Publications

Rémi Delogne, Laurent Jacques (2025). Random Features for Grassmannian Kernels. Accepted in SSP2025.

arXiv Conference

Olivier Leblanc, Chung San Chu, Laurent Jacques, Yves Wiaux (2025). MROP: Modulated Rank-One Projections for compressive radio interferometric imaging. Submitted to Monthly Notices of the Royal Astronomical Society.

arXiv

Théo Hanon, Nicolas Mil-Homens Cavaco, John Kiely, Laurent Jacques (2025). Herglotz-NET: Implicit Neural Representation of Spherical Data with Harmonic Positional Encoding. submitted to SAMPTA2025.

arXiv

Hazan Daglayan, Simon Vary, Olivier Absil, Faustine Cantalloube, Valentin Christiaens, Nicolas Gillis, Laurent Jacques, Valentin Leplat, P.-A. Absil (2024). An alternating minimization algorithm with trajectory for direct exoplanet detection – The AMAT algorithm. Astronomy & Astrophysics, 692, pp. A126, 2024.

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Julián Tachella, Mike Davies, Laurent Jacques (2024). UNSURE: Unknown Noise level Stein's Unbiased Risk Estimator.

arXiv

Rémi Delogne, Laurent Jacques (2024). Quadratic polynomial kernel approximation with asymmetric embeddings. International Workshop on Deep Learning and Kernel Machines (2024).

DIAL

Gilles Monnoyer, Thomas Feuillen, Maxime Drouguet, Laurent Jacques, Luc Vandendorpe (2024). Grid Hopping: Accelerating Direct Estimation Algorithms for Multistatic FMCW Radar. IEEE Transactions on Signal Processing.

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Jérome Eertmans, Laurent Jacques, Claude Oestges (2024). Fully Differentiable Ray Tracing via Discontinuity Smoothing for Radio Network Optimization. EuCAP 2024.

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Victor Sechaud, Laurent Jacques, Patrice Abry, Julián Tachella (2024). Equivariance-based self-supervised learning for audio signal recovery from clipped measurements. 32nd European Signal Processing Conference (EUSIPCO).

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Olivier Leblanc, Yves Wiaux, Laurent Jacques (2024). Compressive radio-interferometric sensing with random beamforming as rank-one signal covariance projections. Submitted to Transactions on Computational Imaging.

arXiv

Jérome Eertmans, Enrico Maria Vittuci, Vittorio Degli Esposti, Laurent Jacques, Claude Oestges (2024). Comparing Differentiable and Dynamic Ray Tracing: Introducing the Multipath Lifetime Map. submitted to EuCAP 2025.

arXiv

Alexander Stollenwerk, Laurent Jacques (2024). Flattened one-bit stochastic gradient descent: compressed distributed optimization with controlled variance. Technical report: TR.2024.01.

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Murielle Kirkove, Yuchen Zhao, Olivier Leblanc, Laurent Jacques, Marc Georges (2023). ADMM-inspired image reconstruction for terahertz off-axis digital holography. Journal of the Optical Society of America A.

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Julián Tachella, Laurent Jacques (2023). Learning to Reconstruct Signals From Binary Measurements. Transactions on Machine Learning Research.

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Olivier Leblanc, Mathias Hofer, Siddharth Sivankutty, Hervé Rigneault, Laurent Jacques (2023). Interferometric lensless imaging: rank-one projections of image frequencies with speckle illuminations. IEEE Transactions on Computational Imaging.

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Rémi Delogne, Vincent Schellekens, Laurent Daudet, Laurent Jacques (2023). Signal processing after quadratic random sketching with optical units. Proceeding of the International Symposium on Computational Sensing 2023 (ISCS23).

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Olivier Leblanc, Matthias Hofer, Siddharth Sivankutty, Hervé Rigneault, Laurent Jacques (2023). Interferometric single-pixel imaging with a multicore fiber. Proceeding of the International Symposium on Computational Sensing 2023 (ISCS23).

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Rémi Delogne, Vincent Schellekens, Laurent Daudet, Laurent Jacques (2023). Signal Processing with Optical Quadratic Random Sketches. 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

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Simon Vary, Hazan Daglayan, Laurent Jacques, P.-A. Absil (2023). Low-rank plus sparse trajectory decomposition for direct exoplanet imaging. 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

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Sjoerd Dirksen, Martin Genzel, Laurent Jacques, Alexander Stollenwerk (2022). The Separation Capacity of Random Neural Networks. Journal of Machine Learning Research.

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Rémi Delogne, Vincent Schellekens, Laurent Jacques (2022). ROP inception: signal estimation with quadratic random sketching. European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, 2022, Bruges, Belgium.

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Olivier Leblanc, Matthias Hofer, Siddharth Sivankutty, Hervé Rigneault, Laurent Jacques (2022). An Interferometric view of Speckle Imaging. Workshop on Low-Rank Models and Applications – LRMA 22.

Poster DIAL

Vincent Schellekens, Laurent Jacques (2022). Asymmetric compressive learning guarantees with applications to quantized sketches. IEEE Transactions on Signal Processing.

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Sjoerd Dirksen, Martin Genzel, Laurent Jacques, Alexander Stollenwerk (2021). The Separation Capacity of Random Neural Networks. 2021 Online International Conference on Computational Harmonic Analysis (Online-ICCHA2021)..

