Jérôme Bobin

Publication Activity (10 Years)

Years Active: 2006-2023
Publications (10 Years): 27

Top Topics

Adaptive Particle Swarm Optimization

Independent Components

Sparse Representation

Negative Matrix Factorization

Top Venues

Digit. Signal Process.

Signal Process.

SIAM J. Imaging Sci.

Publications

Rémi Carloni Gertosio, Jérôme Bobin, Fabio Acero
Semi-Blind Source Separation with Learned Constraints. Signal Process. 202 (2023)
Joana Frontera-Pons, Florent Sureau, Jérôme Bobin, Martin Kilbinger
Data-driven templates with dictionary learning and sparse representations for photometric redshift estimation. Astron. Comput. 44 (2023)
Rémi Carloni Gertosio, Jérôme Bobin
Joint deconvolution and blind source separation with non-coplanar interferometric data. Digit. Signal Process. 140 (2023)
Julia Lascar, Jérôme Bobin, Fabio Acero
Sushi: Learning-Based Hyperspectral Image Unmixing with Spectral Variabilities. WHISPERS (2023)
Jérôme Bobin, Rémi Carloni Gertosio, Christophe Bobin, Cheick Thiam
An autoencoder-based model for learning regularizations in unmixing problems. Digit. Signal Process. 139 (2023)
Rémi Carloni Gertosio, Jérôme Bobin, Fabio Acero
Semi-Blind Source Separation with Learned Constraints. CoRR (2022)
Mohammad Fahes, Christophe Kervazo, Jérôme Bobin, Florence Tupin
Unrolling PALM for Sparse Semi-Blind Source Separation. ICLR (2022)
Rémi Carloni Gertosio, Jérôme Bobin
Blind Source Separation with Non-Coplanar Interferometric Data. SAM (2022)
Mohammad Fahes, Christophe Kervazo, Jérôme Bobin, Florence Tupin
unrolling palm for sparse semi-blind source separation. CoRR (2021)
Rémi Carloni Gertosio, Jérôme Bobin
Joint deconvolution and unsupervised source separation for data on the sphere. Digit. Signal Process. 110 (2021)
Jérôme Bobin, Imane El Hamzaoui, Adrien Picquenot, Fabio Acero
Sparse BSS From Poisson Measurements. IEEE Trans. Image Process. 29 (2020)
Christophe Kervazo, T. Liaudat, Jérôme Bobin
Faster and better sparse blind source separation through mini-batch optimization. Digit. Signal Process. 106 (2020)
Christophe Kervazo, Jérôme Bobin, Cécile Chenot, Florent Sureau
sparse matrix factorization: Difficulty and rationalization of a two-step approach. Digit. Signal Process. 97 (2020)
Jérôme Bobin, Fabio Acero, Adrien Picquenot
Metric Learning for Semi-Supervised Sparse Source Separation with Spectral Examples. CAMSAP (2019)
Christophe Kervazo, Jérôme Bobin, Cécile Chenot
Heuristics for Efficient Sparse Blind Source Separation. CoRR (2018)
Cécile Chenot, Jérôme Bobin
Blind Source Separation with Outliers in Transformed Domains. SIAM J. Imaging Sci. 11 (2) (2018)
Joana Frontera-Pons, Florent Sureau, Bruno Moraes, Jérôme Bobin, Filipe B. Abdalla, Jean-Luc Starck
Dictionary Learning for Photometric Redshift Estimation. EUSIPCO (2018)
Imane El Hamzaoui, Jérôme Bobin
Sparse component separation from Poisson measurements. CoRR (2018)
Christophe Kervazo, Jérôme Bobin, Cecile Chenot
Heuristics for Efficient Sparse Blind Source Separation. EUSIPCO (2018)
