Pierre Vandergheynst
EPFL VPE
CE 3 304 (Centre Est)
Station 1
CH-1015 Lausanne
+41 21 693 56 45
+41 21 693 79 74
Site web: https://decanat-bama.epfl.ch/
Unité: EBM
Local: CE 3 301
+41 21 693 79 74
Site web: https://decanat-bama.epfl.ch/
Unité: EBM
Local: CE 3 301
EPFL VPE
CE 3 304 (Centre Est)
Station 1
CH-1015 Lausanne
EPFL STI IEL LTS2
ELE 235 (Bâtiment ELE)
Station 11
CH-1015 Lausanne
EPFL IC-DO
ELB 114 (Bâtiment ELB)
Station 11
CH-1015 Lausanne
Unité: SEL-ENS
Unité: FCUE
Unité: CDOCT
Mission
Data nowadays come in overwhelming volume. In order to cope with this deluge, we explore and use the benefits of geometry and symmetry in higher dimensional data. But volume is not the only problem: data models are also increasingly complex, mixing various components. We thus use redundant dictionaries as a dimensionality reduction tool to dig out information from complicated high-dimensional datasets and multichannel signals, or to model complex behaviours in more classical signals. Finally data can also be complex because they are collected on surfaces, or more generally manifolds, or because they are not scalar-valued. We thus explore extensions of Computational Harmonic Analysis in higher dimensions, in complex geometries or for non-scalar data.
Biographie
De nationalité belge, Pierre Vandergheynst est né en 1972. Il est diplomé en Physique Théorique de l'Université catholique de Louvain, Belgique en 1994. Après un DEA en Physique Mathématique, il obtient un financement du gouvernement belge pour réaliser une thèse de doctorat sur les systèmes d'états cohérents et leurs applications. Ce travail l'amènera à considérer les liens existants entre des techniques d'analyse d'images, comme la transformée en ondelettes, et des représentations basées sur les symmétries. En paralléle il développa une généralisation de l'analyse en ondelettes au cas de signaux définis sur des variétés. En collaboration avec le CTSPS de l'Université Clark à Atlanta ou il séjourna à plusieurs reprises, il développa des applications de ces techniques à la reconnaissance d'images. Après avoir obtenu sa thèse de doctorat en septembre 1998, il fut engagé comme post-doc au laboratoire de traitement des signaux. Ses travaux de recherches se concentrérent alors sur la représentation et l'analyse de signaux multidimensionnels et les liens avec le système visuel humain, mais également l'analyse temps fréquence et temps-échelle. Nommé Professeur Assistant au premier janvier 2001, il poursuit ses recherches dans ces directions, tentant notamment de cerner les liens existant entre les notions mathématiques d'approximations redondantes de signaux multidimensionnels et la vision humaine.
Compétences
complex, high-dimensional data processing
visual information processing
computational harmonic analysis
data compression
redundant approximations
computer vision
visual information processing
computational harmonic analysis
data compression
redundant approximations
computer vision
Publications
Infoscience
Infoscience
N. Aspert; V. Miz; B. Ricaud; P. Vandergheynst : A Graph-structured Dataset for Wikipedia Research. 2019-05-13. Companion Proceedings of the 2019 World Wide Web Conference (WWW '19 Companion), San Francisco, CA, USA, May 13-17, 2019. DOI : 10.1145/3308560.3316757.
V. Miz; B. Ricaud; K. Benzi; P. Vandergheynst : Anomaly detection in the dynamics of web and social networks. 2019. The Web Conference 2019, San Francisco, California, USA, May 13-17, 2019.
A. Loukas; P. Vandergheynst : Spectrally approximating large graphs with smaller graphs. 2018-07-10. International Conference in Machine Learning (ICML), Stockholmsmässan, Sweden, July 10-15, 2018.
H. P. Tukuljac; Thach Pham Vu; H. Lissek; P. Vandergheynst : Joint Estimation Of The Room Geometry And Modes With Compressed Sensing. 2018-01-01. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Calgary, CANADA, Apr 15-20, 2018. p. 6882-6886.
F. Mahmood; N. Shahid; U. Skoglund; P. Vandergheynst : Adaptive Graph-Based Total Variation for Tomographic Reconstructions; IEEE SIGNAL PROCESSING LETTERS. 2018. DOI : 10.1109/LSP.2018.2816582.
A. Ortega; P. Frossard; J. Kovacevic; J. M. F. Moura; P. Vandergheynst : Graph Signal Processing: Overview, Challenges and Applications; Proceedings of the IEEE. 2018. DOI : 10.1109/JPROC.2018.2820126.
L. Martin; A. Loukas; P. Vandergheynst : Fast Approximate Spectral Clustering for Dynamic Networks. 2018. International Conference in Machine Learning (ICML), Stockholmsmässan, Sweden, July 10-15, 2018.
G. Puy; N. Tremblay; R. Gribonval; P. Vandergheynst : Random sampling of bandlimited signals on graphs; Applied and Computational Harmonic Analysis. 2018. DOI : 10.1016/j.acha.2016.05.005.
N. Perraudin; B. Ricaud; D. I. Shuman; P. Vandergheynst : Global and Local Uncertainty Principles for Signals on Graphs; APSIPA Transactions on Signal and Information Processing. 2018. DOI : 10.1017/ATSIP.2018.2.
D. I. Shuman; P. Vandergheynst; D. Kressner; P. Frossard : Distributed Signal Processing via Chebyshev Polynomial Approximation; IEEE Transactions on Signal and Information Processing over Networks. 2018. DOI : 10.1109/TSIPN.2018.2824239.
N. Perraudin; A. Loukas; F. Grassi; P. Vandergheynst : Towards Stationary Time-Vertex Signal Processing. 2017. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), New Orleans, LA, MAR 05-09, 2017. p. 3914-3918.
P. Vandergheynst; B. Ricaud; K. Benzi ; System, device, and method for contextual knowledge retrieval and display. WO2017187401 . 2017.
H. Peic Tukuljac; H. Lissek; P. Vandergheynst : Localization of Sound Sources in a Room with One Microphone. 2017. Wavelets and Sparsity XVII, San Diego, California, USA, August 6-9, 2017. p. 1039401. DOI : 10.1117/12.2271249.
A. Griffa; B. Ricaud; K. Benzi; X. Bresson; A. Daducci et al. : Transient networks of spatio-temporal connectivity map communication pathways in brain functional systems; Neuroimage. 2017. DOI : 10.1016/j.neuroimage.2017.04.015.
J. Paratte; N. Perraudin; P. Vandergheynst : Compressive Embedding and Visualization using Graphs. 2017.
Y. Seo; M. Defferrard; P. Vandergheynst; X. Bresson : Structured Sequence Modeling with Graph Convolutional Recurrent Networks. 2017.
M. Defferrard; K. Benzi; P. Vandergheynst; X. Bresson : FMA: A Dataset For Music Analysis. 2017. 18th International Society for Music Information Retrieval Conference, Suzhou, China, October 23-28, 2017.
K. Smith; B. Ricaud; N. Shahid; S. Rhodes; J. M. Starr et al. : Locating Temporal Functional Dynamics of Visual Short-Term Memory Binding using Graph Modular Dirichlet Energy; Scientific reports, Nature. 2017. DOI : 10.1038/srep42013.
M. Bronstein; J. Bruna; Y. LeCun; A. Szlam; P. Vandergheynst : Geometric deep learning: going beyond Euclidean data; IEEE Signal Processing Magazine. 2017. DOI : 10.1109/Msp.2017.2693418.
N. Perraudin; P. Vandergheynst : Stationary signal processing on graphs; IEEE Transactions on Signal Processing. 2017. DOI : 10.1109/Tsp.2017.2690388.
W. Guicquero; A. Dupret; P. Vandergheynst : An Algorithm Architecture Co-Design for CMOS Compressive High Dynamic Range Imaging; Ieee Transactions On Computational Imaging. 2016. DOI : 10.1109/Tci.2016.2557073.
N. Perraudin; A. Loukas; F. Grassi; P. Vandergheynst : Towards stationary time-vertex signal processing. 2016. International Conference on Acoustics, Speech and Signal Processing (ICASSP), New Orleans, USA.
N. Shahid; F. Grassi; P. Vandergheynst : Multilinear Low-Rank Tensors on Graphs & Applications. 2016.
M. H. Kamal; B. Heshmat; R. Raskar; P. Vandergheynst; G. Wetzstein : Tensor low-rank and sparse light field photography; Computer Vision And Image Understanding. 2016. DOI : 10.1016/j.cviu.2015.11.004.
M. Defferrard; X. Bresson; P. Vandergheynst : Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering. 2016. Advances in Neural Information Processing Systems 29, Barcelona, Spain, December 5-10, 2016.