DIAL

Rémi Gribonval, Antoine Chatalic, Nicolas Keriven, Vincent Schellekens, Laurent Jacques, Philip Schniter (2021). Sketching Datasets for Large-Scale Learning.

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Laurent Jacques, Thomas Feuillen (2021). The Importance of Phase in Complex Compressive Sensing. IEEE Transactions on Information Theory.

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Gilles Monnoyer de Galland de Carnières, Thomas Feuillen, Laurent Jacques, Luc Vandendorpe (2021). Sparse Factorization-based Detection of Off-the-Grid Moving targets using FMCW radars. Proceedings of ICASSP 2021, Toronto, Ontario, Canada, 6-11 June 2021.

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Xavier Lambein, Benoît Pairet, Laurent Jacques, Faustine Cantalloube, Olivier Absil, P.-A. Absil (2021). Remove, Complete and Detect: Matrix Completion for Direct Imaging of Exoplanets.

Benoît Pairet, Faustine Cantalloube, Laurent Jacques (2021). MAYONNAISE: a morphological components analysis pipeline for circumstellar discs and exoplanets imaging in the near-infrared. Monthly Notices of the Royal Astronomical Society.

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Gilles Monnoyer de Galland de Carnières, Thomas Feuillen, Luc Vandendorpe, Laurent Jacques (2021). Going Below and Beyond, Off-the-Grid Velocity Estimation from 1-bit Radar Measurements. Proceedings of RadarConf 2021.

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Antoine Chatalic, Vincent Schellekens, Florimon Houssiau, Yves-Alexandre de Montjoye, Laurent Jacques, Rémi Gribonval (2021). Compressive learning with privacy guarantees. Information and Inference: A Journal of the IMA.

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Stéphanie Guérit, Siddharth Sivankutty, John A. Lee, Hervé Rigneault, Laurent Jacques (2021). Compressive Imaging Through Optical Fiber with Partial Speckle Scanning. SIAM Journal on Imaging Sciences.

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Vincent Schellekens, Laurent Jacques (2021). Breaking the waves: asymmetric random periodic features for low-bitrate kernel machines. Information and Inference: A Journal of the IMA.

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Vincent Schellekens, Laurent Jacques (2020). When compressive learning fails: blame the decoder or the sketch?. in Proceedings of iTWIST'20, Paper-ID: 22, Nantes, France, December, 2-4, 2020.

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Thomas Feuillen, Mike Davies, Luc Vandendorpe, Laurent Jacques (2020). One Bit to Rule Them All: Binarizing the Reconstruction in 1-bit Compressive Sensing. in Proceedings of iTWIST'20, Paper-ID: 26, Nantes, France, December, 2-4, 2020.

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Benoît Pairet, Faustine Cantalloube, Laurent Jacques (2020). Morphological components analysis for circumstellar disks imaging. in Proceedings of iTWIST'20, Paper-ID: 44, Nantes, France, December, 2-4, 2020.

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Laurent Jacques, Thomas Feuillen (2020). Keep the phase! Signal recovery in phase-only compressive sensing. in Proceedings of iTWIST'20, Paper-ID: 25, Nantes, France, December, 2-4, 2020.

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Wissam Benjilali, William Guicquero, Laurent Jacques, Gilles Sicard (2020). Hardware-Compliant Compressive Image Sensor Architecture Based on Random Modulations and Permutations for Embedded Inference. IEEE Transactions on Circuits and Systems I: Regular Papers.

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Gilles Monnoyer de Galland de Carnières, Luc Vandendorpe, Laurent Jacques (2020). Factorization over interpolation: A fast continuous orthogonal matching pursuit. in Proceedings of iTWIST'20, Paper-ID: 45, Nantes, France, December, 2-4, 2020.

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Vincent Schellekens, Laurent Jacques (2020). Compressive Learning of Generative Networks. European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN).

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Amirafshar Moshtaghpour, Jose M. Bioucas-Dias, Laurent Jacques (2020). Close Encounters of the Binary Kind: Signal Reconstruction Guarantees for Compressive Hadamard Sampling with Haar Wavelet Basis. IEEE Transactions on Information Theory.

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Thomas Feuillen, Mike E. Davies, Luc Vandendorpe, Laurent Jacques (2020). $(\ell_{1},\ell_{2})$-RIP and Projected Back-Projection Reconstruction for Phase-Only Measurements. IEEE Signal Processing Letters.

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Amirafshar Moshtaghpour, Laurent Jacques (2019). Structured Illumination and Variable Density Sampling for Compressive Fourier Transform Interferometry. BASP.

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Benoît Pairet, Faustine Cantalloube, Carlos A Gomez Gonzalez, Olivier Absil, Laurent Jacques (2019). STIM map: detection map for exoplanets imaging beyond asymptotic Gaussian residual speckle noise. Monthly Notices of the Royal Astronomical Society.

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Gilles Monnoyer de Galland de Carnières, Thomas Feuillen, Laurent Jacques, Luc Vandendorpe (2019). Sparsity-Driven Moving Target Detection in Distributed Multistatic FMCW Radars. in Proceedings of IEEE CAMSAP 2019, Le Gosier, France, December, 15-18, 2019.

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Amirafshar Moshtaghpour, Jose M. Bioucas-Dias, Laurent Jacques (2019). Single Pixel Hyperspectral Imaging using Fourier Transform Interferometry. BASP.