Christophe Kervazo, Jérôme Bobin, Cecile Chenot
Blind separation of a large number of sparse sources. Signal Process. 150 (2018)
Ming Jiang, Jérôme Bobin, Jean-Luc Starck
Joint Multichannel Deconvolution and Blind Source Separation. CoRR (2017)
Ming Jiang, Jérôme Bobin, Jean-Luc Starck
Joint Multichannel Deconvolution and Blind Source Separation. SIAM J. Imaging Sci. 10 (4) (2017)
Julien Fade, Estéban Perrotin, Jérôme Bobin
Two-pixel polarimetric camera by compressive sensing. CoRR (2017)
Cécile Chenot, Jérôme Bobin
BSS with Corrupted Data in Transformed Domains. LVA/ICA (2017)
Cécile Chenot, Jérôme Bobin
Blind separation of sparse sources in the presence of outliers. Signal Process. 138 (2017)
Jérémy Rapin, Antoine Souloumiac, Jérôme Bobin, Anthony Larue, Christophe Junot, Minale Ouethrani, Jean-Luc Starck
Application of non-negative matrix factorization to LC/MS data. Signal Process. 123 (2016)
Vinayak Abrol, Olivier Absil, Pierre-Antoine Absil, Sandrine Anthoine, Philippe Antoine, Thomas Arildsen, Nancy Bertin, Folkert Bleichrodt, Jérôme Bobin, Anne Bol, Antoine Bonnefoy, Francesco Caltagirone, Valerio Cambareri, Cecile Chenot, Vladimir S. Crnojevic, Marie Danková, Kévin Degraux, Jens Eisert, Mohamed-Jalal Fadili, Marylou Gabrié, Nicolas Gac, Daniele Giacobello, Carlos A. Gomez Gonzalez, Adriana Gonzalez, Pierre-Yves Gousenbourger, Mads Græsbøll Christensen, Rémi Gribonval, Stéphanie Guérit, Shaoguang Huang, Paul Irofti, Laurent Jacques, Ulugbek S. Kamilov, Srdan Kitic, Martin Kliesch, Florent Krzakala, John A. Lee, Wenzhi Liao, Tobias Lindstrøm Jensen, Andre Manoel, Hassan Mansour, Ali Mohammad-Djafari, Amirafshar Moshtaghpour, Fred Maurice Ngolè Mboula, Benoît Pairet, Marko Panic, Gabriel Peyré, Aleksandra Pizurica, Pavel Rajmic, Matthieu Roblin, Ingo Roth, Anil Kumar Sao, Pulkit Sharma, Jean-Luc Starck, Eric W. Tramel, Toon van Waterschoot, Dejan Vukobratovic, Li Wang, Benedikt Wirth, Gerhard Wunder, Hongyan Zhang
Proceedings of the third "international Traveling Workshop on Interactions between Sparse models and Technology" (iTWIST'16). CoRR (2016)
Cecile Chenot, Jérôme Bobin, Jérémy Rapin
Robust Sparse Blind Source Separation. CoRR (2015)
Cecile Chenot, Jérôme Bobin, Jérémy Rapin
Robust Sparse Blind Source Separation. IEEE Signal Process. Lett. 22 (11) (2015)
Jérôme Bobin, Jérémy Rapin, Anthony Larue, Jean-Luc Starck
Sparsity and Adaptivity for the Blind Separation of Partially Correlated Sources. IEEE Trans. Signal Process. 63 (5) (2015)
Jérôme Bobin, Jérémy Rapin, Anthony Larue, Jean-Luc Starck
Sparsity and adaptivity for the blind separation of partially correlated sources. CoRR (2014)
Jérémy Rapin, Jérôme Bobin, Anthony Larue, Jean-Luc Starck
NMF with Sparse Regularizations in Transformed Domains. SIAM J. Imaging Sci. 7 (4) (2014)
Saima Ben Hadf, Jérôme Bobin, Arnaud Woiselle
Blind source separation based anomaly detection in multi-spectral images. ICIP (2014)
Jérémy Rapin, Jérôme Bobin, Anthony Larue, Jean-Luc Starck