N. Tremblay; G. Puy; R. Gribonval; P. Vandergheynst : Compressive Spectral Clustering. 2016. 33rd International Conference on Machine Learning (ICML), New York, USA, June 19-24.
R. Cerqueira Gonzalez Pena; X. Bresson; P. Vandergheynst : Source Localization on Graphs via l1 Recovery and Spectral Graph Theory. 2016. 12th IEEE Image, Video, and Multidimensional Signal Processing (IVMSP) Workshop 2016, Bordeaux, France, July 11-12, 2016.
N. Shahid; N. Perraudin; P. Vandergheynst : Low-Rank Matrices on Graphs: Generalized Recovery & Applications. 2016.
C. Vanwynsberghe; P. Challenge; R. Leiba; J. Marchal; R. Marchiano et al. : Localisation et identification spectrale conjointe de sources large bande par parcimonie groupée. 2016. Congrès Français d'Acoustique, Le Mans, France, April 2016.
F. Mahmood; N. Shahid; P. Vandergheynst; U. Skoglund : Graph Based Sinogram Denoising for Tomographic Reconstructions. 2016.
N. Shahid; N. Perraudin; G. Puy; P. Vandergheynst : Compressive PCA for Low-Rank Matrices on Graphs. 2016. p. 695-710. DOI : 10.1109/Tsipn.2016.2631890.
K. Benzi; B. Ricaud; P. Vandergheynst : Principal Patterns on Graphs: Discovering Coherent Structures in Datasets; IEEE Transactions on Signal and Information Processing over Networks. 2016. DOI : 10.1109/TSIPN.2016.2524500.
K. Benzi; V. Kalofolias; X. Bresson; P. Vandergheynst : Song Recommendation with Non-Negative Matrix Factorization and Graph Total Variation. 2016. 41st IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2016), Shanghai, China, March 20-25. p. 2439-2443.
N. Shahid; N. Perraudin; V. Kalofolias; B. Ricaud; P. Vandergheynst : PCA using graph total variation. 2016. 41st IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2016), Shanghai, China, 20-25 March 2016. p. 4668-4672.
N. Tremblay; G. Puy; P. Borgnat; R. Gribonval; P. Vandergheynst : Accelerated Spectral Clustering Using Graph Filtering of Random Signals. 2016. 41st IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2016), Shanghai, China. p. 4094-4098.
N. Shahid; N. Perraudin; V. Kalofolias; G. Puy; P. Vandergheynst : Fast Robust PCA on Graphs; IEEE Journal of Selected Topics in Signal Processing. 2016. DOI : 10.1109/Jstsp.2016.2555239.
D. Shuman; M. Faraji; P. Vandergheynst : A Multiscale Pyramid Transform for Graph Signals; IEEE Transactions on Signal Processing. 2016. DOI : 10.1109/TSP.2015.2512529.
X. Dong; D. Thanou; P. Frossard; P. Vandergheynst : Learning Laplacian Matrix in Smooth Graph Signal Representations; IEEE Transactions on Signal Processing. 2016. DOI : 10.1109/TSP.2016.2602809.
D. Shuman; B. Ricaud; P. Vandergheynst : Vertex-Frequency Analysis on Graphs; Applied And Computational Harmonic Analysis. 2016. DOI : 10.1016/j.acha.2015.02.005.
K. Benzi; A. Griffa; B. Ricaud; P. Vandergheynst; J.-P. Thiran et al. : Dynamic activation patterns in brain MRI data. 2015. 25th Colloque Gretsi, Lyon.
A. Griffa; K. Benzi; B. Ricaud; X. Bresson; P. Vandergheynst et al. : Mapping resting-state dynamics on spatio-temporal graphs: a combined functional and diffusion MRI approach. 2015. 23rd International Symposium on Magnetic Resonance in Medicine (ISMRM), Toronto.
P. Vandergheynst : Random Sampling of Bandlimited Signals on Graphs ; NIPS2015 Workshop on Multiresolution Methods for Large Scale Learning, Montréal, December 12th, 2015.
H. Mamaghanian; P. Vandergheynst : Ultra-low-power ECG front-end design based on compressed sensing. 2015. 2015 Design, Automation and Test in Europe Conference (DATE ‘15), Grenoble, France, March 9-13, 2015. p. 671-676.
D. Boscaini; J. Masci; S. Mezi; M. M. Bronstein; U. Castellani et al. : Learning class-specific descriptors for deformable shapes using localized spectral convolutional networks; Computer Graphics Forum. 2015. DOI : 10.1111/cgf.12693.
G. Puy; N. Tremblay; R. Gribonval; P. Vandergheynst : Random sampling of bandlimited signals on graphs. 2015.
M. H. Kamal; P. Favaro; P. Vandergheynst : A Convex Solution to Disparity Estimation from Light Fields via the Primal-Dual Method. 2015. 10th International Conference on Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR), Hong Kong, PEOPLES R CHINA, JAN 13-16, 2015. p. 350-363.
N. Shahid; V. Kalofolias; X. Bresson; M. Bronstein; P. Vandergheynst : Robust Principal Component Analysis on Graphs. 2015. International Conference on Computer Vision (ICCV) 2015, Santiago, Chile, December 11-18, 2015.
Y. M. Schoenenberger; J. Paratte; P. Vandergheynst : Graph-based denoising for time-varying point clouds. 2015. 3DTV Conference 2015, Lisbon, Portugal, July 8-10, 2015.
X. Dong; D. Thanou; P. Frossard; P. Vandergheynst : Laplacian Matrix Learning for Smooth Graph Signal Representation. 2015. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Brisbane, Australia, April, 2015.
J. Masci; D. Boscaini; M. Bronstein; P. Vandergheynst : ShapeNet: Convolutional Neural Networks on Non-Euclidean Manifolds. 2015.
V. Kalofolias; X. Bresson; M. Bronstein; P. Vandergheynst : Enhanced Matrix Completion with Manifold Learning ; International BASP Frontiers Workshop 2015, Villars-sur-Ollon, Switzerland, January 25 - 30, 2015.
D. Shuman; C. Wiesmeyr; N. Holighaus; P. Vandergheynst : Spectrum-Adapted Tight Graph Wavelet and Vertex-Frequency Frames; IEEE Transactions on Signal Processing. 2015. DOI : 10.1109/Tsp.2015.2424203.
J. D. Mcewen; M. Büttner; B. Leistedt; H. V. Peiris; P. Vandergheynst et al. : On spin scale-discretised wavelets on the sphere for the analysis of CMB polarisation. 2014. p. 64-67. DOI : 10.1017/S1743921314011107.
A. Alahi; M. Golbabaee; P. Vandergheynst ; Method and system for automatic objects localization. US2014254875 ; US8749630 ; EP2386981 ; US2011279685 ; EP2386981 . 2014.
A. Alahi; P. Vandergheynst; K. Benzi ; System and method for media library navigation and recommendation. WO2014002064 . 2014.
V. Kalofolias; X. Bresson; M. Bronstein; P. Vandergheynst : Matrix Completion on Graphs ; UCL - Duke Workshop on Sensing and Analysis of High-Dimensional Data (SAHD 2014), London, England, September 4-5, 2014.
V. Kalofolias; X. Bresson; M. Bronstein; P. Vandergheynst : Matrix Completion on Graphs. 2014. Neural Information Processing Systems 2014, Workshop "Out of the Box: Robustness in High Dimension", Montreal, Canada, December 8-13, 2014.
M. Hosseini Kamal; P. Favaro; P. Vandergheynst : A Convex Solution to Disparity Estimation from Light Fields via the Primal-Dual Method. 2014. Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR), Hong Kong, China.
J. H. Kobarg; P. Maass; J. Oetjen; O. Tropp; E. Hirsch et al. : Numerical experiments with MALDI Imaging data; Advances In Computational Mathematics. 2014. DOI : 10.1007/s10444-013-9325-0.
D. Bortolotti; H. Mamaghanian; A. Bartolini; M. Ashouei; J. Stuijt et al. : Approximate Compressed Sensing: Ultra-Low Power Biosignal Processing via Aggressive Voltage Scaling on a Hybrid Memory Multi-core Processor. 2014. International Symposium on Low Power Electronics and Design (ISLPED 2014), La Jolla, California, USA, August 11-13, 2014. p. 40-45. DOI : 10.1145/2627369.2627629.
G. Puy; P. Vandergheynst : Robust Image Reconstruction from Multiview Measurements; Siam Journal On Imaging Sciences. 2014. DOI : 10.1137/120902586.
H. Mamaghanian; D. Atienza Alonso; P. Vandergheynst : Ultra low power design of hardware efficient CS-Based compression scheme in WBSN. 2014. CT-Energy Community Workshop, Barcelona, Spain, April 23-25, 2014.