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Chunlei Xu, Laurent Jacques (2019). Quantized Compressive Sensing with RIP Matrices: The Benefit of Dithering. Information and Inference.

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Thomas Feuillen, Chunlei Xu, Jérôme Louveaux, Luc Vandendorpe, Laurent Jacques (2019). Quantity over Quality: Dithered Quantization for Compressive Radar Systems. IEEE Radarconf.

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Amirafshar Moshtaghpour, José Bioucas-Dias, Laurent Jacques (2019). Performance of Compressive Sensing for Hadamard-Haar Systems. Proceedings of SPARS'19.

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Simon Foucart, Laurent Jacques (2019). One-Bit Sensing of Low-Rank and Bisparse Matrices. Proceeding of Sampta 2019.

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Wissam Benjilali, William Guicquero, Laurent Jacques, Gilles Sicard (2019). Near Sensor Decision Making via Compressed Measurements for Highly Constrained Hardware. 2019 53rd Asilomar Conference on Signals, Systems, and Computers.

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Simon Foucart, Rémi Gribonval, Laurent Jacques, Holger Rauhut (2019). Jointly low-rank and bisparse recovery: Questions and partial answers. Analysis and Applications.

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Benoît Pairet, Laurent Jacques, Faustine Cantalloube (2019). Iterative Low-rank and rotating sparsity promotion for circumstellar disks imaging. Proceedings of SPARS'19.

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Wissam Benjilali, William Guicquero, Laurent Jacques, Gilles Sicard (2019). Exploring Hierarchical Machine Learning for Hardware-Limited Multi-Class Inference on Compressed Measurements. 2019 IEEE International Symposium on Circuits and Systems (ISCAS).

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Vincent Schellekens, Antoine Chatalic, Florimond Houssiau, Yves-Alexandre de Montjoye, Laurent Jacques, Rémi Gribonval (2019). Differentially Private Compressive K-means. ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

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Amirafshar Moshtaghpour, José M Bioucas-Dias, Laurent Jacques (2019). Compressive Single-pixel Fourier Transform Imaging using Structured Illumination. 2019 ICASSP.

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Vincent Schellekens, Antoine Chatalic, Florimont Houssiau, Yves-Alexandre de Montjoye, Laurent Jacques, Rémi Gribonval (2019). Compressive k-Means with Differential Privacy. “Proceedings of SPARS'19”.

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Wissam Benjilali, William Guicquero, Laurent Jacques, Gilles Sicard (2019). An Analog-to-Information VGA Image Sensor Architecture for Support Vector Machine on Compressive Measurements. 2019 IEEE International Symposium on Circuits and Systems (ISCAS).

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Amirafshar Moshtaghpour, Valerio Cambareri, Philippe Antoine, Matthieu Roblin, Laurent Jacques (2019). A Variable Density Sampling Scheme for Compressive Fourier Transform Interferometry. SIAM Journal on Imaging Sciences.

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Valerio Cambareri, Laurent Jacques (2018). Through the Haze: a Non-Convex Approach to Blind Gain Calibration for Linear Random Sensing Models. Information and Inference.

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Chunlei Xu, Vincent Schellekens, Laurent Jacques (2018). Taking the edge off quantization: projected back projection in dithered compressive sensing. IEEE.

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Benoît Pairet, Faustine Cantalloube, Laurent Jacques (2018). Reference-less algorithm for circumstellar disks imaging. Proceedings of iTWIST'18.

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Vincent Schellekens, Laurent Jacques (2018). Quantized Compressive K-Means. IEEE Signal Processing Letters.

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Murielle Kirkove, Stéphanie Guérit, Laurent Jacques, Jean-François Vandenrijt, Fabian Languy, Christophe Loffet, Marc Georges (2018). Processing of binary fringe patterns obtained by phase-shifting time-averaged shearography on vibrating objects.

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Kévin Degraux, Valerio Cambareri, Bert Geelen, Laurent Jacques, Gauthier Lafruit (2018). Multispectral Compressive Imaging Strategies Using Fabry–Pérot Filtered Sensors. IEEE Transactions on Computational Imaging.

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Amirafshar Moshtaghpour, Laurent Jacques (2018). Multilevel Illumination Coding for Fourier Transform Interferometry in Fluorescence Spectroscopy. 2018 25th IEEE International Conference on Image Processing (ICIP).

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Murielle Kirkove, Stéphanie Guérit, Laurent Jacques, Christophe Loffet, Fabian Languy, Jean-François Vandenrijt, Marc Georges (2018). Determination of vibration amplitudes from binary phase patterns obtained by phase-shifting time-averaged speckle shearing interferometry. Applied Optics.

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Stéphanie Guérit, Siddharth Sivankutty, Camille Scotté, John Aldo Lee, Hervé Rigneault, Laurent Jacques (2018). Compressive Sampling Approach for Image Acquisition with Lensless Endoscope. Proceedings of iTWIST'18.

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Amirafshar Moshtaghpour, José M Bioucas-Dias, Laurent Jacques (2018). Compressive hyperspectral imaging: Fourier transform interferometry meets single pixel camera. iTWIST'18.

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Vincent Schellekens, Laurent Jacques (2018). Compressive Classification (Machine Learning without learning). ITWIST'18.

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Thomas Feuillen, Luc Vandendorpe, Laurent Jacques (2018). An extreme bit-rate reduction scheme for 2D radar localization. Proceedings of “International Traveling Workshop on Interactions Between Sparse Models and Technology”.

