P. Vandergheynst

Pierre Vandergheynst, Mohammad Golbabaee, P. Vandergheynst, 2012, 2012 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Two-Dimensional Wavelets and their Relatives: Applications of the 2-D CWT. I: image processing

S. T. Ali, P. Vandergheynst, J. Antoine, 2004 .

Fourier and wavelet transform analysis, a tool for visualizing regular patterns in DNA sequences.

P. Vandergheynst, G. Dodin, P. Levoir, 2000, Journal of theoretical biology.

Rejecta Mathematica Vol. 2, No. 1

K. Schnass, P. Vandergheynst, Karin Schnass, 2011 .

Sparsity-driven people localization algorithm: Evaluation in crowded scenes environments

Yannick Boursier, Laurent Jacques, Pierre Vandergheynst, 2009, 2009 Twelfth IEEE International Workshop on Performance Evaluation of Tracking and Surveillance.

Learning Multi-Modal Dictionaries

Pierre Vandergheynst, Rémi Gribonval, Gianluca Monaci, 2006 .

Super-resolution from Unregistered Aliased Images

M. Vetterli, P. Vandergheynst, P. Milanfar, 2006 .

SCOOP : A Real-Time Sparsity Driven People Localization Method

Alexandre Alahi, P. Vandergheynst, Mohammad Golbabaee, 2011 .

Inference of mobility patterns via Spectral Graph Wavelets

Pascal Frossard, Pierre Vandergheynst, Antonio Ortega, 2013, 2013 IEEE International Conference on Acoustics, Speech and Signal Processing.

Wavelet transform on manifolds: Old and new approaches

P. Vandergheynst, J. Antoine, D. Rosca, 2010 .

On finding nearest neighbors in a set of compressible signals

P. Vandergheynst, P. Jost, 2007 .

Directional Wavelets Revisited: Cauchy Wavelets and Symmetry Detection in Patterns

Pierre Vandergheynst, Romain Murenzi, Jean-Pierre Antoine, 1999 .

SENSING OF HYPERSPECTRAL IMAGES VIA BLIND SOURCE SEPARATION

P. Vandergheynst, Mohammad Golbabaee, S. Arberet, 2010 .

Compressed sensing reconstruction of a string signal from interferometric observations of the cosmic microwave background

Y. Wiaux, P. Vandergheynst, P. Vandergheynst, 2009, 0908.4179.

Distributed compressed sensing of Hyperspectral images via blind source separation

Pierre Vandergheynst, Mohammad Golbabaee, Simon Arberet, 2010, 2010 Conference Record of the Forty Fourth Asilomar Conference on Signals, Systems and Computers.

A Master-Slave Approach to Detect and Match Objects Across Several Uncalibrated Moving Cameras

Alexandre Alahi, M. Bierlaire, M. Kunt, 2009 .

The Spectral Graph Wavelet Transform: Fundamental Theory and Fast Computation

Pierre Vandergheynst, Rémi Gribonval, David K. Hammond, 2018, Signals and Communication Technology.

Identifying Impedances of Walls Using First and Second Order Echoes

Helena Peic Tukuljac, P. Vandergheynst, Hervé Lissek, 2016 .

Exact reconstruction with directional wavelets on the sphere

O. Blanc, J. D. McEwen, Y. Wiaux, 2007, 0712.3519.

Non-Gaussianity analysis on local morphological measures of WMAP data

P. Vielva, Y. Wiaux, P. Vandergheynst, 2007, 0706.2346.

Probing dark energy with steerable wavelets through correlation of WMAP and NVSS local morphological measures

J. D. McEwen, A. N. Lasenby, Y. Wiaux, 2007, 0704.0626.

Steerable wavelet analysis of CMB structures alignment

P. Vielva, Y. Wiaux, P. Vandergheynst, 2006 .

Stereographic wavelet frames on the sphere

Laurent Jacques, Pierre Vandergheynst, Jean-Pierre Antoine, 2005 .

Wavelets on the n-sphere and related manifolds

Pierre Vandergheynst, Jean-Pierre Antoine, P. Vandergheynst, 1998 .

Wavelets on the sphere: implementation and approximations

Laurent Jacques, Pierre Vandergheynst, Jean-Pierre Antoine, 2002 .

Sharpness, Restart and Compressed Sensing Performance

Joseph W. Iverson, Dustin G. Mixon, A. d'Aspremont, 2018 .

Total variation reconstruction from quasi-random samples

I. Loris, P. Vandergheynst, C. D. Mol, 2014 .

i TWIST : international-Traveling Workshop for Interacting Sparse models and Technology

P. Vandergheynst, L. Jacques, P. Frossard, 2012 .

Doubly sparse models for multiple filter estimation in sparse echoic environments

R. Gribonval, P. Vandergheynst, Prasad Sudhakar, 2012 .

Sparse Approximation by Linear Programming: Measuring the Error with the $ell_1$ Norm

P. Vandergheynst, L. Granai, 2005 .

Segmentation of Natural Images Using Scale-Space Representation with Multi-Scale Edge Supervised Hierarchical Linking

P. Vandergheynst, Ò. Escoda, 2001 .

Multiscale variational approach to simultaneous image regularization and segmentation

P. Vandergheynst, A. Petrovic, 2003, 3rd International Symposium on Image and Signal Processing and Analysis, 2003. ISPA 2003. Proceedings of the.

Segmenting omnidirectional images

Xavier Bresson, Jean-Philippe Thiran, Pierre Vandergheynst, 2007 .

Situational Awareness Using A Single Omnidirectional Camera

P. Vandergheynst, L. Jacques, L. Bagnato, 2008 .

The Panoptic Camera - Plenoptic interpolation in an omnidirectional polydioptric camera

Laurent Jacques, Didier Raboud, Pierre Vandergheynst, 2009 .

