Publications

Publications

Blelly, H. Moutarde, J.Bobin, Sparse data inpainting for the recovery of Galactic Binaries gravitational wave signals from gapped data, in press, 2022.


Carloni Gertosio, J. Bobin, F. Acero, Semi-Blind Source Separation with Learned Physic-Driven Constraints, in press, 2022.


Bobin, R. Carloni Gertosio, C. Bobin and C. Thiam, Non-linear interpolation learning for example-based inverse problem regularization, submitted, 2022.


Xu, J.Bobin, A. De Vismes, C.Bobin, Quantitative analysis of gamma-ray spectra with spectral unmixing: calibrations for HPGe detectors, in press, 2021.


J.Xu, J.Bobin, A. De Vismes, C.Bobin, Analysis of gamma-ray spectra with spectral unmixing: determination of characteristic limits, in press, 2021.


Picquenot, F. Acero, T. Holland-Ashford, L. A. Lopez, J. Bobin, Three dimensional morphological asymmetries in the ejecta of Cassiopeia A using a component separation method in X-rays, submitted to A&A, 2020.


Carloni Gertosio, J.Bobin, Joint deconvolution and unsupervised source separation for data on the sphere, Signal Processing, in press, 2021.

C.Bobin, H.Paradis, J.Bobin, J.Bouchard, V.Lourenço, C.Thiam, R.André, L.Ferreux, A. de Vismes Ott, M. Thevenin, Spectral Unmixing Applied To Fast identification of gamma-emitting radionuclides using NaI(Tl) detectors, Applied Radiations and Isotopes, in press, 2020.

C. Kervazo, J.Bobin, C.Chenot, F.Sureau, Use of PALM for $\ell_1$ Sparse Matrix Factorization: Difficulty and Rationalization of a Two-Step Approach, DSP, vol.97, 2020.

J. Xu, J.Bobin, A. de Vismes, C.Bobin, Sparse spectral unmixing for activity estimation in gamma-ray spectrometry, Applied Radiations and Isotopes, vol.156, 2020.

A.Picquenot, F. Acero, J. Bobin, P. Maggi, J. Ballet, G.W. Pratt, A novel method for component separation of extended sources in X-ray astronomy, 627, A139, 2019.

A. Pujol, M.Kilbinger, F. Sureau, J.Bobin, A highly precise shape-noise-free shear bias estimator, A&A, 621, A2, 2019.

M. Frontera-Pons, B. Moraes, F.Sureau, J.Bobin, F.Abdalla, Representation learning for automated spectroscopic redshift estimation, A&A, 625, 2019.

M. Irfan, J.Bobin, M-A Miville-Deschênes, I. Grenier Determining thermal dust emission from Planck HFI data using a sparse, parametric technique, A&A, 623, A21, 2019.

J.Fade, E. Perrotin, J.Bobin, Two-pixel polarimetric camera by compressive sensing, Applied Optics, vol. 57, issue 7, 2018.

C. Kervazo, J.Bobin, C.Chenot, Blind separation of a large number of sparse sources, Signal Processing, vol. 150, 2018.

M. Irfan, J.Bobin, Sparse estimation of model-based diffuse thermal dust emission, MNRAS, vol. 474, issue 4, 2018.

C.Chenot, J.Bobin, Blind Source Separation with outliers in transformed domains, SIAM Imaging Science , vol.11, issue 2, 2018.

C.Chenot, J.Bobin, Blind separation of sparse sources in the presence of outliers, Signal Processing, vol. 138, 2017.

M. Frontera-Pons, F.Sureau, J.Bobin, E Le Floc’h, Unsupervised feature learning for galaxy SEDs with denoising autoencoders, A&A, 603, A60, 2017.

M. Jiang, J.Bobin, J-L Starck, Joint Multichannel Deconvolution and Blind Source Separation, SIAM Imaging Science, 10(4), 2017.