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Wissam Benjilali, William Guicquero, Gilles Sicard, Laurent Jacques (2018). A Low-Memory Compressive Image Sensor Architecture for Embedded Object Recognition. Proceedings of MWSCAS 2018.

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Thomas Feuillen, Chunlei Xu, Luc Vandendorpe, Laurent Jacques (2018). 1-bit Localization Scheme for Radar using Dithered Quantized Compressed Sensing. Proceedings of the 5th International Workshop on Compressed Sensing applied to Radar, Multimodal Sensing, and Imaging (CoSeRa).

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Laurent Jacques, Valerio Cambareri (2017). Time for dithering: fast and quantized random embeddings via the restricted isometry property. Information and Inference.

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Valerio Cambareri, Chunlei Xu, Laurent Jacques (2017). The Rare Eclipse Problem on Tiles: Quantised Embeddings of Disjoint Convex Sets. Proceedings of the 12th International Conference of Sampling Theory and Applications, Tallinn, 2017.

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Laurent Jacques (2017). Small Width, Low Distortions: Quantized Random Embeddings of Low-complexity Sets. IEEE Transactions on Information Theory.

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Valerio Cambareri, Chunlei Xu, Laurent Jacques (2017). Rare Eclipses in Quantised Random Embeddings of Disjoint Convex Sets: a Matter of Consistency?. Proceedings of SPARS'17.

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Pierre-Yves Gousenbourger, Estelle Massart, Antoni Musolas, Pierre-Antoine Absil, Julien Hendrickx, Laurent Jacques, Youssef Marzouk (2017). Piecewise-Bezier C1 smoothing on manifolds with application to wind field estimation. 25th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2017).

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Jean-Francois Determe, Jérôme Louveaux, Laurent Jacques, Francois Horlin (2017). On the Noise Robustness of Simultaneous Orthogonal Matching Pursuit. IEEE Transactions on Signal Processing.

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Pierre-Yves Gousenbourger, Laurent Jacques, Pierre-Antoine Absil (2017). Fast Method to Fit a C1 Piecewise-Bézier Function to Manifold-Valued Data Points: How Suboptimal is the Curve Obtained on the Sphere S2?. Geometric Science of Information. GSI 2017. Lecture Notes in Computer Science.

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Amit Kumar K.C., Laurent Jacques, Christophe De Vleeschouwer (2017). Discriminative and efficient label propagation on complementary graphs for multi-object tracking. IEEE Transactions on Pattern Analysis and Machine Intelligence.

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Amirafshar Moshtaghpour, Valerio Cambareri, Laurent Jacques, Philippe Antoine, Matthieu Roblin (2017). Compressive Hyperspectral Imaging using Coded Fourier Transform Interferometry. Proceedings of SPARS'17.

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Valerio Cambareri, Amirafshar Moshtaghpour, Laurent Jacques (2017). A greedy blind calibration method for compressed sensing with unknown sensor gains. Proceedings of IEEE International Symposium on Information Theory.

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Kévin Degraux, Gabriel Peyré, M. Jalal Fadili, Laurent Jacques (2016). Sparse Support Recovery with Non-smooth Loss Functions. Advances in Neural Information Processing Systems 29: 30th Annual Conference on Neural Information Processing Systems 2016.

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Kévin Degraux, Gabriel Peyré, Jalal M. Fadili, Laurent Jacques (2016). Sparse Support Recovery with $ell_{infty}$ Data Fidelity. “Proceedings of the third international Traveling Workshop on Interactions between Sparse models and Technology (iTWIST'16), arXiv:1609.04167”.

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Jean-Francois Determe, Jérôme Louveaux, Laurent Jacques, Francois Horlin (2016). On The Exact Recovery Condition of Simultaneous Orthogonal Matching Pursuit. IEEE Signal Processing Letters.

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Adriana Gonzalez Gonzalez, Véronique Delouille, Laurent Jacques (2016). Non-parametric PSF estimation from celestial transit solar images using blind deconvolution. Journal of Space Weather and Space Climate.

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Valerio Cambareri, Laurent Jacques (2016). Non-Convex Blind Calibration for Compressed Sensing via Iterative Hard Thresholding.

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Benoît Pairet, Laurent Jacques, Carlos Gomez Gonzalez, Olivier Absil (2016). Low Rank and Group-Average Sparsity Driven Convex Optimization for Direct Exoplanets Imaging. “Proceedings of the third international Traveling Workshop on Interactions between Sparse models and Technology iTWIST'16”.

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Pierre-Yves Gousenbourger, Pierre-Antoine Absil, Benedikt Wirth, Laurent Jacques (2016). Interpolation on manifolds using Bézier functions. “Proceedings of the third international Traveling Workshop on Interactions between Sparse models and Technology iTWIST'16”.

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Jean-Francois Determe, Jérôme Louveaux, Laurent Jacques, Francois Horlin (2016). Improving the Correlation Lower Bound for Simultaneous Orthogonal Matching Pursuit. IEEE Signal Processing Letters.

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Stéphanie Guérit, Laurent Jacques, John Aldo Lee (2016). Image Deconvolution by Local Order Preservation of Pixels Values. IEEE.

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Laurent Jacques (2016). Error Decay of (almost) Consistent Signal Estimations from Quantized Gaussian Random Projections. IEEE Transactions on Information Theory.