Wavelets on the 2-sphere and related manifolds

P. Vandergheynst, J. Antoine, 1999 .

Segmentation of Natural Images by Non-linear Scale-Space linking

P. Vandergheynst, A. Petrovic, 2001 .

Spread spectrum for compressed sensing techniques in magnetic resonance imaging

Jean-Philippe Thiran, Pierre Vandergheynst, Dimitri Van De Ville, 2010, 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro.

Optical flow and depth from motion for omnidirectional images using a TV-L1 variational framework on graphs

P. Vandergheynst, P. Frossard, L. Bagnato, 2009, 2009 16th IEEE International Conference on Image Processing (ICIP).

Hybrid video coding using bi-dimensional matching pursuit

P. Vandergheynst, L. Granai, Emilio Maggio, 2003 .

Clustering on Multi-Layer Graphs via Subspace Analysis on Grassmann Manifolds

Pascal Frossard, Pierre Vandergheynst, Xiaowen Dong, 2013, IEEE Transactions on Signal Processing.

Modeling and simulation of an impact test using wavelets, analytical solutions and finite elements

Pierre Vandergheynst, Jean-Pierre Antoine, Issam Doghri, 2001 .

Two-dimensional directional wavelets in image processing

Jean-Pierre Antoine, Pierre Vandergheynst, Romain Murenzi, 1996, Int. J. Imaging Syst. Technol..

Redundancy-Driven A Posteriori Matching Pursuit Quantization 1

M. Kunt, P. Vandergheynst, P. Frossard, 2000 .

Generalised Implicit Neural Representations

P. Vandergheynst, Daniele Grattarola, 2022, ArXiv.

An improved decoding scheme for Matching Pursuit Streams

P. Vandergheynst, M. Flierl, I. Manic, 2005 .

COMPRESSIVE SENSING IN CAMERA ARRAYS

P. Vandergheynst, Mohammad Golbabaee, M. Kamal, 2012 .

Correspondence Principle between Spherical and Euclidean Wavelets

Belgium, Lausanne, Universit'e catholique de Louvain, 2005, astro-ph/0502486.

Cosmic microwave background constraints on the strong equivalence principle

Belgium, Lausanne, Louvain-la-Neuve, 2004, astro-ph/0407208.

Fast spin ±2 spherical harmonics transforms and application in cosmology

P. Vandergheynst, Y. Wiaux, L. Jacques, 2005, J. Comput. Phys..

Global universe anisotropy probed by the alignment of structures in the cosmic microwave background.

P. Vandergheynst, Y. Wiaux, P. Vielva, 2006, Physical review letters.

Compressed Quantitative MRI using BLIP

M. Davies, P. Vandergheynst, Y. Wiaux, 2015 .

Generalised Implicit Neural Representations

P. Vandergheynst, Daniele Grattarola, 2022, NeurIPS.

LIND A UDIOVISUAL S OURCE S EPARATION U SING S PARSE R EDUNDANT R EPRESENTATIONS

P. Vandergheynst, G. Monaci, A. L. Casanovas, 2007 .

Steerable wavelet analysis of CMB structures alignment

P. Vandergheynst, Y. Wiaux, P. Vielva, 2006, astro-ph/0609147.

Alignment and signed-intensity anomalies in Wilkinson Microwave Anisotropy Probe data

Pierre Vandergheynst, Yves Wiaux, Patricio Vielva, 2007 .

Fast spin +-2 spherical harmonics transforms

Laurent Jacques, Pierre Vandergheynst, Yves Wiaux, 2005 .

The PANOPTIC Camera: A Plenoptic Sensor with Real-Time Omnidirectional Capability

P. Vandergheynst, L. Jacques, Y. Leblebici, 2013, J. Signal Process. Syst..

Numerical experiments with MALDI Imaging data

J. H. Kobarg, P. Vandergheynst, J. Oetjen, 2013, Advances in Computational Mathematics.

Global-Local Graph Neural Networks for Node-Classification

Wojciech Zaremba, Joan Bruna, M. Bronstein, 2022 .

Proceedings of the second "international Traveling Workshop on Interactions between Sparse models and Technology" (iTWIST'14) pdf

Pascal Frossard, Aleksandra Pizurica, David B. Dunson, 2014, ArXiv.

Learning Bimodal Structure in Audio–Visual Data

Pierre Vandergheynst, Friedrich T. Sommer, Gianluca Monaci, 2009, IEEE Transactions on Neural Networks.

Learning Multimodal Dictionaries

Pierre Vandergheynst, Rémi Gribonval, Boris Mailhé, 2007, IEEE Transactions on Image Processing.

On the use of a priori information for sparse signal approximations

Pierre Vandergheynst, Òscar Divorra Escoda, Lorenzo Granai, 2006, IEEE Transactions on Signal Processing.

Image compression using an edge adapted redundant dictionary and wavelets

Pierre Vandergheynst, Lorenzo Granai, Lorenzo Peotta, 2006, Signal Process..

Learning structured dictionaries for image representation

Pierre Vandergheynst, Gianluca Monaci, P. Vandergheynst, 2004, 2004 International Conference on Image Processing, 2004. ICIP '04..

Image compression with learnt tree-structured dictionaries

Pierre Vandergheynst, Philippe Jost, Gianluca Monaci, 2004, IEEE 6th Workshop on Multimedia Signal Processing, 2004..

Principal Patterns on Graphs: Discovering Coherent Structures in Datasets

Pierre Vandergheynst, Benjamin Ricaud, Kirell Benzi, 2015, IEEE Transactions on Signal and Information Processing over Networks.

Wavelet-based contrast computation and application to digital image watermarking

Stefan Winkler, Pierre Vandergheynst, Martin Kutter, 2000, SPIE Optics + Photonics.

Computing isotropic local contrast from oriented pyramid decompositions

Stefan Winkler, Pierre Vandergheynst, P. Vandergheynst, 1999, Proceedings 1999 International Conference on Image Processing (Cat. 99CH36348).