H. Mamaghanian; G. Ansaloni; M. M. S. Aly; D. Atienza Alonso; P. Vandergheynst : Hardware-Software Inexactness in Noise-aware Design of Low-Power Body Sensor Nodes. 2014. Designing with Uncertainty - Opportunities & Challenges, York, United Kingdom, March 17-19 , 2014.
H. Mamaghanian; G. Ansaloni; D. Atienza Alonso; P. Vandergheynst : Power-Efficient Joint Compressed Sensing of Multi-Lead ECG Signals. 2014. 39th International Conference on Acoustics, Speech and Signal Processing (ICASSP 2014), Florence, Italy, May 5-9 2014. p. 4409-4412.
M. Davies; G. Puy; P. Vandergheynst; Y. Wiaux : A Compressed Sensing Framework for Magnetic Resonance Fingerprinting; Siam Journal On Imaging Sciences. 2014. DOI : 10.1137/130947246.
M. Davies; G. Puy; P. Vandergheynst; Y. Wiaux : Compressed Quantitative MRI: Bloch Response Recovery through iterated projection. 2014. IEEE International Conference on Accoustics, Speech and Signal Processing (ICASSP), Florence, Italy. DOI : 10.1109/ICASSP.2014.6854937.
M. Shoaran; M. Hosseini Kamal; C. Pollo; P. Vandergheynst; A. Schmid : Compact Low-Power Cortical Recording Architecture for Compressive Multichannel Data Acquisition; IEEE Transactions on Biomedical Circuits and Systems. 2014. DOI : 10.1109/TBCAS.2014.2304582.
S. Arberet; P. Vandergheynst : Reverberant Audio Source Separation via Sparse and Low-Rank Modeling; IEEE Signal Processing Letters. 2014. DOI : 10.1109/LSP.2014.2303135.
A. Alahi; M. Bierlaire; P. Vandergheynst : Robust Real-time Pedestrians Detection in Urban Environments with a Network of Low Resolution Cameras; Transportation Research Part C: Emerging Technologies. 2014. DOI : 10.1016/j.trc.2013.11.019.
X. Dong; P. Frossard; P. Vandergheynst; N. Nefedov : Clustering on Multi-Layer Graphs via Subspace Analysis on Grassmann Manifolds; IEEE Transactions on Signal Processing. 2014. DOI : 10.1109/TSP.2013.2295553.
G. Puy; P. Vandergheynst : Robust image reconstruction from multi-view measurements; SIAM Journal on Imaging Sciences. 2014. DOI : 10.1137/120902586.
E. D'Angelo; L. Jacques; A. Alahi; P. Vandergheynst : From Bits to Images: Inversion of Local Binary Descriptors; IEEE Transactions on Pattern Analysis and Machine Intelligence. 2014. DOI : 10.1109/TPAMI.2013.228.
E. D'angelo; P. Vandergheynst ; Method to compensate the effect of the rolling shutter effect. US8350922 ; US2011267514 . 2013.
M. H. Kamal; M. Shoaran; Y. Leblebici; A. Schmid; P. Vandergheynst : Compressive Multichannel Cortical Signal Recording. 2013. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP). p. 4305-4309.
M. H. Kamal; P. Vandergheynst : Joint Low-Rank And Sparse Light Field Modelling For Dense Multiview Data Compression. 2013. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP). p. 3831-3835.
G. Puy; P. Vandergheynst : Joint image registration and reconstruction from compressed multi-view measurements. 2013. Conference on Wavelets and Sparsity XV. DOI : 10.1117/12.2023916.
B. Ricaud; D. I. Shuman; P. Vandergheynst : On the Sparsity of Wavelet Coefficients for Signals on Graphs. 2013. Conference on Wavelets and Sparsity XV. DOI : 10.1117/12.2022850.
N. Katic; M. Hosseini Kamal; A. Schmid; P. Vandergheynst; Y. Leblebici : Compressive Image Acquisition in Modern CMOS IC Design; International Journal of Circuit Theory and Applications. 2013. DOI : 10.1002/cta.1969.
X. Dong; P. Frossard; P. Vandergheynst; N. Nefedov : Clustering on Multi-Layer Graphs via Subspace Analysis on Grassmann Manifolds. 2013. IEEE Global Conference on Signal and Information Processing, Austin, Texas, USA, December 3-5, 2013.
D. I. Shuman; S. K. Narang; P. Frossard; A. Ortega; P. Vandergheynst : The Emerging Field of Signal Processing on Graphs: Extending High-Dimensional Data Analysis to Networks and Other Irregular Domains; IEEE Signal Processing Magazine. 2013. DOI : 10.1109/Msp.2012.2235192.
P. Vandergheynst : Traitement du signal sur les graphes ; 2013 GRETSI Symposium, Brest, France, September 3-6, 2013.
J. McEwen; P. Vandergheynst; Y. Wiaux : On the computation of directional scale-discretized wavelet transforms on the sphere. 2013. Wavelets and Sparsity XV, San Diego, August 26-29, 2013.
M. Golbabaee; P. Vandergheynst : compressive source separation for hyperspectral imaging. 2013.
N. Katic; M. Hosseini Kamal; M. Kilic; A. Schmid; P. Vandergheynst et al. : High Frame-Rate Low-Power Compressive Sampling CMOS Image Sensor Architecture ; 23rd Great Lakes Symposium on VLSI, Paris, France, May 2-3, 2013.
N. Katic; M. Hosseini Kamal; M. Kilic; A. Schmid; P. Vandergheynst et al. : Power-Efficient CMOS Image Acquisition System based on Compressive Sampling. 2013. 56th IEEE International Midwest Symposium on Circuits and Systems, Columbus, Ohio, USA, August 4-7, 2013.
N. Katic; M. Hosseini Kamal; M. Kilic; A. Schmid; P. Vandergheynst et al. : Column-Separated Compressive Sampling Scheme for Low Power CMOS Image Sensors. 2013. 11th IEEE International New Circuits and Systems (NEWCAS) Conference, Paris, France, June 16-19, 2013.
X. Dong; A. Ortega; P. Frossard; P. Vandergheynst : Inference of Mobility Patterns via Spectral Graph Wavelets. 2013. IEEE ICASSP, Vancouver, Canada, May 26-31, 2013.
M. Hosseini Kamal; H. Afshari; Y. Leblebici; A. Schmid; P. Vandergheynst : Interconnected Network of Cameras. 2013. IS&T/SPIE Electronic Imaging, Burlingame, California, USA, February 3, 2013. DOI : 10.1117/12.2004736.
G. Puy; G. V. Bonanno; M. Stuber; P. Vandergheynst : Joint reconstruction of misaligned images from incomplete measurements for cardiac MRI. 2013. 10th International Conference on Sampling Theory and Applications (SAMPTA), Bremen, Germany, July 2013.
G. Puy; P. Vandergheynst : Non-convex optimization for robust multi-view imaging ; International Biomedical and Astronomical Signal Processing (BASP) Frontiers workshop, Villars-sur-Ollon, Switzerland, January, 2013.
M. Hosseini Kamal; P. Vandergheynst : Multichannel Blind Deconvolution Using Low-rank and Sparse Decomposition. 2013. SPARS, 2013.
G. Puy; P. Vandergheynst : Image reconstruction of non-planar scenes from compressed multi-view measurements. 2013. Workshop on Signal Processing with Adaptive Sparse Structured Representations (SPARS 2013), Lausanne, 2013.
M. Hosseini Kamal; M. Shoaran; Y. Leblebici; A. Schmid; P. Vandergheynst : Compressive Multichannel Cortical Signal Recording. 2013. 38th International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Vancouver, Canada.
M. Hosseini Kamal; P. Vandergheynst : Joint Low-rank and Sparse Light Field Modeling for Dense Multiview Data Compression. 2013. ICASSP.
B. Leistedt; J. McEwen; P. Vandergheynst; Y. Wiaux : S2LET: A code to perform fast wavelet analysis on the sphere; Astronomy and Astrophysics. 2013. DOI : 10.1051/0004-6361/201220729.
G. Puy; P. Vandergheynst : Non-convex optimization for robust multi-view imaging. 2013. International Biomedical and Astronomical Signal Processing (BASP) Frontiers workshop, Villars-sur-Ollon, Switzerland, January, 2013.
M. Golbabaee; S. Arberet; P. Vandergheynst : Compressive Source Separation: Theory and Methods for Hyperspectral Imaging; IEEE Transactions on Image Processing. 2013. DOI : 10.1109/Tip.2013.2281405.
S. Arberet; P. Vandergheynst; R. Carrillo; J.-P. Thiran; Y. Wiaux : Sparse Reverberant Audio Source Separation via Reweighted Analysis; IEEE Transactions on Audio Speech and Language Processing. 2013. DOI : 10.1109/Tasl.2013.2250962.