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Amirafshar Moshtaghpour, Laurent Jacques, Valerio Cambareri, Kévin Degraux, Christophe De Vleeschouwer (2016). Consistent Basis Pursuit for Signal and Matrix Estimates in Quantized Compressed Sensing. IEEE Signal Processing Letters.

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Amirafshar Moshtaghpour, Kévin Degraux, Valerio Cambareri, Adriana Gonzales, M. Roblin, Laurent Jacques, Philippe Antoine (2016). Compressive Hyperspectral Imaging with Fourier Transform Interferometry. Proceedings of the third international Traveling Workshop on Interactions between Sparse models and Technology (iTWIST'16), arXiv:1609.04167.

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Amirafshar Moshtaghpour, Valerio Cambareri, Kévin Degraux, Adriana Cristina Gonzalez Gonzalez, Matthieu Roblin, Laurent Jacques, Philippe Antoine (2016). Coded-Illumination Fourier Transform Interferometry. Golden Jubilee Meeting of the Royal Belgian Society for Microscopy (RBSM).

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Arnaud Browet, Christophe De Vleeschouwer, Laurent Jacques, Navrita Mathiah, Bechara Saykali, Isabelle Migeotte (2016). Cell segmentation with random ferns and graph-cuts. Proceedings of IEEE International Conference on Image Processing.

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Stéphanie Guérit, Adriana González, Anne Bol, John Aldo Lee, Laurent Jacques (2016). Blind Deconvolution of PET Images using Anatomical Priors. iTWIST'16.

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Valerio Cambareri, Laurent Jacques (2016). A non-convex blind calibration method for randomised sensing strategies. Proceedings of International Workshop on “Compressed Sensing Theory and its Applications to Radar, Sonar and Remote Sensing (CoSeRa)”, 2016.

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Valerio Cambareri, Laurent Jacques (2016). A Non-Convex Approach to Blind Calibration from Linear Sub-Gaussian Random Measurements. Proceedings of the “37th WIC Symposium on Information Theory in the Benelux, 6th joint WIC/IEEE SP Symposium on Information Theory and Signal Processing in the Benelux”.

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Valerio Cambareri, Laurent Jacques (2016). A Non-Convex Approach to Blind Calibration for Linear Random Sensing Models. Proceedings of the third international Traveling Workshop on Interactions between Sparse models and Technology iTWIST'16.

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Petros Boufounos, Laurent Jacques, Felix Krahmer, Rayan Saab (2015). Quantization and Compressive Sensing. Compressed Sensing and its Applications.

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Jonathan Rasson, Numa Couniot, Nancy Van Overstraeten, Laurent Jacques, Laurent Francis, Denis Flandre (2015). Quantitative characterization of biofunctionalization layers by robust image analysis for biosensor applications. Sensors and Actuators B: Chemical : international journal devoted to research and development of physical and chemical transducers.

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Stéphanie Guérit, Laurent Jacques, Benoît Macq, John Aldo Lee (2015). Post-reconstruction deconvolution of PET images by total generalized variation regularization. Proc EUSIPCO.

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François Rottenberg, Kévin Degraux, Laurent Jacques, Francois Horlin, Jérôme Louveaux (2015). Pilots allocation for sparse channel estimation in multicarrier systems. Proceedings of the Symposium on Information Theory in the Benelux, (Brussels, Belgium).

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Christophe De Vleeschouwer, Anthony Legrand, Laurent Jacques, Martial Hebert (2015). Mitigating memory requirements for random trees/ferns. Proceedings of the IEEE International Conference on Image Processing.

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Kévin Degraux, Valerio Cambareri, Laurent Jacques, Bert Geelen, Carolina Blanch, Gauthier Lafruit (2015). Generalized inpainting method for hyperspectral image acquisition. Proc. ICIP 2015.

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Prasad Sudhakara Murthy, Laurent Jacques, Xavier Dubois, Philippe Antoine, Luc Joannes (2015). Compressive Imaging and Characterization of Sparse Light Deflection Maps. SIAM Journal on Imaging Sciences.

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Laurent Jacques (2015). A Quantized Johnson Lindenstrauss Lemma: The Finding of Buffon's Needle. IEEE Transactions on Information Theory.

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Adriana Gonzalez Gonzalez, Laurent Jacques (2014). Robust phase unwrapping by convex optimization. Image Processing (ICIP), 2014 IEEE International Conference on.

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Liza Lecarme, Eric Maire, Christophe De Vleeschouwer, Laurent Jacques, Aude Simar, Thomas Pardoen (2014). Heterogenous void growth revealed by in situ 3-D X-ray mocrotomography using automatic cavity tracking. Acta Materialia.

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Emmanuel d'Angelo, Pierre Vandergheynst, Alexandre Alahi, Laurent Jacques (2014). From bits to images: Inversion of local binary descriptors. IEEE Transactions on Pattern Analysis and Machine Intelligence.

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Adriana Gonzalez Gonzalez, Laurent Jacques, Christophe De Vleeschouwer, Philippe Antoine (2014). Compressive optical deflectometric tomography: a constrained total-variation approach. Inverse Problems and Imaging.

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Kévin Degraux, Valerio Cambareri, Bert Geelen, Laurent Jacques, Gauthier Lafruit, Gianluca Setti (2014). Compressive Hyperspectral Imaging by Out-of-Focus Modulations and Fabry-Pérot Spectral Filters. “Proceedings of the second “international Traveling Workshop on Interactions between Sparse models and Technology” (iTWIST'14)”.