Learning sparse generative models of audiovisual signals

Pierre Vandergheynst, Friedrich T. Sommer, Gianluca Monaci, 2008, 2008 16th European Signal Processing Conference.

A Compressed Sensing Framework for Magnetic Resonance Fingerprinting

Pierre Vandergheynst, Mike E. Davies, Yves Wiaux, 2013, SIAM J. Imaging Sci..

Compressed quantitative MRI: Bloch response recovery through iterated projection

Pierre Vandergheynst, Mike E. Davies, Yves Wiaux, 2013, 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Approximate Compressed Sensing: Ultra-low power biosignal processing via aggressive voltage scaling on a hybrid memory multi-core processor

Luca Benini, Pierre Vandergheynst, Andrea Bartolini, 2014, 2014 IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED).

Structured sparsity models for compressively sensed electrocardiogram signals: A comparative study

Pierre Vandergheynst, David Atienza, Nadia Khaled, 2011, 2011 IEEE Biomedical Circuits and Systems Conference (BioCAS).

A Variational Model for Object Segmentation Using Boundary Information and Shape Prior Driven by the Mumford-Shah Functional

Xavier Bresson, Jean-Philippe Thiran, Pierre Vandergheynst, 2006, International Journal of Computer Vision.

Fast Approximate Spectral Clustering for Dynamic Networks

Pierre Vandergheynst, Andreas Loukas, Lionel Martin, 2017, ICML.

Clustering With Multi-Layer Graphs: A Spectral Perspective

Pascal Frossard, Pierre Vandergheynst, Xiaowen Dong, 2011, IEEE Transactions on Signal Processing.

Wavelets on Graphs via Spectral Graph Theory pdf

Pierre Vandergheynst, Rémi Gribonval, David K. Hammond, 2009, ArXiv.

Graph Signal Processing: Overview, Challenges, and Applications

Pierre Vandergheynst, Jelena Kovacevic, Pascal Frossard, 2017, Proceedings of the IEEE.

Learning Laplacian Matrix in Smooth Graph Signal Representations

Pascal Frossard, Pierre Vandergheynst, Xiaowen Dong, 2014, IEEE Transactions on Signal Processing.

Learning class‐specific descriptors for deformable shapes using localized spectral convolutional networks

Pierre Vandergheynst, Jonathan Masci, Michael M. Bronstein, 2015, SGP '15.

Locating Temporal Functional Dynamics of Visual Short-Term Memory Binding using Graph Modular Dirichlet Energy

Pierre Vandergheynst, Mario A. Parra, Javier Escudero, 2016, Scientific Reports.

The Physiological Underpinnings of Visual Short-Term Memory Binding using Graph Modular Dirichlet Energy: Evidence from Healthy Subjects

Pierre Vandergheynst, Mario A. Parra, Agustín Ibáñez, 2016, 1606.02587.

RosettaSurf—A surface-centric computational design approach

P. Vandergheynst, Andreas Loukas, M. Defferrard, 2021, bioRxiv.

Compressive Embedding and Visualization using Graphs pdf

Pierre Vandergheynst, Nathanael Perraudin, Johan Paratte, 2017, ArXiv.

Geodesic Convolutional Neural Networks on Riemannian Manifolds

Pierre Vandergheynst, Jonathan Masci, Michael M. Bronstein, 2015, 2015 IEEE International Conference on Computer Vision Workshop (ICCVW).

ShapeNet: Convolutional Neural Networks on Non-Euclidean Manifolds pdf

Pierre Vandergheynst, Jonathan Masci, Michael M. Bronstein, 2015, ArXiv.

Matrix Completion on Graphs pdf

Xavier Bresson, Pierre Vandergheynst, Michael M. Bronstein, 2014, NIPS 2014.

Towards unifying diffusion and exemplar-based inpainting

Pierre Vandergheynst, Emmanuel d'Angelo, P. Vandergheynst, 2010, 2010 IEEE International Conference on Image Processing.

Graph Signal Processing

Pascal Frossard, José M. F. Moura, Pierre Vandergheynst, 2018 .

A Multiscale Pyramid Transform for Graph Signals

Pierre Vandergheynst, David I. Shuman, Mohammad Javad Faraji, 2013, IEEE Transactions on Signal Processing.

Distributed Signal Processing via Chebyshev Polynomial Approximation

Pascal Frossard, Pierre Vandergheynst, Daniel Kressner, 2011, IEEE Transactions on Signal and Information Processing over Networks.

Signal Processing on Graphs: Extending High-Dimensional Data Analysis to Networks and Other Irregular Data Domains pdf

Pascal Frossard, Pierre Vandergheynst, Sunil K. Narang, 2012, ArXiv.

Chebyshev polynomial approximation for distributed signal processing

Pascal Frossard, Pierre Vandergheynst, David I. Shuman, 2011, 2011 International Conference on Distributed Computing in Sensor Systems and Workshops (DCOSS).

Transient networks of spatio-temporal connectivity map communication pathways in brain functional systems

Xavier Bresson, Jean-Philippe Thiran, Pierre Vandergheynst, 2017, NeuroImage.

Structured Sequence Modeling with Graph Convolutional Recurrent Networks pdf

Xavier Bresson, Pierre Vandergheynst, Michaël Defferrard, 2016, ICONIP.

Redundancy-Driven A Posteriori Matching Pursuit Quantization

Pascal Frossard, Pierre Vandergheynst, Murat Kunt, 2001 .

Distributed compressed sensing for sensor networks using thresholding

Pierre Vandergheynst, Mohammad Golbabaee, P. Vandergheynst, 2009, Optical Engineering + Applications.

Compressed Sensing and Redundant Dictionaries

Pierre Vandergheynst, Karin Schnass, Holger Rauhut, 2007, IEEE Transactions on Information Theory.

Average Performance Analysis for Thresholding

Pierre Vandergheynst, Karin Schnass, K. Schnass, 2007, IEEE Signal Processing Letters.

