital Object Identifier:10.1137/090748160

Fast Dictionary Learning for Sparse Representations of Speech Signals

Author(s): Maria G. Jafari; Mark D. Plumbley
Published in: IEEE IEEE Journal of Selected Topics in Signal Processing, IEEE, 2011, 5 (5), pp.17. 〈10.1109/JSTSP.2011.2157892〉 2011
Permanent ID: Digital Object Identifier:10.1109/jstsp.2011.2157892

Spread Spectrum for Universal Compressive Sampling

Author(s): Gilles Puy; Pierre Vandergheynst; Rémi Gribonval; Yves Wiaux
Published in: HAL CCSD https://hal.inria.fr/inria-00582817 2011

Universal and efficient compressed sensing by spread spectrum and application to realistic Fourier imaging techniques

Author(s): Puy, Gilles; Vandergheynst, Pierre; Gribonval, Rémi; Wiaux, Yves
Published in: Institute of Electrical and Electronics Engineers EURASIP Journal on Advances in Signal Processing, SpringerOpen, 2012, 2012 (1), pp.6. ⟨10.1186/1687-6180-2012-6⟩ 2012
Permanent ID: arXiv:1110.5870

Analysis Operator Learning for Overcomplete Cosparse Representations

Author(s): Davies, Mike; Gribonval, Rémi; Nam, Sangnam; Yaghoobi, Mehrdad
Published in: HAL CCSD European Signal Processing Conference (EUSIPCO'11), Aug 2011, Barcelona, Spain 2011
Permanent ID: Digital Object Identifier:10.5281/zenodo.42656

Audio source separation using sparse representations

Author(s): Plumbley; MG Jafari; E Vincent; Andrew Nesbit
Published in: HAL CCSD Machine Audition: Principles, Algorithms and Systems 2010
Permanent ID: Digital Object Identifier:10.4018/978-1-61520-919-4.ch010

Noise aware analysis operator learning for approximately cosparse signals

Author(s): Mehrdad Yaghoobi; Rémi Gribonval; Michael Davies; Sangnam Nam
Published in: HAL CCSD ICASSP 2012
Permanent ID: Digital Object Identifier:10.1109/icassp.2012.6289144

Universal and efficient compressed sensing by spread spectrum and application to realistic Fourier imaging techniques

Author(s): Yves Wiaux; Yves Wiaux; Rémi Gribonval; Gilles Puy; Pierre Vandergheynst
Published in: Springer Science and Business Media LLC 2012
Permanent ID: Digital Object Identifier:10.1186/1687-6180-2012-6

Phase transitions for greedy sparse approximation algorithms

Author(s): Jared Tanner; Andrew Thompson; Coralia Cartis; Jeffrey D. Blanchard
Permanent ID: Handle:20.500.11820/3e3a5694-7a6c-4688-b2e0-9cceed565cd0; arXiv:1004.1821; Digital Object Identifier:10.1016/j.acha.2010.07.001

Dictionary learning with large step gradient descent for sparse representations

Author(s): Boris Mailhe; Mark D. Plumbley
Published in: Springer Berlin Heidelberg https://hal.archives-ouvertes.fr/hal-00688368 2012
Permanent ID: Digital Object Identifier:10.1007/978-3-642-28551-6_29

Probabilistic Modeling Paradigms for Audio Source Separation

Author(s): Emmanuel Vincent; Maria G. Jafari; Samer A. Abdallah; Mark D. Plumbley; Michael Davies
Published in: HAL CCSD https://hal.inria.fr/inria-00544016 2010
Permanent ID: Digital Object Identifier:10.4018/978-1-61520-919-4.ch007

Carotid blood flow measurement accelerated by compressed sensing: Validation in healthy volunteers

Author(s): Ian Marshall; Ian Marshall; Michael Davies; Yuehui Tao; Gabriel Rilling
Published in: Elsevier BV 2013
Permanent ID: Digital Object Identifier:10.1016/j.mri.2013.05.009

INK-SVD: Learning incoherent dictionaries for sparse representations

Author(s): Boris Mailhe; Mark D. Plumbley; Daniele Barchiesi
Published in: IEEE ICASSP 2011
Permanent ID: Digital Object Identifier:10.1109/icassp.2012.6288688

Compressible Distributions for High-dimensional Statistics

Author(s): Rémi Gribonval; Volkan Cevher; Michael Davies
Permanent ID: Handle:20.500.11820/071dec5b-fd9a-4a0a-ac09-09ac714cac46; Digital Object Identifier:10.1109/tit.2012.2197174; arXiv:1102.1249

Advanced image formation and processing of partial synthetic aperture radar data

Author(s): Michael Davies; Gabriel Rilling; Chaoran Du; Shaun I. Kelly
Permanent ID: Handle:20.500.11820/8feeb3fb-ecdb-4818-9e18-b90b156ddfca; Digital Object Identifier:10.1049/iet-spr.2011.0073

Behavior of greedy sparse representation algorithms on nested supports

Author(s): Bob L. Sturm; Mark D. Plumbley; Boris Mailhe
Published in: IEEE ICASSP 2013
Permanent ID: Digital Object Identifier:10.1109/icassp.2013.6638758

Sparse and Spurious: Dictionary Learning With Noise and Outliers

Author(s): Rémi Gribonval; Francis Bach; Rodolphe Jenatton
Published in: HAL CCSD IEEE Transactions on Information Theory 2015
Permanent ID: arXiv:1407.5155; Digital Object Identifier:10.1109/tit.2015.2472522

Greedy-like algorithms for the cosparse analysis model

Author(s): Sangnam Nam; Michael Elad; Raja Giryes; Rémi Gribonval; Michael Davies
Published in: HAL CCSD https://hal.inria.fr/hal-00716593 2014
Permanent ID: Digital Object Identifier:10.1016/j.laa.2013.03.004; arXiv:1207.2456; Handle:20.500.11820/47f9b80b-f00c-4a74-9f06-5aca6512ba3e

Constrained Overcomplete Analysis Operator Learning for Cosparse Signal Modelling

Author(s): Mehrdad Yaghoobi; Rémi Gribonval; Sangnam Nam; Michael Davies
Permanent ID: arXiv:1205.4133; Digital Object Identifier:10.1109/tsp.2013.2250968

Software

Audio Inpainting Toolbox

Author(s): Emiya, Valentin; Adler, Amir; Jafari, Maria,
Publisher: HAL CCSD