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Prasad Sudhakara Murthy, Laurent Jacques, Prasanta Kumar Ghosh (2014). A sparse smoothing approach for Gaussian mixture model based acoustic-to-articulatory inversion. Proceedings of IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2014.

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Cyril Mory, Laurent Jacques (2014). A modified 4D ROOSTER method using the Chambolle-Pock algorithm. Proc. of the Third International Conference on Image Formation in X-Ray Computed Tomography.

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Laurent Jacques, David Hammond, Jalal Fadili (2013). Stabilizing Nonuniformly Quantized Compressed Sensing with Scalar Companders. IEEE Transactions on Information Theory.

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Laurent Jacques, Jason N. Laska, Petros T. Boufounos, Richard G. Baraniuk (2013). Robust 1-Bit Compressive Sensing via Binary Stable Embeddings of Sparse Vectors. IEEE Transactions on Information Theory.

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Laurent Jacques, Kévin Degraux, Christophe De Vleeschouwer (2013). Quantized Iterative Hard Thresholding: Bridging 1-bit and High-Resolution Quantized Compressed Sensing. Proceedings of International Conference on Sampling Theory and Applications 2013, Bremen, Germany.

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Srdjan Kitic, Laurent Jacques, Nilesh Madhu, Michael Peter Hopwood, Ann Spriet, Christophe De Vleeschouwer (2013). Consistent Iterative Hard Thresholding for Signal Declipping. Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on.

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Prasad Sudhakara Murthy, Laurent Jacques, Xavier Dubois, Philippe Antoine, Luc Joannes (2013). Compressive Schlieren Deflectometry. Proceedings of ICASSP 2013.

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Prasad Sudhakara Murthy, Laurent Jacques, Adriana Gonzalez Gonzalez, Xavier Dubois, Philippe Antoine, Luc Joannes (2013). Compressive Acquisition of Sparse Deflectometric Maps. Proceedings of the 10th International Conference on Sampling Theory and Applications (SampTA).

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Emmanuel d'Angelo, Pierre Vandergheynst, Laurent Jacques, Alexandre Alahi (2013). Bits of Images: Inverting Local Image Binary Descriptors. Bits of Images: Inverting Local Image Binary Descriptors.

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Adriana Gonzalez Gonzalez, Laurent Jacques, Philippe Antoine (2012). TV-$\ell_{2}$ Refractive Index Map Reconstruction from Polar Domain Deflectometry. Proc. 1st international Traveling Workshop for Interacting Sparse models and Technology (iTWIST'12), Marseille, France.

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Hossein Afshari, Laurent Jacques, Luigi Bagnato, Alexandre Schmid, Pierre Vandergheynst, Yusuf Leblebici (2012). The PANOPTIC Camera: A Plenoptic Sensor with Real-Time Omnidirectional Capability. Journal of Signal Processing Systems.

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Philippe Antoine, Emmanuel Foumouo, Jean-Luc Dewandel, Didier Beghuin, Adriana Gonzalez Gonzalez, Laurent Jacques (2012). Sparsity-driven optical deflection tomography with non-linear light ray propagation. Optimess 2012.

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Damien Delannay, Laurent Jacques, Christophe De Vleeschouwer (2012). Iterative Hypothesis Testing for Multi-object Tracking with Noisy/Missing Appearance Features. 11th Asian Conference on Computer Vision, Detection and Tracking in Challenging Environments Workshop, Daejeon, Korea, Lecture Notes in Computer Science, Vol. 7724-7727.

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David Hammond, Laurent Jacques, Pierre Vandergheynst (2012). Image modeling with nonlocal spectral graph wavelets. Image Processing and Analysing With Graphs: Theory and Practice.

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Saloomeh Shariati, François-Xavier Standaert, Laurent Jacques, Benoît Macq (2012). Analysis and experimental evaluation of Image-based PUFs. Journal of Cryptographic Engineering.

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Laurent Jacques, David Hammond, Jalal Fadili (2011). Weighted fidelity in non-uniformly quantized compressed sensing. International Conference on Image Processing. Proceedings.

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Laurent Jacques, David Hammond, Jalal Fadili (2011). Weighted $ell_{p}$ Constraints in Noisy Compressed Sensing. Proc. Spars'11, Edinburgh, UK.

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Alexandre Alahi, Laurent Jacques, Yannick Boursier, Pierre Vandergheynst (2011). Sparsity Driven People Localization with a Heterogeneous Network of Cameras. Journal of Mathematical Imaging and Vision.

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Laurent Jacques, Adriana Gonzalez Gonzalez, Emmanuel Foumouo, Philippe Antoine (2011). Refractive index map reconstruction in optical deflectometry using total-variation regularization. SPIE - the International Society for Optical Engineering. Proceedings.

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Adriana Gonzalez Gonzalez, Laurent Jacques, Emmanuel Foumouo, Philippe Antoine (2011). Primal-Dual TV Reconstruction in Refractive Deflectometry. Proc. Spars'11, Edinburgh, UK.

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Hossein Afshari, Laurent Jacques, Alexandre Schmid, Pierre Vandergheynst, Yusuf Leblebici (2011). Hardware Implementation of an Omnidirectional Camera for Real-Time 3D Imaging. 3DTV Conference: The True Vision - Capture, Transmission and Display of 3D Video (3DTV-CON), 2011.