Beyond bits: Reconstructing images from Local Binary Descriptors

Pierre Vandergheynst, Alexandre Alahi, Emmanuel d'Angelo, 2012, Proceedings of the 21st International Conference on Pattern Recognition (ICPR2012).

Cascade of descriptors to detect and track objects across any network of cameras

Pierre Vandergheynst, Murat Kunt, Michel Bierlaire, 2010, Comput. Vis. Image Underst..

Tracking Atoms with Particles

Pierre Vandergheynst, Emilio Maggio, Andrea Cavallaro, 2006 .

Non-linear subdivision using local spherical coordinates

Pierre Vandergheynst, Touradj Ebrahimi, Nicolas Aspert, 2003, Comput. Aided Geom. Des..

On the Use of A Priori Information for Sparse Signal Representations

Pierre Vandergheynst, L. Granai, P. Vandergheynst, 2004 .

Song recommendation with non-negative matrix factorization and graph total variation

Xavier Bresson, Pierre Vandergheynst, Vassilis Kalofolias, 2016, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Robust Image Reconstruction from Multiview Measurements

Pierre Vandergheynst, Gilles Puy, P. Vandergheynst, 2012, SIAM J. Imaging Sci..

From Bits to Images: Inversion of Local Binary Descriptors

Alexandre Alahi, Emmanuel d'Angelo, Laurent Jacques, 2012, IEEE Transactions on Pattern Analysis and Machine Intelligence.

Compressive Source Separation: Theory and Methods for Hyperspectral Imaging

Pierre Vandergheynst, Mohammad Golbabaee, Simon Arberet, 2012, IEEE Transactions on Image Processing.

GSPBOX: A toolbox for signal processing on graphs pdf

Pierre Vandergheynst, Nathanael Perraudin, David K. Hammond, 2014, ArXiv.

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

Pierre Vandergheynst, Mohammad Golbabaee, P. Vandergheynst, 2012, 2012 19th IEEE International Conference on Image Processing.

Multichannel compressed sensing via source separation for hyperspectral images

Pierre Vandergheynst, Mohammad Golbabaee, Simon Arberet, 2010, 2010 18th European Signal Processing Conference.

Numerical experiments with MALDI Imaging data

Pierre Vandergheynst, Mohammad Golbabaee, Chen Sagiv, 2014, Adv. Comput. Math..

Vertex-Frequency Analysis on Graphs pdf

Pierre Vandergheynst, Benjamin Ricaud, David I. Shuman, 2013, ArXiv.

Color image scalable coding with matching pursuit

Pascal Frossard, Pierre Vandergheynst, Andrea Cavallaro, 2004, 2004 IEEE International Conference on Acoustics, Speech, and Signal Processing.

Methods for Clustering Multi-Layer Graphs in Mobile Networks

P. Vandergheynst, P. Frossard, Xiaowen Dong, 2011 .

DTI mapping of human brain connectivity: statistical fibre tracking and virtual dissection

Jean-Philippe Thiran, Pierre Vandergheynst, Reto Meuli, 2003, NeuroImage.

Random sampling of bandlimited signals on graphs pdf

Pierre Vandergheynst, Rémi Gribonval, Gilles Puy, 2015, NIPS 2015.

Geometric Video Approximation Using Weighted Matching Pursuit

Pierre Vandergheynst, Michel Bierlaire, Rosa M. Figueras i Ventura, 2009, IEEE Transactions on Image Processing.

Progressive Coding of 3-D Objects Based on Overcomplete Decompositions

Pascal Frossard, Pierre Vandergheynst, Ivana Tosic, 2006, IEEE Transactions on Circuits and Systems for Video Technology.

Progressive low bit rate coding of simple 3D objects with matching pursuit

Pascal Frossard, Pierre Vandergheynst, Ivana Tosic, 2005, Data Compression Conference.

Blind Audio-Visual Source Separation Using Sparse Redundant Representations

Pierre Vandergheynst, G. Monaci, A. Llagostera Casanovas, 2006 .

Matching Pursuit through Genetic Algorithms

Pierre Vandergheynst, R. M. Figueras i Ventura, P. Vandergheynst, 2001 .

Wavelet domain Bayesian denoising of string signal in the cosmic microwave background

Y. Wiaux, P. Vandergheynst, P. Vandergheynst, 2008, 0811.1267.

FMA: A Dataset for Music Analysis pdf

Xavier Bresson, Pierre Vandergheynst, Michael Defferrard, 2016, ISMIR.

Sparsity Driven People Localization with a Heterogeneous Network of Cameras

Yannick Boursier, Laurent Jacques, Pierre Vandergheynst, 2011, Journal of Mathematical Imaging and Vision.

Stream carving: An adaptive seam carving algorithm

Pierre Vandergheynst, Alexandre Alahi, Daniel Domingues, 2010, 2010 IEEE International Conference on Image Processing.

Accelerated spectral clustering using graph filtering of random signals

Pierre Vandergheynst, Rémi Gribonval, Pierre Borgnat, 2015, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

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

Pierre Vandergheynst, Rémi Gribonval, Yves Wiaux, 2011, EURASIP J. Adv. Signal Process..

On Variable Density Compressive Sampling

Pierre Vandergheynst, Yves Wiaux, Gilles Puy, 2011, IEEE Signal Processing Letters.

Plenoptic based super-resolution for omnidirectional image sequences

Pascal Frossard, Yannick Boursier, Pierre Vandergheynst, 2010, 2010 IEEE International Conference on Image Processing.

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

Pierre Vandergheynst, Rémi Gribonval, Emmanuel Vincent, 2010, 10th International Conference on Information Science, Signal Processing and their Applications (ISSPA 2010).

Localization of sound sources in a room with one microphone

Pierre Vandergheynst, Hervé Lissek, Helena Peic Tukuljac, 2017, Optical Engineering + Applications.

