# Publications

(2021). The Separation Capacity of Random Neural Networks. DeepMath” (virtual event), November 4, 2021..

(2021). The Importance of Phase in Complex Compressive Sensing. IEEE Transactions on Information Theory.

(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.

(2021). Compressive learning with privacy guarantees. Information and Inference: A Journal of the IMA.

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

(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.

(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.

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

(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.

(2020). Factorization over interpolation: A fast continuous orthogonal matching pursuit. in Proceedings of iTWIST'20, Paper-ID: 45, Nantes, France, December, 2-4, 2020.

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

(2019). Sparsity-Driven Moving Target Detection in Distributed Multistatic FMCW Radars. in Proceedings of IEEE CAMSAP 2019, Le Gosier, France, December, 15-18, 2019.

(2019). One-Bit Sensing of Low-Rank and Bisparse Matrices. Proceeding of Sampta 2019.

(2019). Near Sensor Decision Making via Compressed Measurements for Highly Constrained Hardware. 2019 53rd Asilomar Conference on Signals, Systems, and Computers.

(2019). Exploring Hierarchical Machine Learning for Hardware-Limited Multi-Class Inference on Compressed Measurements. 2019 IEEE International Symposium on Circuits and Systems (ISCAS).

(2019). Differentially Private Compressive K-means. ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

(2019). Compressive k-Means with Differential Privacy. “Proceedings of SPARS'19”.

(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).

(2018). Quantized Compressive K-Means. IEEE Signal Processing Letters.

(2018). Multispectral Compressive Imaging Strategies Using Fabry–Pérot Filtered Sensors. IEEE Transactions on Computational Imaging.

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

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

(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).

(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.

(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).

(2017). On the Noise Robustness of Simultaneous Orthogonal Matching Pursuit. IEEE Transactions on Signal Processing.

(2017). Discriminative and efficient label propagation on complementary graphs for multi-object tracking. IEEE Transactions on Pattern Analysis and Machine Intelligence.

(2017). A greedy blind calibration method for compressed sensing with unknown sensor gains. Proceedings of IEEE International Symposium on Information Theory.

(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.

(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”.

(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”.

(2016). Interpolation on manifolds using Bézier functions. “Proceedings of the third international Traveling Workshop on Interactions between Sparse models and Technology iTWIST'16”.

(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.

(2016). Coded-Illumination Fourier Transform Interferometry. Golden Jubilee Meeting of the Royal Belgian Society for Microscopy (RBSM).

(2016). Cell segmentation with random ferns and graph-cuts. Proceedings of IEEE International Conference on Image Processing.

(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.

(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”.

(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.

(2015). Quantization and Compressive Sensing. Compressed Sensing and its Applications.

(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.

(2015). Pilots allocation for sparse channel estimation in multicarrier systems. Proceedings of the Symposium on Information Theory in the Benelux, (Brussels, Belgium).

(2015). Mitigating memory requirements for random trees/ferns. Proceedings of the IEEE International Conference on Image Processing.

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

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

(2014). From bits to images: Inversion of local binary descriptors. IEEE Transactions on Pattern Analysis and Machine Intelligence.

(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)”.

(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.

(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.

(2013). Stabilizing Nonuniformly Quantized Compressed Sensing with Scalar Companders. IEEE Transactions on Information Theory.

(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.

(2013). Consistent Iterative Hard Thresholding for Signal Declipping. Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on.

(2013). Compressive Schlieren Deflectometry. Proceedings of ICASSP 2013.

(2013). Compressive Acquisition of Sparse Deflectometric Maps. Proceedings of the 10th International Conference on Sampling Theory and Applications (SampTA).

(2013). Bits of Images: Inverting Local Image Binary Descriptors. Bits of Images: Inverting Local Image Binary Descriptors.

(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.

(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.

(2012). Image modeling with nonlocal spectral graph wavelets. Image Processing and Analysing With Graphs: Theory and Practice.

(2012). Analysis and experimental evaluation of Image-based PUFs. Journal of Cryptographic Engineering.

(2011). Weighted fidelity in non-uniformly quantized compressed sensing. International Conference on Image Processing. Proceedings.

(2011). Weighted $ell_{p}$ Constraints in Noisy Compressed Sensing. Proc. Spars'11, Edinburgh, UK.

