On the concentration of the minimizers of empirical risks Journal of Machine Learning Research 2024 Journal
Full inference for the anisotropic fractional Brownian field Theory of Probability and Mathematical Statistics 2024 HAL
Random walk informed heterogeneity detection reveals how the lymph node conduit network influences T cells collective exploration behavior PLoS Computational Biology 2023 Journal arXiv
Learning low-dimensional models of microscopes IEEE Transactions on Computational Imaging 2021 PDF
Fast Wavelet Decomposition of Linear Operators through Product-Convolution Expansions IMA Journal of Numerical Analysis 2020 PDF
A Scalable Estimator of Sets of Integral Operators Inverse Problems 2019 PDF
Contrast Invariant SNR and Isotonic Regressions International Journal of Computer Vision 2019 HAL
Accelerating l1-l2 Deblurring using Wavelet Expansions of Operators Journal of Computational and Applied Mathematics 2018 PDF Video
Learning and Exploiting Physics of Degradations 5th Int. Conf. Compressed Sensing applied to Radar, Multimodal Sensing and Imaging (CoSeRa) 2018 PDF
Estimation of Linear Operators from Scattered Impulse Responses Applied and Computational Harmonic Analysis 2017 PDF
Approximation of Integral Operators using Product-Convolution Expansions Journal of Mathematical Imaging and Vision 2017 PDF
A Variational Model for Multiplicative Structured Noise Removal Journal of Mathematical Imaging and Vision 2017 PDF
Sparse Wavelet Representations of Spatially Varying Blurring Operators SIAM Journal on Imaging Sciences (SIIMS) 2015 PDF
High-Resolution in-depth Imaging of Optically Cleared Thick Samples using an Adaptive SPIM Nature Scientific Reports 2015 PDF
Approximation et Estimation des Opérateurs de Flou Variable Proc. GRETSI 2015 PDF
Compression et inférence des opérateurs intégraux. Applications à la restauration d’images dégradées par des flous variables.
Defended in September 2016
PDF
Foundations of Computational Mathematics
Journal of Mathematical Imaging and Vision
Journal on Uncertainty Quantification
SIAM Journal on Imaging Sciences
SIAM Journal on Scientific Computing
IEEE Transactions on Image Processing
IEEE Transactions on Signal Processing
Inverse Probles and Imaging
Nature and Methods
Frontiers in Applied Mathematics and Statistics
Journal of Microscopy
Sensors
Dec 2017 : PhD Award from the Académie des Sciences de Toulouse
May 2024: SIAM Conference on Applied Linear Algebra, Paris (France)
Learning Low-Dimensional Models of Microscopes
October 2023: Seminar of the Statistic team of the LPSM Lab, Paris (France)
On the Concentration of the Minimizers of Empirical Risks
May 2023: Multidisciplinary Optimization Seminar in Toulouse, Toulouse (France)
On the Concentration of the Minimizers of Empirical Risks
September 2022: Seminar of the Statistics and Optimization Group of the IMT Lab, Toulouse (France)
Concentration of solutions of optimization problems
December 2021: Seminar of the Signal and Communications Group of the IRIT Lab, Toulouse (France)
Concentration of solutions of optimization problems
November 2021 : Advanced optimization methods for inverse problems & applications to image microscopy, Florence (Italy)
Learning low-dimensional models of microscopes
July 2019 : International Congress for Industrial and Applied Mathematics, Valencia (Spain)
Multi-Scale Decomposition of Transformations (MUSCADET)
June 2019 : Large-Scale Scientific Computations, Sozopol (Bulgaria)
Multi-Scale Decomposition of Transformations (MUSCADET)
November 2018 : Journee SIGMA, Paris (France)
Multi-Scale Decomposition of Transformations (MUSCADET)
June 2018 : Curves and Surfaces, Arcachon (France)
Multi-Scale Decomposition of Transformations (MUSCADET)
June 2018 : Imaging and Applied Optics Congress, Orlando (USA)
Learning and exploiting physics of degradations
June 2018 : Imaging in Paris Seminar (France)
Multi-Scale Decomposition of Transformations (MUSCADET)
October 2017 : Seminar Equipe Signal et Image, Institut des Mathématiques de Marseille (France)
Numerical methods for solving inverse problems and learning in high dimension