Compressed Sensing for Real-Time Energy-Efficient ECG Compression on Wireless Body Sensor Nodes

Pierre Vandergheynst, David Atienza, Nadia Khaled, 2011, IEEE Transactions on Biomedical Engineering.

Power-efficient joint compressed sensing of multi-lead ECG signals

Pierre Vandergheynst, David Atienza, Giovanni Ansaloni, 2014, 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Matching pursuit‐based shape representation and recognition using scale‐space

Jean-Philippe Thiran, Pierre Vandergheynst, François Mendels, 2006, Int. J. Imaging Syst. Technol..

Stationary Signal Processing on Graphs

Pierre Vandergheynst, Nathanael Perraudin, P. Vandergheynst, 2016, IEEE Transactions on Signal Processing.

Graph-based denoising for time-varying point clouds

Pierre Vandergheynst, Yann Schoenenberger, Johan Paratte, 2015, 2015 3DTV-Conference: The True Vision - Capture, Transmission and Display of 3D Video (3DTV-CON).

A windowed graph Fourier transform

Pierre Vandergheynst, Benjamin Ricaud, David I. Shuman, 2012, 2012 IEEE Statistical Signal Processing Workshop (SSP).

Responses to Reviewers on Paper Beyond Classical Diffusion : Ballistic Graph Neural Network

M. Welling, P. Vandergheynst, X. Bresson, 2019 .

Sparse Approximation Using M-Term Pursuit and Application in Image and Video Coding

Pascal Frossard, Pierre Vandergheynst, Adel Rahmoune, 2012, IEEE Transactions on Image Processing.

Fast orthogonal sparse approximation algorithms over local dictionaries

Pierre Vandergheynst, Rémi Gribonval, Frédéric Bimbot, 2011, Signal Process..

Compressed Sensing: “When Sparsity Meets Sampling”

Pierre Vandergheynst, Laurent Jacques, P. Vandergheynst, 2011 .

4 Reconstructing from Compressed Information : a Bet on Sparsity y Φ

P. Vandergheynst, L. Jacques, 2010 .

PAC-BAYESIAN MARGIN BOUNDS FOR CONVOLUTIONAL NEURAL NETWORKS pdf

Pierre Vandergheynst, Mike E. Davies, Konstantinos Pitas, 2018 .

Tracking and Structure from Motion

Pierre Vandergheynst, Luigi Bagnato, Andreas Weishaupt, 2010 .

Fast Robust PCA on Graphs

Nathanael Perraudin, Pierre Vandergheynst, Vassilis Kalofolias, 2015, IEEE Journal of Selected Topics in Signal Processing.

Robust Principal Component Analysis on Graphs

Xavier Bresson, Pierre Vandergheynst, Michael M. Bronstein, 2015, 2015 IEEE International Conference on Computer Vision (ICCV).

Audiovisual Gestalts

Pierre Vandergheynst, Gianluca Monaci, P. Vandergheynst, 2006, 2006 Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'06).

Spectrum-Adapted Tight Graph Wavelet and Vertex-Frequency Frames

Pierre Vandergheynst, Nicki Holighaus, David I. Shuman, 2013, IEEE Transactions on Signal Processing.

S2LET: A code to perform fast wavelet analysis on the sphere pdf

Pierre Vandergheynst, Yves Wiaux, Jason D. McEwen, 2012, ArXiv.

Scale Space Analysis and Active Contours for Omnidirectional Images

Xavier Bresson, Jean-Philippe Thiran, Pierre Vandergheynst, 2007, IEEE Transactions on Image Processing.

Tree-Based Pursuit: Algorithm and Properties

P. Frossard, P. Vandergheynst, P. Jost, 2006, IEEE Transactions on Signal Processing.

Flexible motion-adaptive video coding with redundant expansions

Pascal Frossard, Pierre Vandergheynst, Adel Rahmoune, 2006, IEEE Transactions on Circuits and Systems for Video Technology.

Low-rate and flexible image coding with redundant representations

Pascal Frossard, Pierre Vandergheynst, Rosa M. Figueras i Ventura, 2006, IEEE Transactions on Image Processing.

The M-term pursuit for image representation and progressive compression

Pascal Frossard, Pierre Vandergheynst, Adel Rahmoune, 2005, IEEE International Conference on Image Processing 2005.

High-flexibility scalable image coding

Pascal Frossard, Pierre Vandergheynst, Rosa M. Figueras i Ventura, 2003, Visual Communications and Image Processing.

L OW RATE AND SCALABLE IMAGE CODING WITH REDUNDANT REPRESENTATIONS

Pascal Frossard, Pierre Vandergheynst, Rosa M. Figueras i Ventura, 2004 .

SCOOP: A Real-Time Sparsity Driven People Localization Algorithm

Pierre Vandergheynst, Mohammad Golbabaee, Alexandre Alahi, 2012, Journal of Mathematical Imaging and Vision.

Typical Case Analysis of Sparse Recovery with OMP

Pierre Vandergheynst, Mohammad Golbabaee, P. Vandergheynst, 2008 .

Wavelets on graphs via spectral graph theory

R. Gribonval, P. Vandergheynst, D. Hammond, 2009, 0912.3848.

Hardware Implementation of an Omnidirectional Camera for Real-Time 3D Imaging

Laurent Jacques, Pierre Vandergheynst, Alexandre Schmid, 2011, 3DTV-Conference: The True Vision - Capture, Transmission and Display of 3D Video.

Nonlinear Video Diffusion based on Audio-Video Synchrony

Pierre Vandergheynst, Anna Llagostera Casanovas, P. Vandergheynst, 2010 .

Unsupervised extraction of audio-visual objects

Pierre Vandergheynst, Anna Llagostera Casanovas, P. Vandergheynst, 2011, 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Blind Audiovisual Source Separation Based on Sparse Redundant Representations

Pierre Vandergheynst, Rémi Gribonval, Gianluca Monaci, 2010, IEEE Transactions on Multimedia.