J.Bobin, F.Sureau, J-L Starck, CMB estimation from the WMAP and Planck PR2 data, A&A, 591, A50, 2016.

J.Bobin, F.Sureau, J.-L. Starck, Polarized CMB map recovery with sparse component separation, A&A, 583, A92, 2015.

J.Rapin, A.Souloumiac, J.Bobin, A.Larue, C.Junot, M.Ouethrani, J-L Starck, Application of NMF to LC/MS data, Signal Processing, vo. 123, 2015.

C.Chenot, J.Bobin, J.Rapin, Robust sparse blind source separation, IEEE Sig. Proc. Letters, vol. 22, issue 11, 2015.

E.Chapman, A.Bonaldi, G.Harker, V.Jelic, F.Abdalla, G.Bernardi, J.Bobin, F.Dulwich, B.Mort, M.Santos and J-L.Starck Cosmic dawn and Epoch of Reionization foreground removal with the SKA, accepted to the SKA science book ‘Advancing astrophysics with the Square Kilometre Array’, 2015.

J.Bobin , J. Rapin, J.L. Starck and A. Larue, Sparsity and adaptivity for the blind separation of partially correlated sources, IEEE TSP, 63(5), 2015.

J.N. Girard, H. Garsden, J.L. Starck, S. Corbel, A. Woiselle, C. Tasse, J.P. McKean and J. Bobin, Sparse representations and convex optimization as tools for LOFAR radio interferometric imaging, Journal of Instrumentation, vol.10(8), 2015.

F. Sureau,  J.L. Starck, J.Bobin, P. Paykari A. Rassat, Sparse point-source removal for full-sky CMB experiments: application to WMAP 9-year data, 566, A100, 2014.

A.Rassat, J-L Starck, P. Paykari, F. Sureau and J.Bobin, Planck CMB anomalies: astrophysical and cosmological foregrounds and the curse of masking, A&A, 2014.

P.Paykari, F.Lanusse, J.L. Starck, F.Sureau and J.Bobin, PRISM : Sparse recovery of the primordial power spectrum, A&A, 566, A77, 2014.

J.Bobin, F. Sureau,  J.L. Starck, A. Rassat and P. Paykari, Joint Planck and WMAP CMB map reconstruction, A&A, 563, A105, 2014.

J.Rapin, J.Bobin, A. Larue and J.L. Starck, NMF with sparse regularizations in transformed domains, SIAM Imaging Science, Vol. 7, Number 4, 2014.

J.Rapin, J.Bobin, A. Larue and J.L. Starck, Sparse and non-negative BSS for noisy data, IEEE Tr. on signal processing, Vol. 61, Issue 22, 2013.

Planck papers on the 2013 release.

E. Chapman, F. Abdalla, J.Bobin, J.L. Starck, G. Harker, V. Jelic, P. Labropoulos, S. Zaroubi, M. Brentjens, A. De Bruyn and L. Koopmanx, The scale of the problem: recovering images of reionization with GMCA, MNRAS, 459, 2013.

J. Bobin, F. Sureau, P.Paykari, A. Rassat, S. Basak and J.L. Starck, WMAP nine-year CMB estimation using sparsity, A&A, 553, L4, 2013.

J.Bobin, J.-L. Starck, F. Sureau and S. Basak, Sparse component separation for accurate CMB map estimation, A&A, 550, K.2013.

J. Bobin, J.-L. Starck, F. Sureau, and J. Fadili, CMB Map restoration, Advances in Astronomy Vol. 2012.

J-B Melin et al, A comparison of algorithms for the construction of SZ cluster catalogues, A&A, 548(A51), 2012.

V. Studer, J. Bobin, M. Chahid, H. Mousavi, E. Candes, and M. Dahan, Compressive fluorescence microscopy for biological and hyperspectral imaging, PNAS 2012 109 (26).

Y.Moudden and J.Bobin, Hyperspectral BSS using GMCA with spatio-spectral sparsity constraints – IEEE Transactions on image processing – Vol 20. Issue 3. pages 872-879 (2011).