NMF with Sparse Regularizations in Transformed Domains. CoRR (2014)
Jérôme Bobin, Jean-Luc Starck, Jérémy Rapin, Anthony Larue
Sparse blind source separation for partially correlated sources. ICIP (2014)
Makhlad Chahid, Jérôme Bobin, Hamed Shams Mousavi, Emmanuel J. Candès, Maxime Dahan, Vincent Studer
Hyperspectral fluorescence microscopy based on Compressive Sampling. CoRR (2013)
Jérémy Rapin, Jérôme Bobin, Anthony Larue, Jean-Luc Starck
Sparse and Non-Negative BSS for Noisy Data. IEEE Trans. Signal Process. 61 (22) (2013)
Jérémy Rapin, Jérôme Bobin, Anthony Larue, Jean-Luc Starck
Sparse redundant formulations and non-negativity in Blind Source Separation. EUSIPCO (2013)
Jérémy Rapin, Jérôme Bobin, Anthony Larue, Jean-Luc Starck
Sparse and Non-Negative BSS for Noisy Data. CoRR (2013)
Stephen Becker, Jérôme Bobin, Emmanuel J. Candès
NESTA: A Fast and Accurate First-Order Method for Sparse Recovery. SIAM J. Imaging Sci. 4 (1) (2011)
Yassir Moudden, Jérôme Bobin
Hyperspectral BSS Using GMCA With Spatio-Spectral Sparsity Constraints. IEEE Trans. Image Process. 20 (3) (2011)
Jérôme Bobin, Florent Sureau, Jean-Luc Starck
Source separation in cosmology, from global to local models. ICIP (2011)
Mohamed-Jalal Fadili, Jean-Luc Starck, Jérôme Bobin, Yassir Moudden
Image Decomposition and Separation Using Sparse Representations: An Overview. Proc. IEEE 98 (6) (2010)
Jean-Luc Starck, Jérôme Bobin
Astronomical Data Analysis and Sparsity: From Wavelets to Compressed Sensing. Proc. IEEE 98 (6) (2010)
Jérôme Bobin, Emmanuel J. Candès
A fast and accurate first-order algorithm for compressed sensing. ICIP (2009)
Yassir Moudden, Jérôme Bobin, Jean-Luc Starck, Jalal Fadili
Blind Source Separation with Spatio-SpectralSparsity Constraints - Application to Hyperspectral Data Analysis. ICA (2009)
Jérôme Bobin, Yassir Moudden, Jean-Luc Starck, Mohamed-Jalal Fadili
Sparsity and morphological diversity for hyperspectral data analysis. ICIP (2009)
Jérôme Bobin, Yassir Moudden, Jalal Fadili, Jean-Luc Starck
Morphological Diversity and Sparsity for Multichannel Data Restoration. J. Math. Imaging Vis. 33 (2) (2009)
Jérôme Bobin, Jean-Luc Starck, Roland Ottensamer
Compressed Sensing in Astronomy. IEEE J. Sel. Top. Signal Process. 2 (5) (2008)
Jérôme Bobin, Jean-Luc Starck, Jalal Fadili, Yassir Moudden
Sparsity and Morphological Diversity in Blind Source Separation. IEEE Trans. Image Process. 16 (11) (2007)
Jérôme Bobin, Yassir Moudden, Jalal Fadili, Jean-Luc Starck
Morphological Diversity and Sparsity in Blind Source Separation. ICA (2007)
Jérôme Bobin, Jean-Luc Starck, Jalal Fadili, Yassir Moudden, David L. Donoho
Morphological Component Analysis: An Adaptive Thresholding Strategy. IEEE Trans. Image Process. 16 (11) (2007)
Jérôme Bobin, Yassir Moudden, Jean-Luc Starck
Enhanced Source Separation by Morphological Component Analysis. ICASSP (5) (2006)
Jérôme Bobin, Yassir Moudden, Jean-Luc Starck, Michael Elad
Morphological diversity and source separation. IEEE Signal Process. Lett. 13 (7) (2006)