H. Afshari; L. Jacques; L. Bagnato; A. Schmid; P. Vandergheynst et al. : The PANOPTIC Camera: A Plenoptic Sensor with Real-Time Omnidirectional Capability; Journal of Signal Processing Systems for Signal, Image and Video Technology. 2013. DOI : 10.1007/s11265-012-0668-4.
J. McEwen; G. Puy; J.-P. Thiran; P. Vandergheynst; D. Van De Ville et al. : Sparse image reconstruction on the sphere: implications of a new sampling theorem; IEEE Transactions on Image Processing. 2013. DOI : 10.1109/TIP.2013.2249079.
L. Bagnato; L. Jacques; P. Vandergheynst; H. Afshari; A. Schmid et al. ; Omnidirectional sensor array system. US2014146132 ; WO2012056437 . 2012.
H. Mamaghanian; V. Rincon; N. Khaled; A. Atienza; P. Vandergheynst ; Automatic online delineation of a multi-lead electrocardiogram bio signal. US2014148714 ; EP2654557 ; WO2012085841 . 2012.
M. Flierl; B. Girod; P. Vandergheynst ; Image transform for video coding. US8300693 ; US2006159179 . 2012.
M. Golbabaee; P. Vandergheynst : -Hyperspectral Image Compressed Sensing Via Low-Rank And Joint-Sparse Matrix Recovery. 2012. IEEE International Conference on Acoustics, Speech and Signal Processing. p. 2741-2744.
M. H. Kamal; M. Golbabaee; P. Vandergheynst : Light Field Compressive Sensing In Camera Arrays. 2012. IEEE International Conference on Acoustics, Speech and Signal Processing. p. 5413-5416.
P. Vandergheynst : Analyse de données en grande dimension sur graphes et réseaux ; Journée Mathématiques et Grandes Dimensions, Polytech Lyon, December 10, 2012.
M. Golbabaee; P. Vandergheynst : Compressed Sensing of Simultaneous Low-Rank and Joint-Sparse Matrices; IEEE Transactions on Information Theory. 2012.
M. Golbabaee; P. Vandergheynst : Compressed Sensing of Simultaneous Low-Rank and Joint-Sparse Matrices. 2012.
G. Puy; P. Vandergheynst : Robust joint reconstruction of misaligned images using semi-parametric dictionaries ; ICML Workshop on Sparsity, Dictionaries and Projections in Machine Learning and Signal Processing, Edinburgh, June 30, 2012.
G. Puy; P. Vandergheynst : Robust joint reconstruction of misaligned images using semi-parametric dictionaries ; Workshop on Sparsity, Localization and Dictionary Learning, London, June 26, 2012.
E. D'Angelo; A. Alahi; P. Vandergheynst : Beyond Bits: Reconstructing Images from Local Binary Descriptors. 2012. 21st International Conference on Pattern Recognition (ICPR), Tsukuba Science City, Japan, November 11-15, 2012.
H. Mamaghanian; N. Khaled; D. Atienza Alonso; P. Vandergheynst : Design and Exploration of Low-Power Analog to Information Conversion Based on Compressed Sensing; IEEE Journal of Emerging and Selected Topics in Circuits and Systems. 2012. DOI : 10.1109/JETCAS.2012.2220253.
G. Puy; P. Vandergheynst : Robust joint reconstruction of misaligned images using semi-parametric dictionaries. 2012. ICML Workshop on Sparsity, Dictionaries and Projections in Machine Learning and Signal Processing, Edinburgh, Scotland, June 30, 2012.
D. Shuman; B. Ricaud; P. Vandergheynst : A Windowed Graph Fourier Transform. 2012. IEEE Statistical Signal Processing Workshop, Ann Arbor, Michigan, USA, August 5-8, 2012. p. 133-136. DOI : 10.1109/SSP.2012.6319640.
H. Afshari; V. Popovic; J. Laurent; L. Bagnato; M. Hosseini Kamal et al. : A Real-time Multi-camera System with Omnidirectional Image Reconstruction Capability ; ICCP2012, Seattle, WA, USA, April 27-29, 2012.
A. Alahi; L. Bagnato; D. Matti; P. Vandergheynst : Foreground Silhouette Extraction robust to Sudden Changes of background Appearance. 2012. IEEE International conference on Image Processing, Orlando, Florida, USA, September 30 - October 3, 2012. DOI : 10.1109/ICIP.2012.6467088.
L. Bagnato; P. Frossard; P. Vandergheynst : Plenoptic Spherical Sampling. 2012. 2012 IEEE International Conference on Image Processing, Disney Coronado Springs Resort, Florida, USA, September 30, October 3, 2012.
A. Alahi; R. Ortiz; P. Vandergheynst : FREAK: Fast Retina Keypoint. 2012. IEEE Conference on Computer Vision and Pattern Recognition, Rhode Island, Providence, USA, June 16-21, 2012.
M. Hosseini Kamal; M. Golbabaee; P. Vandergheynst : Light Field Compressive Sensing. 2012. 1st International Traveling Workshop for Interacting Sparse Models and Technology, Marseille, France.
M. Hosseini Kamal; P. Vandergheynst : Light Field Tensor Recovery. 2012. IEEE International Conference on Image Processing, Orlando, Florida, USA.
M. Golbabaee; P. Vandergheynst : JOINT TRACE/TV NORM MINIMIZATION: A NEW EFFICIENT APPROACH FOR SPECTRAL COMPRESSIVE IMAGING. 2012. IEEE International Conference on Image Processing (ICIP 2012).
A. Llagostera Casanovas; P. Vandergheynst : Audio-Visual Object Extraction using Graph Cuts; IEEE Transactions on Image Processing. 2012.
A. Rahmoune; P. Vandergheynst; P. Frossard : Sparse Approximation Using M-Term Pursuit and Application in Image and Video Coding; IEEE Transactions on Image Processing. 2012. DOI : 10.1109/TIP.2011.2181525.
I. Bogdanova Vandergheynst; R. Vallejos; F. Javier; D. Atienza Alonso : A Multi-Lead ECG Classification Based on Random Projection Features. 2012. 37th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2012), Kyoto, Japan, March 25-30, 2012. p. 625-628.
M. Hosseini Kamal; M. Golbabaee; P. Vandergheynst : Light Field Compressive Sensing in Camera Arrays. 2012. The 37th International Conference on Acoustics, Speech, and Signal Processing, Kyoto, Japan, March 25 - 30, 2012. p. 5413-5416.
M. Golbabaee; P. Vandergheynst : HYPERSPECTRAL IMAGE COMPRESSED SENSING VIA LOW-RANK AND JOINT-SPARSE MATRIX RECOVERY. 2012. The 37th International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2012). p. 2741-2744.
M. Golbabaee; A. Alahi; P. Vandergheynst : SCOOP: A Real-Time Sparsity Driven People Localization Algorithm; Journal Of Mathematical Imaging And Vision. 2012. DOI : 10.1007/s10851-012-0405-4.
P. Sudhakar; S. Arberet; R. Gribonval; P. Vandergheynst : Doubly sparse models for multiple filter estimation in sparse echoic environments; Signal Processing. 2012.
X. Dong; P. Frossard; P. Vandergheynst; N. Nefedov : Clustering with Multi-Layer Graphs: A Spectral Perspective; IEEE Transactions on Signal Processing. 2012. DOI : 10.1109/Tsp.2012.2212886.
G. Puy; P. Vandergheynst; R. Gribonval; Y. Wiaux : Universal and efficient compressed sensing by spread spectrum and application to realistic Fourier imaging techniques; EURASIP Journal on Advances in Signal Processing. 2012. DOI : 10.1186/1687-6180-2012-6.
G. Puy; J. Marques; R. Gruetter; J.-P. Thiran; D. Van De Ville et al. : Spread spectrum magnetic resonance imaging; IEEE Transactions on Medical Imaging. 2012. DOI : 10.1109/TMI.2011.2173698.
H. Mamaghanian; N. Khaled; D. Atienza Alonso; P. Vandergheynst : Structured Sparsity Models for Compressively Sensed Electrocardiogram Signals: A Comparative Study. 2011. Biomedical Circuits and Systems Conference (BioCAS), 2011 IEEE, San Diego, CA, USA, November 10-12, 2011. DOI : 10.1109/BioCAS.2011.6107743.
H. Afshari; L. Jacques; L. Bagnato; A. Schmid; P. Vandergheynst et al. : Hardware Implementation of an Omnidirectional Camera with Real-time 3D Imaging Capability ; 3DTV 2011, Antalya, Turkey, May 16-18, 2011.
M. Golbabaee; P. Vandergheynst : Guaranteed recovery of a low-rank and joint-sparse matrix from incomplete and noisy measurements (Abstract). 2011. Workshop on Signal Processing with Adaptive Sparse Structured Representations (SPARS11), Edinburgh, UK, June 2011.