Audio-based nonlinear video diffusion

Pierre Vandergheynst, Anna Llagostera Casanovas, P. Vandergheynst, 2010, 2010 IEEE International Conference on Acoustics, Speech and Signal Processing.

A ug 2 01 4 Matrix Completion on Graphs Kalofolias , Vassilis vassilis

M. Bronstein, P. Vandergheynst, X. Bresson, 2014 .

Compact Low-Power Cortical Recording Architecture for Compressive Multichannel Data Acquisition

Claudio Pollo, Pierre Vandergheynst, Mahsa Shoaran, 2014, IEEE Transactions on Biomedical Circuits and Systems.

Dictionary Preconditioning for Greedy Algorithms

Pierre Vandergheynst, Karin Schnass, K. Schnass, 2008, IEEE Transactions on Signal Processing.

A priori information in image segmentation: energy functional based on shape statistical model and image information

Xavier Bresson, Jean-Philippe Thiran, Pierre Vandergheynst, 2003, Proceedings 2003 International Conference on Image Processing (Cat. No.03CH37429).

Global and Local Uncertainty Principles for Signals on Graphs

Pierre Vandergheynst, Nathanael Perraudin, Benjamin Ricaud, 2016, 1603.03030.

On the Experimental Transferability of Spectral Graph Convolutional Networks

P. Vandergheynst, M. Defferrard, Axel Nilsson, 2020 .

Fourier could be a data scientist: From graph Fourier transform to signal processing on graphs

Pierre Vandergheynst, Pierre Borgnat, Benjamin Ricaud, 2019, Comptes Rendus Physique.

Spectrally approximating large graphs with smaller graphs

Pierre Vandergheynst, Andreas Loukas, P. Vandergheynst, 2018, ICML.

Spread Spectrum Magnetic Resonance Imaging

Jean-Philippe Thiran, Pierre Vandergheynst, Dimitri Van De Ville, 2012, IEEE Transactions on Medical Imaging.

Tensor low-rank and sparse light field photography

Pierre Vandergheynst, Gordon Wetzstein, Ramesh Raskar, 2016, Comput. Vis. Image Underst..

Some 2-D wavelets and their performance

Jean-Pierre Antoine, Pierre Vandergheynst, Romain Murenzi, 2004 .

A Framework for Multiscale Transforms on Graphs pdf

Pierre Vandergheynst, David I. Shuman, Mohammad Javad Faraji, 2013, arXiv.org.

Two-Dimensional Wavelets and their Relatives: References

Jean-Pierre Antoine, Pierre Vandergheynst, Romain Murenzi, 2004 .

Directional dyadic wavelet transforms: design and algorithms

Pierre Vandergheynst, Jean-François Gobbers, P. Vandergheynst, 2002, IEEE Trans. Image Process..

Efficient image representation by anisotropic refinement in matching pursuit

Pascal Frossard, Pierre Vandergheynst, P. Vandergheynst, 2001, 2001 IEEE International Conference on Acoustics, Speech, and Signal Processing. Proceedings (Cat. No.01CH37221).

Penrose tilings, quasi-crystals, and wavelets

Jean-Pierre Antoine, Laurent Jacques, Pierre Vandergheynst, 1999, Optics & Photonics.

Image coding using redundant dictionaries

Pascal Frossard, Pierre Vandergheynst, P. Vandergheynst, 2006 .

8 Image coding using redundant dictionaries

Pascal Frossard, Pierre Vandergheynst, P. Vandergheynst, 2005 .

Visual Information Processing using Redundant Dictionaries

P. Vandergheynst, P. Frossard, 2004 .

Highly flexible image coding using non-linear representations

Pascal Frossard, Rosa M. Figueras i Ventura, Pierre Vandergheynst, 2003 .

Directional Wavelets on the Sphere

P. Vandergheynst, L. Demanet, 2001 .

Penrose tilings, quasicrystals, and wavelets

P. Vandergheynst, J. Antoine, L. Jacques, 1999 .

Two‐dimensional directional wavelets in image processing

Jean-Pierre Antoine, Pierre Vandergheynst, Romain Murenzi, 1996 .

Average case analysis of sparse recovery with thresholding : New bounds based on average dictionary coherence

Pierre Vandergheynst, Mohammad Golbabaee, P. Vandergheynst, 2008, 2008 IEEE International Conference on Acoustics, Speech and Signal Processing.

Average Case Analysis of Multichannel Thresholding

Pierre Vandergheynst, Rémi Gribonval, Karin Schnass, 2007, 2007 IEEE International Conference on Acoustics, Speech and Signal Processing - ICASSP '07.

Joint Estimation of the Room Geometry and Modes with Compressed Sensing

Pierre Vandergheynst, Hervé Lissek, Helena Peic Tukuljac, 2018, 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Compressed Sensing and Adaptive Graph Total Variation for Tomographic Reconstructions pdf

Pierre Vandergheynst, Faisal Mahmood, Ulf Skoglund, 2016, ArXiv.

Ultra-low-power ECG front-end design based on compressed sensing

Pierre Vandergheynst, Hossein Mamaghanian, P. Vandergheynst, 2015, 2015 Design, Automation & Test in Europe Conference & Exhibition (DATE).

Power-efficient CMOS image acquisition system based on compressive sampling

Pierre Vandergheynst, Yusuf Leblebici, Alexandre Schmid, 2013, 2013 IEEE 56th International Midwest Symposium on Circuits and Systems (MWSCAS).

A (256×256) pixel 76.7mW CMOS imager/ compressor based on real-time In-pixel compressive sensing

Laurent Jacques, Pierre Vandergheynst, Yusuf Leblebici, 2010, Proceedings of 2010 IEEE International Symposium on Circuits and Systems.

Column-separated compressive sampling scheme for low power CMOS image sensors

Pierre Vandergheynst, Yusuf Leblebici, Alexandre Schmid, 2013, 2013 IEEE 11th International New Circuits and Systems Conference (NEWCAS).