S.R. Becker, J.Bobin and E. Candes, Nesta: a fast and accurate first-order method for compressed sensing, SIAM Journal of Imaging Science, Vol 4 #11 (2011). 

J.-L. Starck and J.Bobin, Astronomical Data Analysis and Sparsity: from Wavelets to Compressed Sensing , proceedings of the IEEE, special issue – Vol 98 – Issue 5 (2010).

J. Fadili, J.-L. Starck, J.Bobin and Y. Moudden, Image decomposition and separation using sparse representations: an overview, proceedings of the IEEE, special issue – Vol 98 – Issue 5 (2010).

L. Perotto, J. Bobin, S. Plaszczynski, J.-L. Starck, A. Lavabre, Reconstruction of the cosmic microwave background lensing for Planck, A&A, 519, A4, 2009.

S.M.Leach, J.-F.Cardoso, C.Baccigalupi, R.B.Barreiro, M.Betoule, J.Bobin, A.Bonaldi, G.de Zotti, J.Delabrouille, C.Dickinson, H.K.Eriksen, J.Gonzalez-Nuevo, F.K.Hansen, D.Herranz, M.LeJeune, M.Lopez-Caniego, E.Martinez-Gonzalez, M.Massardi, J.-B.Melin, M.-A.Miville-Deschenes, G.Patanchon, S.Prunet, S.Ricciardi, E.Salerno, J.L.Sanz, J.-L.Starck, F.Stivoli, V.Stolyarov, R.Stompor and P.Vielva, Component separation methods for the Planck mission, Astronomy and Astrophysics, 491, A2, 2008.

J.Bobin, Y.Moudden, J.-L. Starck, J. Fadili, N. Aghanim, SZ and CMB reconstruction using GMCA, Statistical Methodology, 2008 – Vol. 4, p.307-317.

J.-L. Starck, Y.Moudden and J.Bobin, Polarized Wavelets and Curvelets on the sphere – A&A, 497, A3, 2009. Cit:19 – IF:6.2

J.Bobin, J.-L. Starck and R. Ottensamer, Compressed Sensing in Astronomy, IEEE Journal of Selected Topics in Signal Processing, vol. 2, issue 5, 2008.

J.Bobin, Y.Moudden, J. Fadili, J.-L. Starck, Morphological Diversity and Sparsity for Multivariate Data Restoration, Journal of Mathematical Imaging and Vision, vol. 33, issue 2, 2008.

J.Bobin, J.-L. Starck, J. Fadili, Y. Moudden, and D.L. Donoho, Morphological Component Analysis : An Adaptive Thresholding Strategy, IEEE Transactions on Image Processing, Vol.16, N.11, p. 2675-2681, November 2007.

P.Abrial, Y. Moudden, J.L. Starck, J. Bobin, M.J. Fadili, B. Afeyan and M. Nguyen, Morphological Component Analysis and Inpainting on the Sphere: Application in Physics and Astrophysics,  Journal of Fourier Analysis and Applications  (JFAA), special issue on “Analysis on the Sphere”, Vol.13, N.6, pp 729-748, 2007.

J.Bobin, J.-L. Starck, J. Fadili, Y.Moudden, Sparsity and Morphological Diversity in Blind Source Separation, IEEE Transactions on Image Processing, Vol.16, N.11, p. 2662-2674, November 2007.

J. Bobin, Y. Moudden, J.-L. Starck and M. Elad, Morphological Diversity and Source Separation, IEEE Signal Processing Letters, Vol.13, N.7, p. 409-412, July 2006.

J.Bobin, I. El Hamzaoui, F.Acero, A.Picquenot, Sparse BSS from Poisson Measurements, Hal:XX, 2020.

C.Kervazo, J.Bobin, Sparse Blind Source Separation for Non-Linear Mixtures, HAL: hal-02091102, 2019.