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Guillaume Janssens, Laurent Jacques, Jonathan Orban de Xivry, Xavier Geets, Benoît Macq (2011). Diffeomorphic Registration of Images with Variable Contrast Enhancement. International Journal of Biomedical Imaging.

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Laurent Jacques (2011). Dequantizing Compressed Sensing: When Oversampling and Non-Gaussian Constraints Combine. IEEE Transactions on Information Theory.

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Laurent Jacques, Pierre Vandergheynst (2011). Compressed Sensing: When sparsity meets sampling. Optical and Digital Image Processing Fundamentals and Applications.

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Maxime Taquet, Laurent Jacques, Benoît Macq, Sylvain Jaume (2011). Compact Rotation Invariant Image Descriptors By Spectral Trimming. Image Processing (ICIP), 2011 18th IEEE International Conference on.

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Laurent Jacques, Laurent Duval, Caroline Chaux, Gabriel Peyré (2011). A panorama on multiscale geometric representations, intertwining spatial, directional and frequency selectivity. Signal Processing.

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Saloomeh Shariati, Laurent Jacques, François-Xavier Standaert, Benoît Macq, Mohamed Amine Salhi, Philippe Antoine (2010). Randomly Driven Fuzzy Key Extraction of Unclonable Images. Image Processing (ICIP), 2010 17th IEEE International Conference on.

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Saloomeh Shariati, François-Xavier Standaert, Laurent Jacques, Benoît Macq, M. Salhi, Philippe Antoine (2010). Random Profiles of Laser Marks. PROCEEDINGS OF THE SYMPOSIUM ON INFORMATION THEORY IN THE BENELUX.

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Emmanuel Foumouo, J.-L. Dewandel, L. Joannes, D. Beghuin, Laurent Jacques, Philippe Antoine (2010). Optical tomography based on phase-shifting schlieren deflectometry. Optical Sensing and Detection.

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L. Bagnato, L. Jacques, P. Vandergheynst, H. Afshari, A. Schmid, Y. Leblebici (2010). Omnidirectional Sensor Array System. Ecole Polytechnique Fédérale de Lausanne (EPFL)..

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Maxime Taquet, Laurent Jacques, Christophe De Vleeschouwer, Benoît Macq (2010). Invariant Spectral Hashing of Image Saliency Graph. Proc. of the 3rd International Workshop on Computational Topology in Image Context.

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David Hammond, Karthik Raoaroor, Laurent Jacques, Pierre Vandergheynst (2010). Image denoising with nonlocal spectral graph wavelets. SIAM Conference on Imaging Science.

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Laurent Jacques (2010). A short note on compressed sensing with partially known signal support. Signal Processing.

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V. Majidzadeh, Laurent Jacques, A. Schmid, P. Vandergheynst, Y. Leblebici (2010). A (256*256) pixel 76.7mW CMOS imager/ compressor based on real-time in-pixel compressive sensing:. 2010 IEEE International Symposium on Circuits and Systems. ISCAS 2010.

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Yannick Boursier, Laurent Jacques, Didier Raboud, Pascal Frossard, Jalal Fadili, ïerre Vandergheynst (2009). TV-Regularized Generation of Planar Images from Omnicams. Image Processing (ICIP), 2009 16th IEEE International Conference on.

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A. Alahi, Y. Boursier, Laurent Jacques, P. Vandergheynst (2009). Sport players detection and tracking with a mixed network of planar and omnidirectional cameras. 2009 Third ACM/IEEE International Conference on Distributed Smart Cameras (ICDSC).

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A. Alahi, Laurent Jacques, Y. Boursier, P. Vandergheynst (2009). Sparsity-driven people localization algorithm: evaluation in crowded scenes environments. 2009 Twelfth IEEE International Workshop on Performance Evaluation of Tracking and Surveillance (PETS-Winter 2009).

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Antonin Descampe, Christophe De Vleeschouwer, Laurent Jacques, Ferran Marques (2009). How does digital cinema compress images?. Applied Signal Processing - A MATLAB-based approach.

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Laurent Jacques, David Hammond, Jalal Fadili (2009). Dequantizing Compressed Sensing with Non-Gaussian Constraints. Image Processing (ICIP), 2009 16th IEEE International Conference on.

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Farid Naini, Rémi Gribonval, Laurent Jacques, Pierre Vandergheynst (2009). Compressive Sampling of Pulse Trains : Spread the Spectrum!. Acoustics, Speech and Signal Processing, 2009. ICASSP 2009. IEEE International Conference on.

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Yves Wiaux, Laurent Jacques, G. Puy, A. M. M. Scaife, P. Vandergheynst (2009). Compressed sensing imaging techniques for radio interferometry. Royal Astronomical Society. Monthly Notices.

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Yves Wiaux, Laurent Jacques, Gilles Puy, Anna Scaife, Piere Vandergheynst (2009). Compressed sensing for radio interferometry : prior-enhanced Basis Pursuit imaging techniques. Proc. Spars'09, St Malo, France..

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Laurent Jacques, Pierre Vandergheynst, Alexandre Bibet, Vahid Majidzadeh, Alexandre Schmid, Yusuf Leblebici (2009). CMOS Compressed Imaging by Random Convolution. Acoustics, Speech and Signal Processing, 2009. ICASSP 2009. IEEE International Conference on.