An Algorithm Architecture Co-Design for CMOS Compressive High Dynamic Range Imaging

Pierre Vandergheynst, Antoine Dupret, William Guicquero, 2016, IEEE Transactions on Computational Imaging.

MoTIF: An Efficient Algorithm for Learning Translation Invariant Dictionaries

Pierre Vandergheynst, Rémi Gribonval, Sylvain Lesage, 2006, 2006 IEEE International Conference on Acoustics Speech and Signal Processing Proceedings.

Adaptive Graph-Based Total Variation for Tomographic Reconstructions

Pierre Vandergheynst, Faisal Mahmood, Ulf Skoglund, 2016, IEEE Signal Processing Letters.

Low-Rank Matrices on Graphs: Generalized Recovery & Applications pdf

Pierre Vandergheynst, Nathanael Perraudin, Nauman Shahid, 2016, ArXiv.

PCA using graph total variation

Pierre Vandergheynst, Nathanael Perraudin, Benjamin Ricaud, 2016, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

D ec 2 01 6 UNLocBoX A MATLAB convex optimization toolbox for proximal-splitting methods

Pierre Vandergheynst, Nathanael Perraudin, P. Vandergheynst, 2016 .

Geometric Deep Learning: Going beyond Euclidean data

Yann LeCun, Joan Bruna, M. Bronstein, 2017, IEEE Signal Processing Magazine.

Towards stationary time-vertex signal processing

Pierre Vandergheynst, Andreas Loukas, Nathanael Perraudin, 2016, 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Laplacian matrix learning for smooth graph signal representation

Pascal Frossard, Pierre Vandergheynst, Xiaowen Dong, 2015, 2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Spread spectrum for imaging techniques in radio interferometry pdf

Yannick Boursier, Pierre Vandergheynst, Yves Wiaux, 2009, ArXiv.

Learning Graphs from Signal Observations under Smoothness Prior pdf

Pascal Frossard, Pierre Vandergheynst, Xiaowen Dong, 2014, ArXiv.

Compressive PCA for Low-Rank Matrices on Graphs

Pierre Vandergheynst, Nathanael Perraudin, Gilles Puy, 2016, IEEE Transactions on Signal and Information Processing over Networks.

Compressive PCA on Graphs pdf

Pierre Vandergheynst, Nathanael Perraudin, Gilles Puy, 2016, ArXiv.

Multiresolution segmentation of natural images: from linear to nonlinear scale-space representations

Pierre Vandergheynst, Òscar Divorra Escoda, Ana Petrovic, 2004, IEEE Transactions on Image Processing.

Foreground silhouette extraction robust to sudden changes of background appearance

Pierre Vandergheynst, Alexandre Alahi, Damien Matti, 2012, 2012 19th IEEE International Conference on Image Processing.

Sport players detection and tracking with a mixed network of planar and omnidirectional cameras

Yannick Boursier, Laurent Jacques, Pierre Vandergheynst, 2009, 2009 Third ACM/IEEE International Conference on Distributed Smart Cameras (ICDSC).

A sparsity constrained inverse problem to locate people in a network of cameras

Yannick Boursier, Pierre Vandergheynst, Alexandre Alahi, 2009, 2009 16th International Conference on Digital Signal Processing.

A Compression Technique for Piecewise Smooth Images based on Transform Coding

Vivek K Goyal, P. Vandergheynst, Antonio Ortega, 2016 .

R-D analysis of adaptive edge representations

Pierre Vandergheynst, Rosa M. Figueras i Ventura, Lorenzo Granai, 2002, 2002 IEEE Workshop on Multimedia Signal Processing..

Alignment and signed-intensity anomalies in WMAP data

P. Vandergheynst, Y. Wiaux, P. Vielva, 2007, 0704.3736.

Gabor wavelets on the sphere

Laurent Demanet, Pierre Vandergheynst, P. Vandergheynst, 2003, SPIE Optics + Photonics.

Scale Space Analysis and Active Contours for Omnidirectional Images

P. Vandergheynst, X. Bresson, I. Bogdanova, 2007 .

Scale Space Analysis and Active Contours for Omnidirectional Images

P. Vandergheynst, X. Bresson, I. Bogdanova, 2007 .

"Bits of Images: Inverting Local Image Binary Descriptors"

Alexandre Alahi, Emmanuel d'Angelo, Laurent Jacques, 2013 .

Interpretable statistical representations of neural population dynamics and geometry

P. Vandergheynst, M. Barahona, R. Peach, 2023, ArXiv.

On spin scale-discretised wavelets on the sphere for the analysis of CMB polarisation pdf

Pierre Vandergheynst, Yves Wiaux, Jason D. McEwen, 2014, Proceedings of the International Astronomical Union.

On the computation of directional scale-discretized wavelet transforms on the sphere

Pierre Vandergheynst, Yves Wiaux, Jason D. McEwen, 2013, Optics & Photonics - Optical Engineering + Applications.

A Convex Solution to Disparity Estimation from Light Fields via the Primal-Dual Method

Pierre Vandergheynst, Mahdad Hosseini Kamal, Paolo Favaro, 2015, EMMCVPR.

Reverberant Audio Source Separation via Sparse and Low-Rank Modeling

Pierre Vandergheynst, Simon Arberet, P. Vandergheynst, 2013, IEEE Signal Processing Letters.

Video coding using a deformation compensation algorithm based on adaptive matching pursuit image decompositions

Pierre Vandergheynst, Òscar Divorra Escoda, P. Vandergheynst, 2003, Proceedings 2003 International Conference on Image Processing (Cat. No.03CH37429).

Exploring “dark matter” protein folds using deep learning

M. Bronstein, P. Vandergheynst, S. Georgeon, 2023, bioRxiv.

Anomaly Detection in the Dynamics of Web and Social Networks Using Associative Memory

Pierre Vandergheynst, Benjamin Ricaud, Volodymyr Miz, 2019, WWW.