A. Llagostera Casanovas; P. Vandergheynst : Audio-driven Nonlinear Video Diffusion; IEEE Transactions on Image Processing. 2011.
M. Golbabaee; P. Vandergheynst : Guaranteed recovery of a low-rank and joint-sparse matrix from incomplete and noisy measurements ; SPARS11, Edinburgh, UK, June 27-29, 2011.
G. Puy; P. Vandergheynst; Y. Wiaux : On Variable Density Compressive Sampling; IEEE Signal Processing Letters. 2011. DOI : 10.1109/LSP.2011.2163712.
E. D'Angelo; J. Paratte; G. Puy; P. Vandergheynst : FAST TV-L1 OPTICAL FLOW FOR INTERACTIVITY. 2011. IEEE International Conference on Image Processing (ICIP) 2011, Brussels, Belgium, September 11-14, 2011. p. 1885-1888. DOI : 10.1109/ICIP.2011.6115836.
D. I. Shuman; P. Vandergheynst; P. Frossard : Chebyshev Polynomial Approximation for Distributed Signal Processing. 2011. IEEE International Conference on Distributed Computing in Sensor Systems (DCOSS), Barcelona, Spain, June 27-29, 2011.
X. Dong; P. Frossard; P. Vandergheynst; N. Nefedov : Methods for Clustering Multi-Layer Graphs in Mobile Networks ; Interdisciplinary Workshop on Information and Decision in Social Networks, MIT, Cambridge, Massachusetts, USA, May 31-June 1, 2011.
G. Puy; P. Vandergheynst; R. Gribonval; Y. Wiaux : Spread Spectrum for Universal Compressive Sampling. 2011. 4th Workshop on Signal Processing with Adaptive Sparse Structured Representations, Edinburgh, June 27-30, 2011. p. 50.
J. McEwen; G. Puy; J.-P. Thiran; P. Vandergheynst; D. Van De Ville et al. : Implications for compressed sensing of a new sampling theorem on the sphere. 2011. 4th Workshop on Signal Processing with Adaptive Sparse Structured Representations, Edinburgh, Scotland, 27-30 June, 2011. p. 45.
H. Mamaghanian; N. Khaled; D. Atienza Alonso; P. Vandergheynst : Compressed Sensing for Real-Time Energy-Efficient ECG Compression on Wireless Body Sensor Nodes; IEEE Transactions on Biomedical Engineering Bme. 2011. DOI : 10.1109/TBME.2011.2156795.
D. I. Shuman; M. Faraji; P. Vandergheynst : Semi-Supervised Learning with Spectral Graph Wavelets. 2011. International Conference on Sampling Theory and Applications (SampTA), Singapore, May 2-6, 2011.
D. K. Hammond; L. Jacques; P. Vandergheynst : Image modeling with nonlocal spectral graph wavelets; Image Processing and Analysing With Graphs: Theory and Practice; CRC Press, 2011.
H. Afshari; L. Jacques; L. Bagnato; A. Schmid; P. Vandergheynst et al. : Hardware Implementation of an Omnidirectional Camera with Real-Time 3D Imaging Capability. 2011. 3DTV-Conference 2011, Antalya, Turkey, 16-18 May. DOI : 10.1109/3DTV.2011.5877192.
J. McEwen; G. Puy; J.-P. Thiran; P. Vandergheynst; D. Van De Ville et al. : Sampling theorems and compressive sensing on the sphere. 2011. Conference on Wavelets and Sparsity XIV, San Diego, CA, August 21-25, 2011. DOI : 10.1117/12.893481.
H. Mamaghanian; N. Khaled; D. Atienza Alonso; P. Vandergheynst : Real-Time Compressed Sensing-Based Electrocardiogram Compression on Energy Constrained Wireless Body Sensors. 2011. International Symposium on Circuits and Systems (ISCAS'11), Rio de Janeiro, Brazil, May 15 - 18, 2011. p. 125-128.
G. Puy; J. Marques; R. Gruetter; J.-P. Thiran; D. Van de Ville et al. : Accelerated MR imaging with spread spectrum encoding. 2011. International Society for Magnetic Resonance in Medicine (ISMRM) conference, Montreal, May 7-13, 2011. p. 2808.
E. d'Angelo; P. Vandergheynst : FULLY NON-LOCAL SUPER-RESOLUTION VIA SPECTRAL HASHING. 2011. 2011 International Conference on Acoustics, Speech and Signal Processing (ICASSP), Prague, Czech Republic, May 22-27, 2011. p. 1137-1140.
B. Mailhe; R. Gribonval; P. Vandergheynst : Fast orthogonal sparse approximation algorithms over local dictionaries; Signal Processing. 2011. DOI : 10.1016/j.sigpro.2011.01.004.
X. Dong; P. Frossard; P. Vandergheynst; N. Nefedov : A Regularization Framework for Mobile Social Network Analysis. 2011. International Conference on Acoustics, Speech and Signal Processing (ICASSP), Prague, Czech Republic, May 22-27, 2011.
A. Llagostera Casanovas; P. Vandergheynst : Unsupervised Extraction of Audio-Visual Objects. 2011. IEEE International Conference on Acoustic, Speech and Signal Processing (ICASSP), Prague, Czech Republic, May 22-27, 2011.
A. Descampe; C. De Vleeschouwer; P. Vandergheynst; B. Macq : Scalable Feature Extraction for Coarse-to-Fine JPEG2000 Image Classification; IEEE Transactions on Image Processing. 2011. DOI : 10.1109/TIP.2011.2126584.
L. Bagnato; P. Vandergheynst; P. Frossard : A Variational Framework for Structure from Motion in Omnidirectional Image Sequences; Journal of Mathematical Imaging and Vision. 2011. DOI : 10.1007/s10851-011-0267-1.
D. K. Hammond; P. Vandergheynst; R. Gribonval : Wavelets on graphs via spectral graph theory; Applied and Computational Harmonic Analysis. 2011. DOI : 10.1016/j.acha.2010.04.005.
A. Alahi; L. Jacques; Y. Boursier; P. Vandergheynst : Sparsity Driven People Localization with a Heterogeneous Network of Cameras; Journal of Mathematical Imaging and Vision. 2011. DOI : 10.1007/s10851-010-0258-7.
K. Schnass; P. Vandergheynst : Classification via Incoherent Subspaces; Rejecta Mathematica. 2011.
Y. Wiaux; G. Puy; R. Gruetter; J.-P. Thiran; D. Van De Ville et al. : Spread Spectrum For Compressed Sensing Techniques In Magnetic Resonance Imaging. 2010. 7th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, Rotterdam, NETHERLANDS, Apr 14-17, 2010. p. 756-759.
A. Alahi; M. Golbabaee; P. Vandergheynst ; Method and system for automatic objects localization. US2014254875 . 2010.
M. Golbabaee; S. Arberet; P. Vandergheynst : Multichannel Compressed Sensing via Source Separation for Hyperspectral Images.
M. Golbabaee; S. Arberet; P. Vandergheynst : Distributed Compressed Sensing of Hyperspectral Images via Blind Source Separation. 2010. The Asilomar Conference on Signals, Systems, and Computers, PACIFIC GROVE, CA, USA, November 7-10, 2010.
D. Domingues; A. Alahi; P. Vandergheynst : Stream Carving: an Adaptive Seam Carving Algorithm. 2010. International conference on Image Processing, Honk hong, September 26-29, 2010. p. 901-904. DOI : 10.1109/ICIP.2010.5653984.
E. D'Angelo; G. Puy; P. Vandergheynst : An optimal first-order solver for the TV-$L_1$ optical flow problem. 2010.
E. D'Angelo; P. Vandergheynst : Towards unifying diffusion and exemplar-based inpainting. 2010. IEEE International Conference on Image Processing - ICIP 2010, Hong Kong, People's Republic of China, September 26-20, 2010. p. 417-420.
M. Golbabaee; S. Arberet; P. Vandergheynst : Multichannel Compressed Sensing via Source Separation for Hyperspectral Images. 2010. Eusipco 2010, Aalborg, Denmark, 23-27 August, 2010.
A. Weishaupt; L. Bagnato; P. Vandergheynst : Fast Structure from Motion for Planar Image Sequences. 2010. 2010 European Signal Processing Conference, Aalborg, August 23-27 2010.
S. Arberet; A. Ozerov; N. Q. K. Duong; E. Vincent; R. Gribonval et al. : Nonnegative Matrix Factorization and Spatial Covariance Model for Under-Determined Reverberant Audio Source Separation. 2010. 10th International Conference on Information Sciences, Signal Processing and their applications (ISSPA 2010), Kuala Lumpur , Malaysia, May 10-13, 2010.