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Alexandre Alahi, Yannick Boursier, Laurent Jacques, Pierre Vandergheynst (2009). A Sparsity Constrained Inverse Problem to Locate People in a Network of Cameras. Digital Signal Processing, 2009 16th International Conference on.

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Laurent Jacques, Eugenio De Vito, Luigi Bagnato, Pierre Vandergheynst (2008). Shape from Texture for Omnidirectional Images. Proc. EUSIPCO'08, Lausanne, 2008.

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Laurent Jacques, Christophe De Vleeschouwer (2008). A geometrical study of matching pursuit parametrization. IEEE Transactions on Signal Processing.

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Laurent Jacques, Jean-Pierre Antoine (2007). Multiselective pyramidal decomposition of images: Wavelets with adaptive angular selectivity. International Journal of Wavelets, Multiresolution and Information Processing.

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Yves Wiaux, Laurent Jacques, Pierre Vandergeynst (2007). Fast spin ±2 spherical harmonics transforms and application in cosmology. Journal of Computational Physics.

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Yves Wiaux, Laurent Jacques, Patricio Vielva Vielva, Pierre Vandergheynst (2006). Fast directional correlation on the sphere with steerable filters. Astrophys. J. 652, 820.

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V Delouille, J De Patoul, JF Hochedez, Laurent Jacques, Jean-Pierre Antoine (2005). Wavelet spectrum analysis of EIT/SOHO images. Solar Physics : a journal for solar and solar-stellar research and the study of solar terrestrial physics.

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Iva Bogdanova, Pierre Vandergheynst, Jean-Pierre Antoine, Laurent Jacques (first author), Marcella Morvidone (2005). Stereographic wavelet frames on the sphere. Applied and Computational Harmonic Analysis.

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Yves Wiaux, P. Vandergheynst, Laurent Jacques (2005). Correspondence principle between spherical and Euclidean wavelets. The Astrophysical Journal : an international review of astronomy and astronomical physics.

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Jean-Pierre Antoine, Laurent Jacques (2004). Traitement de l'image : de l'équation de la chaleur aux ondelettes. IREM-Bordeaux.

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Jean-Pierre Antoine, Laurent Jacques (2004). The multiselectivity scheme: A pyramidal organization of wavelets with variable angular selectivity. Proc. EUSIPCO'04, Vienna, 2004.

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Jean-Pierre Antoine, Laurent Jacques (2004). The 2-D wavelet transform in image processing: Two novel applications. Contemporary Problems in Mathematical Physics (Cotonou, Bénin, Nov. 2003).

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Laurent Jacques (2004). Ondelettes, repères et couronne solaire.

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Iva Bogdanova, Pierre Vandergheynst, Jean-Pierre Antoine, Laurent Jacques, Marcela Morvidone (2004). Discrete wavelet frames on the sphere. Proc. EUSIPCO'04, Vienna, 2004.

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JF Hochedez, Samuel Gissot, Laurent Jacques, Jean-Pierre Antoine (2003). Multiscale observations of the solar atmosphere. GROUP 24: Physical and Mathematical Aspects of Symmetries..

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Jean-Pierre Antoine, Laurent Jacques (2003). Measuring a curvature radius with directional wavelets. GROUP 24: Physical and Mathematical Aspects of Symmetries..

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Samuel Gissot, Jean-François Hochedez, Françoise Dibos, Roman Brajsa, Laurent Jacques, David Berghmans, Andrei Zhukov, Frédéric Clette, H Woehl, Jean-Pierre Antoine (2003). Extracting the apparent motion from two successive EIT images. ““Proceedings of the ISCS Symp. 2003: Solar Variability as an Input to the Earth’s Environment” (June 23-28, 2003)”.

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Jean-Pierre Antoine, Laurent Jacques (2003). Angular multiselectivity analysis of images. SPIE - the International Society for Optical Engineering. Proceedings.

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Jean-Pierre Antoine, Laurence Demanet, Laurent Jacques, P. Vandergheynst (2002). Wavelets on the sphere: implementation and approximations. Applied and Computational Harmonic Analysis.

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J-F. Hochedez, Laurent Jacques, A. Zhukov, F. Clette, Jean-Pierre Antoine (2002). Small features in the EIT-SoHO images. Proc. SOHO-11 Conference ‘From Solar Min to Max: Half a Solar Cycle with SOHO’ (March 2002, Davos, CH).

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Jean-Pierre Antoine, Laurent Demanet, Jean-François Hochedez, Laurent Jacques, Regis Terrier, Erwin Verwichte (2002). Application of the 2-D wavelet transform to astrophysical images. Physicalia Magazine.

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Jean-Pierre Antoine, Laurent Jacques, R Twarock (1999). Wavelet analysis of a quasiperiodic tiling with fivefold symmetry. Physics Letters. Section A: General, Atomic and Solid State Physics.

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Jean-Pierre Antoine, Laurent Jacques, Pierre Vandergheynst (1999). Penrose tilings, quasicrystals, and wavelets. Proc. SPIE 3813, Wavelet Applications in Signal and Image Processing VII.

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Philippe Antoine, Emmanuel Foumouo, Jean-Luc Dewandel, Didier Beghuin, Adriana González, Laurent Jacques (0001). Optical deflection tomography with reconstruction based on sparsity. Proc. of OPTIMESS2012 (4-5 April 2012), Antwerp, Belgium..

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