Compressive Spectral Clustering

Pierre Vandergheynst, Rémi Gribonval, Gilles Puy, 2016, ICML.

The role of invariance in spectral complexity-based generalization bounds.

P. Vandergheynst, Andreas Loukas, Konstantinos Pitas, 2019, 1905.09677.

Some limitations of norm based generalization bounds in deep neural networks pdf

Andreas Loukas, Pierre Vandergheynst, Mike Davies, 2019, ArXiv.

Revisiting hard thresholding for DNN pruning pdf

Pierre Vandergheynst, Mike Davies, Konstantinos Pitas, 2019, ArXiv.

FeTa: A DCA Pruning Algorithm with Generalization Error Guarantees pdf

Pierre Vandergheynst, Mike E. Davies, Konstantinos Pitas, 2018, ArXiv.

PAC-Bayesian Margin Bounds for Convolutional Neural Networks

P. Vandergheynst, Konstantinos Pitas, Michael Davies, 2017 .

Redundancy-Driven A Posteriori Matching Pursuit Quantization 1

P. Vandergheynst, Pascal Frossard, Murat Kunt, 2000 .

Compressed sensing imaging techniques for radio interferometry

P. Vandergheynst, Y. Wiaux, L. Jacques, 2008, 0812.4933.

Sparsity Driven People Localization with a Heterogeneous Network of Cameras

Alexandre Alahi, P. Vandergheynst, L. Jacques, 2011, Journal of Mathematical Imaging and Vision.

Author manuscript, published in "EUropean SIgnal Processing COnference (EUSIPCO'08), Lausanne: Switzerland (2008)" SHIFT-INVARIANT DICTIONARY LEARNING FOR SPARSE REPRESENTATIONS: EXTENDING K-SVD

R. Gribonval, P. Vandergheynst, S. Lesage, 2009 .

Fully non-local super-resolution via spectral hashing

Pierre Vandergheynst, Emmanuel d'Angelo, P. Vandergheynst, 2011, 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Continuous wavelet transform on the hyperboloid

Pierre Vandergheynst, Jean-Pierre Gazeau, Iva Bogdanova, 2007 .

Audio-driven Nonlinear Video Diffusion

Pierre Vandergheynst, Anna Llagostera Casanovas, P. Vandergheynst, 2011 .

Interpretable Inflammation Landscape of Circulating Immune cells

P. Vandergheynst, A. Villani, M. Nawijn, 2023, bioRxiv.

Implicit Gaussian process representation of vector fields over arbitrary latent manifolds

P. Vandergheynst, Adam Gosztolai, Emma-Jane Mallas, 2023, ArXiv.

A posteriori quantization of progressive matching pursuit streams

Pascal Frossard, Pierre Vandergheynst, Murat Kunt, 2004, IEEE Transactions on Signal Processing.

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

Ngoc Q. K. Duong, R. Gribonval, E. Vincent, 2010, 10th International Conference on Information Science, Signal Processing and their Applications (ISSPA 2010).

Classification via Incoherent Subspaces pdf

Pierre Vandergheynst, Karin Schnass, K. Schnass, 2010, ArXiv.

Clustering on multi-layer graphs via subspace analysis on Grassmann manifolds

P. Vandergheynst, Pascal Frossard, Xiaowen Dong, 2013, 2013 IEEE Global Conference on Signal and Information Processing.

UNLocBoX A matlab convex optimization toolbox using proximal splitting methods pdf

Pierre Vandergheynst, Nathanael Perraudin, Gilles Puy, 2014, ArXiv.

Sparse Reverberant Audio Source Separation via Reweighted Analysis

Jean-Philippe Thiran, Pierre Vandergheynst, Yves Wiaux, 2013, IEEE Transactions on Audio, Speech, and Language Processing.

Sparse Image Reconstruction on the Sphere: Implications of a New Sampling Theorem

Jean-Philippe Thiran, Pierre Vandergheynst, Dimitri Van De Ville, 2012, IEEE Transactions on Image Processing.

Compressed sensing for radio interferometry : prior-enhanced Basis Pursuit imaging techniques

Laurent Jacques, Pierre Vandergheynst, Yves Wiaux, 2009 .

Sparse signal reconstruction on the sphere: implications of a new sampling theorem pdf

Jean-Philippe Thiran, Pierre Vandergheynst, Dimitri Van De Ville, 2012, ArXiv.

Object detection and matching in a mixed network of fixed and mobile cameras

Pierre Vandergheynst, Murat Kunt, Michel Bierlaire, 2008, AREA '08.

Joint low-rank and sparse light field modelling for dense multiview data compression

Pierre Vandergheynst, Mahdad Hosseini Kamal, P. Vandergheynst, 2013, 2013 IEEE International Conference on Acoustics, Speech and Signal Processing.

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

Pierre Vandergheynst, Mohammad Golbabaee, P. Vandergheynst, 2012, ArXiv.

L OW RATE AND SCALABLE IMAGE CODING WITH REDUNDANT REPRESENTATIONS

P. Vandergheynst, P. Frossard, R. M. F. I. Ventura, 2004 .

Color Image Scalable Coding with Matching Pursuit October 27

P. Vandergheynst, P. Frossard, A. Cavallaro, 2003 .

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

R. Gribonval, P. Vandergheynst, F. Bimbot, 2009, 2009 IEEE International Conference on Acoustics, Speech and Signal Processing.

Tree-Based Pursuit: Algorithm and Properties

Pascal Frossard, Pierre Vandergheynst, P. Vandergheynst, 2006, IEEE Transactions on Signal Processing.

Sparse decomposition over multi-component redundant dictionaries

Pierre Vandergheynst, Lorenzo Granai, P. Vandergheynst, 2004, IEEE 6th Workshop on Multimedia Signal Processing, 2004..