October 2017 : Seminar Equipe MORPHEME, INRIA Sophia-Antipolis (France)
Numerical methods for solving inverse problems and learning in high dimension
October 2017 : Seminar Equipe Image, GREYC, Caen (France)
Numerical methods for solving inverse problems and learning in high dimension
October 2017 : Seminar Equipe IOP, Institut des Mathématiques de Bordeaux (France)
Numerical methods for solving inverse problems and learning in high dimension
June 2016 : GDR ISIS: Apprentissage et/ou traitement du signal et des images sur graphes, Paris (France)
Contrast invariant SNRs
May 2016 : CANUM 2016, Obernai (France)
Approximation and estimation of spatially varying operators
November 2015 : BioImage Informatics 2015, GDR 2588, Institut Pasteur, Paris (France)
On wavelet expansion of blurring operators and its application to deconvolution
September 2015 : COSMOSTAT Journal Club 2015, CEA Saclay (France)
On wavelet expansion of blurring operators
September 2015 : GRETSI 2015, Lyon (France)
Approximation and estimation of spatially varying blurring operators
June 2015 : SMAI 2015, Les Karellis, Savoie (France)
Approximation and estimation of spatially varying blurring operators
November 2014 : GDR ISIS, Telecom ParisTech, Paris (France)
Approximation and estimation of spatially varying blurring operators
May 2014 : ICCHA 5, Vanderbilt University, Nashville TN (USA)
Sparse Approximations of Spatially Varying Blur Operators in the Wavelet Domain
May 2014 : SIAM Conference on Imaging Science, Baptist University, Hong-Kong
Sparse Approximations of Spatially Varying Blur Operators in the Wavelet Domain
May 2013 : NCMIP, ENS Cachan (France)
Image restoration using sparse approximations of spatially varying blur operators in the wavelet domain
February 2013 : ICPRAM 2013, Barcelona (Spain)
Spatially Varying Blur Recovery. Diagonal Approximations in the Wavelet Domain
March 2022: SIAM Conference on Imaging Science. Mini-symposium with L. Calatroni and Y. Traonmilin:
Non-Convex Optimization Methods for Inverse Problems in Imaging: From Theory to Applications URL
October 2021 : Thematic days (GDR MIA) on High-Dimensional Data Analysis URL
July 2020: SIAM Conference on Imaging Science. Mini-symposium with L. Calatroni and E. Soubies:
Advances in Non-Smooth/Non-Convex Optimization for Inverse Problems in Imaging URL
November 2019: Optimization on Measure Spaces, Toulouse (France)
November 2019: Lectures on "Learning for solving inverse problems", Marseille (France)
November 2019: Computational Aspects of Geometry, Toulouse (France)
October 2019: Information Geometry, Toulouse (France)
September 2019: Topology for Learning and Data Analysis, Toulouse (France)
March 2019: Statistical modeling for shapes and imaging, Paris (France)
February 2019: Variational methods and optimization in imaging, Paris (France)
November 2018 : iTWIST 2018, Marseille (France). Poster:
Multi-scale decomposition of transformations
September 2017: GRETSI 2017, Juan-les-Pins (France)
July 2017: Foundations of Computational Mathematics, (FOCM 2017), Barcelona (Spain). Poster:
Multi-scale decomposition of transformations
September 2016: Multivariate Approximation and Interpolation with Applications, (MAIA'2016), CIRM Marseille (France). Poster:
Estimation of linear integral operator from scattered impulse responses
January 2016: Mathematics and Image Analysis Conference (MIA'16), Institut Henri Poincaré, Paris (France)
December 2015: Second Workshop on Optimization for Image and Signal Processing, Institut Henri Poincaré, Paris (France)
October 2014: Doctoral School on Computational Harmonic Analysis, Chaire Jean Morlet, CIRM Marseille (France)
July 2014: BioImage Informatics and Modeling at the Cellular Scale, Jtm14, IMT Toulouse (France)
November 2013: First Workshop on Optimization for Image and Signal Processing, MAORI, Ecole Polytechnique Palaiseau (France)
June 2013: Optimization and Statistics in Image Processing, CIMI Image Processing, IMT Toulouse (France)
June 2013: Image Processing Thematic School, CIMI Image Processing, Saint-Lary (France)