L. Bagnato; Y. Boursier; P. Frossard; P. Vandergheynst : Plenoptic based super-resolution for omnidirectional image sequences. 2010. IEEE International Conference on Image Processing (ICIP), Hong Kong, September 26-29, 2010.
A. Weishaupt; L. Bagnato; E. D'Angelo; P. Vandergheynst : Tracking and Structure from Motion ; 2010.
V. Majidzadeh; L. Jacques; A. Schmid; P. Vandergheynst; Y. Leblebici : A (256x256) Pixel 76.7mW CMOS Imager/ Compressor Based on Real-Time In-Pixel Compressive Sensing. 2010. IEEE International Symposium on Circuits and Systems (ISCAS), Paris, France, May 30 - June 2, 2010.
Y. Wiaux; P. Vandergheynst : Wavelets on the Sphere; Four Short Courses on Harmonic Analysis; Boston: Birkhäuser, 2010. p. 131-174.
L. Jacques; P. Vandergheynst : Compressed Sensing: When sparsity meets sampling; Optical and Digital Image Processing - Fundamentals and Applications; Wiley-Blackwell, 2010.
K. Schnass; P. Vandergheynst : A union of incoherent spaces model for classification. 2010. 35th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Dallas, March 14-19, 2010.
A. Llagostera Casanovas; P. Vandergheynst : Audio-based nonlinear video diffusion. 2010. IEEE International Conference on Acoustic, Speech and Signal Processing (ICASSP), Dallas, March 14-19, 2010.
Y. Wiaux; G. Puy; R. Gruetter; J.-P. Thiran; D. Van De Ville et al. : Spread spectrum for compressed sensing techniques in magnetic resonance imaging. 2010. IEEE International Symp. on Biomedical Imaging: From Nano to macro (ISBI), Rotterdam, April 14-17, 2010. p. 756-759. DOI : 10.1109/ISBI.2010.5490066.
G. Puy; Y. Wiaux; R. Gruetter; J.-P. Thiran; D. Van De Ville et al. : Spread spectrum for interferometric and magnetic resonance imaging. 2010. IEEE International Conference on Acoustic, Speech, and Signal Processing (ICASSP), Dallas, March 14–19, 2010. p. 2802-2805. DOI : 10.1109/ICASSP.2010.5496198.
Y. Wiaux; G. Puy; P. Vandergheynst : Compressed sensing reconstruction of a string signal from interferometric observations of the cosmic microwave background; Monthly Notices of the Royal Astronomical Society. 2010. DOI : 10.1111/j.1365-2966.2009.16079.x.
J.-P. Antoine; D. Rosca; P. Vandergheynst : Wavelet transform on manifolds: old and new approaches; Applied and Computational Harmonic Analysis. 2010. DOI : 10.1016/j.acha.2009.10.002.
A. Llagostera Casanovas; G. Monaci; P. Vandergheynst; R. Gribonval : Blind Audio-Visual Source Separation based on Sparse Redundant Representations; IEEE Transactions on Multimedia. 2010. DOI : 10.1109/TMM.2010.2050650.
A. Alahi; P. Vandergheynst; M. Bierlaire; M. Kunt : Cascade of Descriptors to Detect and Track Objects Across Any Network of Cameras; Computer Vision and Image Understanding. 2010. DOI : 10.1016/j.cviu.2010.01.004.
M. Flierl; P. Vandergheynst ; Method for spatially scalable video coding. US7616824 ; US2006120614 . 2009.
L. Jacques; P. Vandergheynst; A. Bibet; V. Majidzadeh; A. Schmid et al. : CMOS Compressed Imaging by Random Convolution. 2009. 34th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Taipei, Taiwan, April 19-24. p. 1113-1116. DOI : 10.1109/ICASSP.2009.4959783.
L. Jacques; P. Vandergheynst; A. Bibet; V. Majidzadeh; A. Schmid et al. : CMOS Compressed Imaging by Random Convolutions. 2009. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Taipei, Taiwan, April 19-24, 2009.
L. Bagnato; P. Vandergheynst; P. Frossard : A Variational Framework for Structure from Motion in Omnidirectional Image Sequences. 2009.
M. Golbabaee; P. Vandergheynst : Distributed Compressed Sensing for Sensor Networks Using Thresholding. 2009. Wavelet XIII, SPIE, San Diego, CA, USA, August 2-6, 2009. p. 7446-50.
A. Alahi; L. Jacques; Y. Boursier; P. Vandergheynst : Sparsity-driven People Localization Algorithm: Evaluation in Crowded Scenes Environments. 2009. IEEE International Workshop on Performance Evaluation of Tracking and Surveillance, Snowbird, Utah, December 7-10, 2009. DOI : 10.1109/PETS-WINTER.2009.5399487.
Y. Wiaux; L. Jacques; G. Puy; A. M. M. Scaife; P. Vandergheynst : Compressed sensing for radio interferometry: prior-enhanced Basis Pursuit imaging techniques. 2009. SPARS'09, Saint-Malo, April 06-09, 2009.
Y. Wiaux; G. Puy; Y. Boursier; P. Vandergheynst : Compressed sensing for radio interferometry: spread spectrum imaging techniques. 2009. WAVELET XIII, SPIE09, San Diego, August 02-06, 2009. DOI : 10.1117/12.824713.
Y. Wiaux; G. Puy; Y. Boursier; P. Vandergheynst : Spread spectrum for imaging techniques in radio interferometry; Monthly Notices of the Royal Astronomical Society. 2009. DOI : 10.1111/j.1365-2966.2009.15519.x.
A. Alahi; P. Vandergheynst; M. Bierlaire; M. Kunt : A Master-Slave Approach to Detect and Match Objects Across Several Uncalibrated Moving Cameras. 2009.
L. Jacques; P. Vandergheynst; A. Bibet; V. Majidzadeh; A. Schmid et al. : CMOS Compressed Imaging by Random Convolution ; IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Taipei, Taiwan, 19 -24 April 2009.
A. Alahi; Y. Boursier; L. Jacques; P. Vandergheynst : Sport Players Detection and Tracking With a Mixed Network of Planar and Omnidirectional Cameras. 2009. Third ACM/IEEE International Conference on Distributed Smart Cameras, Como, 30 August - 2 September, 2009. DOI : 10.1109/ICDSC.2009.5289406.
A. Alahi; Y. Boursier; L. Jacques; P. Vandergheynst : A Sparsity Constrained Inverse Problem to Locate People in a Network of Cameras. 2009. 16th International Conference on Digital Signal Processing, Aegean island of Santorini, Greece, July 5-7, 2009. DOI : 10.1109/ICDSP.2009.5201223.
Y. Boursier; L. Jacques; D. Raboud; P. Frossard; M. J. Fadili et al. : TV-Regularized Generation of Planar Images from Omnicams. 2009. IEEE International Conference on Image Processing - ICIP 2009, Cairo, Egypt, November 7-11, 2009.
L. Bagnato; P. Frossard; P. Vandergheynst : Optical Flow and Depth from Motion for Omnidirectional Images using a TV-L1 Variational Framework on Graphs. 2009. IEEE International Conference on Image Processing - ICIP 2009, Cairo, Egypt, November 7-11, 2009.
D. Raboud; P. Vandergheynst; L. Jacques : The Panoptic Camera - Plenoptic interpolation in an omnidirectional polydioptric camera ; 2009.
B. Mailhé; R. Gribonval; F. Bimbot; M. Lemay; P. Vandergheynst et al. : Dictionary learning for the sparse modelling of atrial fibrillation in ECG signals. 2009. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP09), Taipeh, 2009.
B. Mailhé; R. Gribonval; F. Bimbot; P. Vandergheynst : A low complexity orthogonal matching pursuit for sparse signal approximation with shift-invariant dictionaries. 2009. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP09), Taipei, Taiwan, 2009.
Y. Wiaux; L. Jacques; G. Puy; A. M. M. Scaife; P. Vandergheynst : Compressed sensing imaging techniques for radio interferometry; Monthly Notices of the Royal Astronomical Society. 2009. DOI : 10.1111/j.1365-2966.2009.14665.x.
D. K. Hammond; Y. Wiaux; P. Vandergheynst : Wavelet domain Bayesian denoising of string signal in the cosmic microwave background; Mon. Not. R. Astron. Soc.. 2009. DOI : 10.1111/j.1365-2966.2009.14978.x.
F. M. Naini; R. Gribonval; L. Jacques; P. Vandergheynst : Compressive Sampling of Pulse Trains : Spread the Spectrum !. 2009. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Taipei, Taiwan, 19 -24 April 2009. DOI : 10.1109/ICASSP.2009.4960224.
L. Jacques; P. Vandergheynst; A. Bibet; V. Majidzadeh; A. Schmid et al. : CMOS Compressed Imaging by Random Convolution. 2009. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Taipei, Taiwan, 19 -24 April 2009. DOI : 10.1109/ICASSP.2009.4959783.