(2011). Sparsity Driven People Localization with a Heterogeneous Network of Cameras. Journal of Mathematical Imaging and Vision.

(2011). Refractive index map reconstruction in optical deflectometry using total-variation regularization. SPIE - the International Society for Optical Engineering. Proceedings.

(2011). Primal-Dual TV Reconstruction in Refractive Deflectometry. Proc. Spars'11, Edinburgh, UK.

(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.

(2011). Diffeomorphic Registration of Images with Variable Contrast Enhancement. International Journal of Biomedical Imaging.

(2011). Compressed Sensing: When sparsity meets sampling. Optical and Digital Image Processing Fundamentals and Applications.

(2011). Compact Rotation Invariant Image Descriptors By Spectral Trimming. Image Processing (ICIP), 2011 18th IEEE International Conference on.

(2010). Randomly Driven Fuzzy Key Extraction of Unclonable Images. Image Processing (ICIP), 2010 17th IEEE International Conference on.

(2010). Random Profiles of Laser Marks. PROCEEDINGS OF THE SYMPOSIUM ON INFORMATION THEORY IN THE BENELUX.

(2010). Omnidirectional Sensor Array System. Ecole Polytechnique Fédérale de Lausanne (EPFL)..

(2010). Invariant Spectral Hashing of Image Saliency Graph. Proc. of the 3rd International Workshop on Computational Topology in Image Context.

(2010). Image denoising with nonlocal spectral graph wavelets. SIAM Conference on Imaging Science.

(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.

(2009). TV-Regularized Generation of Planar Images from Omnicams. Image Processing (ICIP), 2009 16th IEEE International Conference on.

(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).

(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).

(2009). How does digital cinema compress images?. Applied Signal Processing - A MATLAB-based approach.

(2009). Dequantizing Compressed Sensing with Non-Gaussian Constraints. Image Processing (ICIP), 2009 16th IEEE International Conference on.

(2009). Compressive Sampling of Pulse Trains : Spread the Spectrum!. Acoustics, Speech and Signal Processing, 2009. ICASSP 2009. IEEE International Conference on.

(2009). Compressed sensing imaging techniques for radio interferometry. Royal Astronomical Society. Monthly Notices.

(2009). CMOS Compressed Imaging by Random Convolution. Acoustics, Speech and Signal Processing, 2009. ICASSP 2009. IEEE International Conference on.

(2009). A Sparsity Constrained Inverse Problem to Locate People in a Network of Cameras. Digital Signal Processing, 2009 16th International Conference on.

(2008). Shape from Texture for Omnidirectional Images. Proc. EUSIPCO'08, Lausanne, 2008.

(2008). A geometrical study of matching pursuit parametrization. IEEE Transactions on Signal Processing.

(2007). Multiselective pyramidal decomposition of images: Wavelets with adaptive angular selectivity. International Journal of Wavelets, Multiresolution and Information Processing.

(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.

(2005). Stereographic wavelet frames on the sphere. Applied and Computational Harmonic Analysis.

(2005). Correspondence principle between spherical and Euclidean wavelets. The Astrophysical Journal : an international review of astronomy and astronomical physics.

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

(2004). Discrete wavelet frames on the sphere. Proc. EUSIPCO'04, Vienna, 2004.

(2003). Multiscale observations of the solar atmosphere. GROUP 24: Physical and Mathematical Aspects of Symmetries..

(2003). Measuring a curvature radius with directional wavelets. GROUP 24: Physical and Mathematical Aspects of Symmetries..

(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)”.

(2003). Angular multiselectivity analysis of images. SPIE - the International Society for Optical Engineering. Proceedings.

(2002). Wavelets on the sphere: implementation and approximations. Applied and Computational Harmonic Analysis.

(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).

(1999). Wavelet analysis of a quasiperiodic tiling with fivefold symmetry. Physics Letters. Section A: General, Atomic and Solid State Physics.

(1999). Penrose tilings, quasicrystals, and wavelets. Proc. SPIE 3813, Wavelet Applications in Signal and Image Processing VII.

(0001). Optical deflection tomography with reconstruction based on sparsity. Proc. of OPTIMESS2012 (4-5 April 2012), Antwerp, Belgium..