Publications

In the pipeline …

C.Chenot, J.Bobin, Unsupervised separation of sparse sources in the presence of outliers, in preparation, 2016.

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

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

Book chapter :

J.Bobin, J.-L. Starck, Y.Moudden, J. Fadili, Blind Source Separation: the Sparsity Revolution, Advances in Imaging and

Electron Physics, Vol. 152, p. 221-298 – Peter W. Hawkes Ed. – 2008.

Refereed journal papers :

2015

C.Chenot, J.Bobin, J.Rapin, Robust sparse blind source separation, IEEE Sig. Proc. Letters, in press, 2015.

J.Bobin, F.Sureau, J.-L. Starck, Polarized CMB map recovery with sparse component separation, A&A, in press, 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.

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, 2014
J. Rapin, J.Bobin, A. Larue and J.L. Starck, NMF with sparse regularizations in transformed domains, SIAM Imaging science, 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
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, A&A, In press, 2014

2013

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.
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.

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

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)

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

2011

 

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 – 2009 – SIAM Journal of Imaging Science, Vol 4 #11 (2011).

2010

J.-L. Starck and J.Bobin, Astronomical Data Analysis and Sparsity: from Wavelets to Compressed Sensing – 2009 – 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 – 2009 – proceedings of the IEEE, special issue – Vol 98 – Issue 5 (2010).

2009

L. Perotto, J. Bobin, S. Plaszczynski, J.-L. Starck, A. Lavabre, Reconstruction of the cosmic microwave background lensing for Planck, A&A – 2009.
J.-L. Starck, Y.Moudden and J.Bobin, Polarized Wavelets and Curvelets on the sphere – A&A – 2009.

2008

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, 2008 – in press.

J.Bobin, J.-L. Starck and R. Ottensamer, Compressed Sensing in Astronomy, IEEE Journal of Selected Topics in Signal Processing, 2008 – in press.
J.Bobin, Y.Moudden, J. Fadili, J.-L. Starck, Morphological Diversity and Sparsity for Multivariate Data Restoration, Journal of Mathematical Imaging and Vision, 2008 – in press.
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.

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, 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.

2006

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.

Conference papers :

This is list has not been updated since 2009

2009

J.Bobin and J.-L. Starck, Compressed sensing in astronomy and remote sensing: a data fusion perspective – SPIE 2009.

J.Bobin, Y. Moudden,  J.-L. Starck and J. Fadili, Sparsity constraints for hyperspectral data analysis: linear mixture model and beyond – SPIE 2009.

J.Bobin and E. Candes, A fast and accurate first-order method for compressed sensing – ICIP 2009.

J.Bobin, Y. Moudden,  J.-L. Starck and J. Fadili, Sparsity and morphological diversity for hyperspectral data analysis – ICIP  2009.

Y. Moudden, J.Bobin, J.-L. Starck and J. Fadili, Blind source separation with spatio-spectral sparsity constraints – Applications to Hyperspectral data – ICA 2009, Brazil, March 2009.

Y. Moudden, J.Bobin, J.-L. Starck and J. Fadili, Dictionary learning with spatio-spectral sparsity constraints – SPARS 2009, St-Malo, To appear.

2008

J.Bobin, J.-L. Starck, Compressed Sensing in Astronomy, Astronomical Data Analysis (ADA V), Heraklion, Greece, May 2008.

Y. Moudden, J.Bobin, J.-L. Starck, An iterative thresholding algorithm for joint deconvolution and source separation of multichannel data, Astronomical Data Analysis (ADA V), Heraklion, Greece, May 2008.

2007

J.Bobin, Y. Moudden, J. Fadili, J.-L. Starck, Morphological diversity and sparsity in blind sources separation, Int. Conference on Independent Component Analysis and Signal Separation (ICA 2007), London, UK, September 2007.

J. Bobin, J. Fadili, Y. Moudden, J.-L. Starck, Morphological diversity and sparsity: New insights into multivariate data analysis, Proceedings of the SPIE conference wavelets (SPIE 2007), San Diego, USA, August 2007.

2006

J.Bobin, Y.Moudden, J.-L. Starck, J. Fadili, N. Aghanim, SZ and CMB reconstruction using GMCA, Astronomical

Data Analysis (ADA IV), Marseille, France, September 2006.

A.Bobin, Y. Moudden, J.-L. Starck, Enhanced Source Separation by Morphological Component Analysis, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2006), Toulouse, France, May 2006.

2005

J. Bobin, Y. Moudden, J.-L. Starck and M. Elad, Multichannel Morphological Component Analysis, Proceedings of SPARS’05, Rennes, France, November 2005.

J.-L. Starck, Y. Moudden, J. Bobin, M. Elad, and D.L. Donoho, Morphological Component Analysis, Proceedings of the SPIE conference wavelets, Vol. 5914, San Diego, USA, July 2005.

Technical report :

S.Ben Hadj, J.Bobin, A. Woiselle, Local subspace projection-based anomaly detection for complex multi-spectral images, Technical report – CEA Saclay, 2015.

R.Lguensat, J. Bobin, F.Sureau, Non-linear optimization under sparsity constraint, Technical report – CEA Saclay, September 2014.

 

Q.Leone, E. LeFloch, J.Bobin, A new method for galaxy classification, an application to cluster detection, Technical report – CEA Saclay, July 2014.

 

J. Bobin, Y. Zheng, Multichannel data analysis via sparse/low rank matrix decomposition, Technical report – CEA Saclay, June 2011.

 

J. Bobin, J.-L. Starck, Compressed Sensing for Hershel, Technical report – CEA Saclay, September 2006.

PhD dissertation (in French):

J.Bobin, Diversite morphologique et analyse de donnees multivaluees (morphological diversity and multivalued data analysis) – 2008.

HDR dissertation (in French): 

J.Bobin, De la parcimonie pour l’analyse de données multispectrales et ses applications en cosmologie, 2015