G. Monaci; P. Vandergheynst; F. T. Sommer : Learning bimodal structure in audio-visual data; IEEE Transactions on Neural Networks. 2009. DOI : 10.1109/TNN.2009.2032182.
O. Divorra Escoda; G. Monaci; R. Figueras i Ventura; P. Vandergheynst; M. Bierlaire : Geometric Video Approximation Using Weighted Matching Pursuit; IEEE Transactions on Image Processing. 2009. DOI : 10.1109/TIP.2009.2021315.
M. Flierl; P. Vandergheynst ; Method for spatially scalable video coding. US7616824 ; US2006120614 . 2009.
L. Jacques; P. Vandergheynst; A. Bibet; V. Majidzadeh; A. Schmid et al. : CMOS Compressed Imaging by Random Convolution. 2009. 34th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Taipei, Taiwan, April 19-24. p. 1113-1116. DOI : 10.1109/ICASSP.2009.4959783.
L. Jacques; P. Vandergheynst; A. Bibet; V. Majidzadeh; A. Schmid et al. : CMOS Compressed Imaging by Random Convolutions. 2009. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Taipei, Taiwan, April 19-24, 2009.
L. Bagnato; P. Vandergheynst; P. Frossard : A Variational Framework for Structure from Motion in Omnidirectional Image Sequences. 2009.
M. Golbabaee; P. Vandergheynst : Distributed Compressed Sensing for Sensor Networks Using Thresholding. 2009. Wavelet XIII, SPIE, San Diego, CA, USA, August 2-6, 2009. p. 7446-50.
A. Alahi; L. Jacques; Y. Boursier; P. Vandergheynst : Sparsity-driven People Localization Algorithm: Evaluation in Crowded Scenes Environments. 2009. IEEE International Workshop on Performance Evaluation of Tracking and Surveillance, Snowbird, Utah, December 7-10, 2009. DOI : 10.1109/PETS-WINTER.2009.5399487.
Y. Wiaux; L. Jacques; G. Puy; A. M. M. Scaife; P. Vandergheynst : Compressed sensing for radio interferometry: prior-enhanced Basis Pursuit imaging techniques. 2009. SPARS'09, Saint-Malo, April 06-09, 2009.
Y. Wiaux; G. Puy; Y. Boursier; P. Vandergheynst : Compressed sensing for radio interferometry: spread spectrum imaging techniques. 2009. WAVELET XIII, SPIE09, San Diego, August 02-06, 2009. DOI : 10.1117/12.824713.
Y. Wiaux; G. Puy; Y. Boursier; P. Vandergheynst : Spread spectrum for imaging techniques in radio interferometry; Monthly Notices of the Royal Astronomical Society. 2009. DOI : 10.1111/j.1365-2966.2009.15519.x.
A. Alahi; P. Vandergheynst; M. Bierlaire; M. Kunt : A Master-Slave Approach to Detect and Match Objects Across Several Uncalibrated Moving Cameras. 2009.
L. Jacques; P. Vandergheynst; A. Bibet; V. Majidzadeh; A. Schmid et al. : CMOS Compressed Imaging by Random Convolution ; IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Taipei, Taiwan, 19 -24 April 2009.
A. Alahi; Y. Boursier; L. Jacques; P. Vandergheynst : Sport Players Detection and Tracking With a Mixed Network of Planar and Omnidirectional Cameras. 2009. Third ACM/IEEE International Conference on Distributed Smart Cameras, Como, 30 August - 2 September, 2009. DOI : 10.1109/ICDSC.2009.5289406.
A. Alahi; Y. Boursier; L. Jacques; P. Vandergheynst : A Sparsity Constrained Inverse Problem to Locate People in a Network of Cameras. 2009. 16th International Conference on Digital Signal Processing, Aegean island of Santorini, Greece, July 5-7, 2009. DOI : 10.1109/ICDSP.2009.5201223.
Y. Boursier; L. Jacques; D. Raboud; P. Frossard; M. J. Fadili et al. : TV-Regularized Generation of Planar Images from Omnicams. 2009. IEEE International Conference on Image Processing - ICIP 2009, Cairo, Egypt, November 7-11, 2009.
L. Bagnato; P. Frossard; P. Vandergheynst : Optical Flow and Depth from Motion for Omnidirectional Images using a TV-L1 Variational Framework on Graphs. 2009. IEEE International Conference on Image Processing - ICIP 2009, Cairo, Egypt, November 7-11, 2009.
D. Raboud; P. Vandergheynst; L. Jacques : The Panoptic Camera - Plenoptic interpolation in an omnidirectional polydioptric camera ; 2009.
B. Mailhé; R. Gribonval; F. Bimbot; M. Lemay; P. Vandergheynst et al. : Dictionary learning for the sparse modelling of atrial fibrillation in ECG signals. 2009. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP09), Taipeh, 2009.
B. Mailhé; R. Gribonval; F. Bimbot; P. Vandergheynst : A low complexity orthogonal matching pursuit for sparse signal approximation with shift-invariant dictionaries. 2009. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP09), Taipei, Taiwan, 2009.
Y. Wiaux; L. Jacques; G. Puy; A. M. M. Scaife; P. Vandergheynst : Compressed sensing imaging techniques for radio interferometry; Monthly Notices of the Royal Astronomical Society. 2009. DOI : 10.1111/j.1365-2966.2009.14665.x.
D. K. Hammond; Y. Wiaux; P. Vandergheynst : Wavelet domain Bayesian denoising of string signal in the cosmic microwave background; Mon. Not. R. Astron. Soc.. 2009. DOI : 10.1111/j.1365-2966.2009.14978.x.
F. M. Naini; R. Gribonval; L. Jacques; P. Vandergheynst : Compressive Sampling of Pulse Trains : Spread the Spectrum !. 2009. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Taipei, Taiwan, 19 -24 April 2009. DOI : 10.1109/ICASSP.2009.4960224.
L. Jacques; P. Vandergheynst; A. Bibet; V. Majidzadeh; A. Schmid et al. : CMOS Compressed Imaging by Random Convolution. 2009. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Taipei, Taiwan, 19 -24 April 2009. DOI : 10.1109/ICASSP.2009.4959783.
G. Monaci; P. Vandergheynst; F. T. Sommer : Learning bimodal structure in audio-visual data; IEEE Transactions on Neural Networks. 2009. DOI : 10.1109/TNN.2009.2032182.
O. Divorra Escoda; G. Monaci; R. Figueras i Ventura; P. Vandergheynst; M. Bierlaire : Geometric Video Approximation Using Weighted Matching Pursuit; IEEE Transactions on Image Processing. 2009. DOI : 10.1109/TIP.2009.2021315.
J.-P. Antoine; I. Bogdanova Vandergheynst; P. Vandergheynst : The continous wavelet transform on conic sections; International Journal of Wavelets, Multiresolution and Information Processing (IJWMIP). 2008. DOI : 10.1142/S0219691308002288.
I. Bogdanova Vandergheynst; A. Bur; H. Hügli : Visual Attention on the Sphere. 2008. IEEE Transactions on Image Processing, San Diego, CA, USA, October 12-15, 2008. p. 200-2014. DOI : 10.1109/TIP.2008.2003415.
I. Bogdanova Vandergheynst; A. Bur; H. Hügli : The spherical approach to omnidirectional visual attention. 2008. European Signal Processing Conference 2008, EUSIPCO 2008, Lausanne, Switzerland, August 25-29, 2008.
M. Golbabaee; P. Vandergheynst : Typical Case Analysis of Sparse Recovery with OMP ; Workshop on Sparsity and its application to large inverse problems (Inspire 2008), Robinson College, Cambridge University, Cambridge UK, December 14-15, 2008.
E. De Vito; P. Vandergheynst; L. Jacques; L. Bagnato : Situational Awareness Using A Single Omnidirectional Camera ; 2008.
D. K. Hammond; Y. Wiaux; P. Vandergheynst : Sparsity-based Source Separation with Scale-Discretized Steerable Wavelets ; SIAM Imaging Science Conference, San Diego, July 7-9, 2008.
D. K. Hammond; P. Vandergheynst; R. Gribonval : Wavelets on Graphs via Spectral Graph Theory ; Workshop on Sparsity and its application to large inverse problems, Cambridge, UK, December 14-15, 2008.
L. Jacques; Y. Wiaux; G. Puy; P. Vandergheynst : Compressed sensing imaging techniques for aperture synthesis by radio interferometry ; "Workshop on Sparsity and its application to large inverse problems", Cambridge University, Cambridge UK, December 14-15, 2008.
G. Monaci; F. T. Sommer; P. Vandergheynst : Learning sparse generative models of audiovisual signals. 2008. EUSIPCO'08, Lausanne, Switzerland, 25-29 Aug. 2008.
P. Jost; P. Vandergheynst : On finding approximate nearest neighbours in a set of compressible signals. 2008. EUSIPCO'08, Lausanne, Switzerland.
A. Alahi; P. Vandergheynst; M. Bierlaire; M. Kunt : Object Detection and Matching in a Mixed Network of Fixed and Mobile Cameras. 2008. ACM International Conference on Multimedia, Vancouver, Canada, October 31, 2008. DOI : 10.1145/1463542.1463545.
K. Schnass; P. Vandergheynst : Dictionary Learning Based Dimensionality Reduction for Classification. 2008. ISCCSP, Malta, March 2008.
L. Jacques; E. De Vito; L. Bagnato; P. Vandergheynst : Shape from Texture for Omnidirectional Images. 2008. EUSIPCO 2008, Lausanne, Switzerland, August 25-29, 2008.
M. Golbabaee; P. Vandergheynst : Average case analysis of sparse recovery with Thresholding: New bounds based on average dictionary coherence. 2008. IEEE Int. Conf. on Acoustics, Speech & Signal Processing (ICASSP), 2008, Las Vegas, Nevada, 30.03.2008 - 05.04.2008.
M. Mahmoudi; P. Vandergheynst; M. Sorci : On the estimation of geodesic paths on sampled manifolds after random projections. 2008. IEEE International Conference on Image Processing, San Diego, October 2008.
Y. Wiaux; J. D. McEwen; P. Vandergheynst; O. Blanc : Exact reconstruction with directional wavelets on the sphere; Mon. Not. R. Astron. Soc.. 2008. DOI : 10.1111/j.1365-2966.2008.13448.x.
A. Llagostera Casanovas; G. Monaci; P. Vandergheynst; R. Gribonval : Blind Audiovisual Separation based on Redundant Representations. 2008. IEEE International Conference on Acoustics, Speech and Signal Processing, Las Vegas, Nevada, U.S.A., March 30 - April 4, 2008.
Y. Wiaux; P. Vielva; R. B. Barreiro; E. Martínez-González; P. Vandergheynst : Non-Gaussianity analysis on local morphological measures of WMAP data; Mon. Not. R. Astron. Soc.. 2008. DOI : 10.1111/j.1365-2966.2008.12901.x.
R. Gribonval; H. Rauhut; K. Schnass; P. Vandergheynst : Atoms of all channels, unite! Average case analysis of multi-channel sparse recovery using greedy algorithms; Journal of Fourier Analysis and Applications. 2008. DOI : 10.1007/s00041-008-9044-y.
J. D. McEwen; Y. Wiaux; M. Hobson; P. Vandergheynst; A. Lasenby : Probing dark energy with steerable wavelets through correlation of WMAP and NVSS local morphological measures; Mon. Not. R. Astron. Soc.. 2008. DOI : 10.1111/j.1365-2966.2007.12776.x.
J.-P. Antoine; I. Bogdanova; P. Vandergheynst : The continuous wavelet transform on conic sections; International Journal of Wavelets, Multiresolution and Information Processing. 2008. DOI : 10.1142/S0219691308002288.
H. Rauhut; K. Schnass; P. Vandergheynst : Compressed sensing and redundant dictionaries; IEEE Transactions on Information Theory. 2008. DOI : 10.1109/TIT.2008.920190.
K. Schnass; P. Vandergheynst : Dictionary preconditioning for greedy algorithms; IEEE Transactions on Signal Processing. 2008. DOI : 10.1109/TSP.2007.911494.
P. Vielva; Y. Wiaux; E. Martínez‐González; P. Vandergheynst : Alignment and signed‐intensity anomalies in Wilkinson Microwave Anisotropy Probe data; Monthly Notices of the Royal Astronomical Society. 2007. DOI : 10.1111/j.1365-2966.2007.12290.x.
A. L. Casanovas; G. Monaci; P. Vandergheynst : Blind audiovisual source separation using sparse representations. 2007. IEEE International Conference on Image Processing (ICIP 2007), San Antonio, TX, Sep 16-19, 2007. p. 1429-1432.
K. Schnass; P. Vandergheynst; R. Gribonval; B. Mailhe; H. Rauhut : Average case analysis of multichannel sparse approximations using p-thresholding - art. no. 67011X. 2007. Conference on Wavelets XII, San Diego, CA, Aug 26-29, 2007. p. X7011-X7011.
R. Gribonval; B. Mailhé; H. Rauhut; K. Schnass; P. Vandergheynst : Multichannel thresholding with sensing dictionaries. 2007. Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP'07), St Thomas, US Virgin Islands, December 2007.
K. Schnass; P. Vandergheynst; R. Gribonval; H. Rauhut : Average case analysis of multichannel sparse approximations using p- thresholding. 2007. SPIE Optics and Photonics, Wavelet XII.
P. Jost; P. Vandergheynst : On finding nearest neighbors in a set of compressible signals; IEEE Trans. Sig. Process.. 2007.
P. Vielva; Y. Wiaux; E. Martínez-González; P. Vandergheynst : Alignment and signed-intensity anomalies in WMAP data; Monthly Notices of the Royal Astronomical Society. 2007. DOI : 10.1111/j.1365-2966.2007.12290.x.
K. Schnass; P. Vandergheynst : Average Performance Analysis for Thresholding; IEEE Signal Processing Letters. 2007.
A. Llagostera Casanovas; G. Monaci; P. Vandergheynst : Blind Audiovisual Source Separation Using Sparse Redundant Representations. 2007.
A. Llagostera Casanovas; G. Monaci; P. Vandergheynst : Blind Audiovisual Source Separation Using Sparse Representations. 2007. IEEE International Conference on Image Processing, San Antonio, Texas, USA, September, 16-19, 2007.
G. Monaci; P. Vandergheynst; E. Maggio; A. Cavallaro : Tracking Atoms with Particles for Audio-visual Source Localization. 2007. IEEE Int. Conf. Acoustics, Speech, Signal Proc. (ICASSP '07), Honolulu, Hawaii, USA, 15-20.04.07.
R. Gribonval; B. Mailhe; H. Rauhut; K. Schnass; P. Vandergheynst : Average case analysis of multichannel thresholding. 2007. ICASSP07, Honolulu.
J.-P. Antoine; P. Vandergheynst : Wavelets on the two-sphere and other conic sections; Journal of Fourier Analysis and Applications. 2007. DOI : 10.1007/s00041-006-6013-0.
G. Monaci; P. Jost; P. Vandergheynst; B. Mailhe; S. Lesage et al. : Learning Multi-Modal Dictionaries; IEEE Transactions on Image Processing. 2007.
I. Bogdanova; X. Bresson; J.-P. Thiran; P. Vandergheynst : Scale-space analysis and active contours for omnidirectional images; IEEE Transactions on Image Processing. 2007. DOI : 10.1109/TIP.2007.899008.
L. Peotta; P. Vandergheynst : Matching Pursuit with Block Incoherent Dictionaries; IEEE Transactions on Signal Processing. 2007.
X. Bresson; S. Esedoglu; P. Vandergheynst; J. Thiran; S. Osher : Fast Global Minimization of the Active Contour/Snake Model; Journal of Mathematical Imaging and Vision. 2007.
Y. Wiaux; L. Jacques; P. Vandergheynst : Fast spin +-2 spherical harmonics transforms and application in cosmology; Journal of Computational Physics. 2007. DOI : 10.1016/j.jcp.2007.07.005.
I. Bogdanova; P. Vandergheynst; J. Gazeau : Continuous Wavelet Transform on the Hyperboloid; Applied and Computational Harmonic Analysis. 2007.
Autres publications
| P. Frossard, P. Vandergheynst, R. Figueras i Ventura and M. Kunt IEEE Transactions on Signal Processing, Vol. 52, No 2, February 2004 |
A Posteriori Quantization of Progressive Matching Pursuit Streams |
| Hagmann P , Thiran J , Jonasson L , Vandergheynst P , Clarke S , Maeder P and Meuli R , Neuroimage, Vol. 19, No 3, pp. 545-554, July 2003, 2003 |
DTI mapping of human brain connectivity: statistical fibre tracking and virtual dissection |
| N. Aspert, T. Ebrahimi and P. Vandergheynst Computer Aided Geometric Design, Vol. 20, No 3, 2003 |
Non-linear subdivision using local spherical coordinates |
| Antoine J , Demanet L , Jacques L and Vandergheynst P Appl. Comp. Harmonic Analysis, Vol. 13, No 3, pp. 177-200, November 2002, 2002 |
Wavelets on the sphere : Implementation and approximations |
| Vandergheynst P and Frossard P Signal Processing, Vol. 82, No 11, pp. 1517-1518, November (2002), 2002 |
Special issue on image and video coding beyond standards |
