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Full list of publications and communications

Submitted papers or in preparation

  1. N. Dobigeon, L. Tits, B. Somers, Y. Altmann and P. Coppin, "A comparison of nonlinear mixing models for vegetated areas using simulated and real hyperspectral data," submitted.
    Preprint available on arXiv: arXiv.

International journal papers

  1. Y. Altmann, N. Dobigeon and J.-Y. Tourneret, "Unsupervised post-nonlinear unmixing of hyperspectral images using a Hamiltonian Monte Carlo algorithm," IEEE Trans. Image Processing, to appear.
    Preprint available on arXiv: arXiv. Related technical report: Télécharger le document

  2. Y. Altmann, N. Dobigeon, S. McLaughlin and J.-Y. Tourneret, "Residual component analysis of hyperspectral images - Application to joint nonlinear unmixing and nonlinearity detection," IEEE Trans. Image Processing, to appear.
    Preprint available on arXiv: arXiv. Related technical report: Télécharger le document

  3. Y. Altmann, N. Dobigeon , S. McLaughlin and J.-Y. Tourneret, "Nonlinear spectral unmixing of hyperspectral images using Gaussian processes," IEEE Trans. Signal Processing, vol. 61, no. 10, pp. 2442-2453, May 2013.
    Paper: Download the document [ BIBTEX ]. Related technical report: Télécharger le document

  4. Y. Altmann, N. Dobigeon and J.-Y. Tourneret, "Nonlinearity detection in hyperspectral images using a polynomial post-nonlinear mixing model," IEEE Trans. Image Processing, vol. 22, no. 4, pp. 1267-1276, Apr. 2013.
    Paper: Download the document [ BIBTEX ]. Related technical report: Télécharger le document

  5. Y. Altmann, A. Halimi, N. Dobigeon and J.-Y. Tourneret, "Supervised nonlinear spectral unmixing using a post-nonlinear mixing model for hyperspectral imagery," IEEE Trans. Image Processing, vol. 21, no. 6, pp. 3017-3025, June 2012.
    Paper: Download the document [ BIBTEX ]. Related technical report: Télécharger le document

  6. A. Halimi, Y. Altmann, N. Dobigeon and J.-Y. Tourneret, "Nonlinear unmixing of hyperspectral images using a generalized bilinear model," IEEE Trans. Geoscience and Remote Sensing, vol. 49, no. 11, pp. 4153-4162, Nov. 2011.
    Paper: Download the document [ BIBTEX ]. Related technical report: Télécharger le document

International conference papers

  1. Y. Altmann, N. Dobigeon, S. McLaughlin and J.-Y. Tourneret, "Residual component analysis of hyperspectral images for joint nonlinear unmixing and nonlinearity detection," Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP), to appear.
    Paper: Download the document [ BIBTEX ]. Related technical report: Télécharger le document

  2. Y. Altmann, N. Dobigeon , and J.-Y. Tourneret, "Bayesian algorithm for unsupervised unmixing of hyperspectral images using a post-nonlinear model," Proc. European Signal Processing Conf. (EUSIPCO), Marrakech, Marroco, Sept. 2013, to appear.
    Paper: Download the document [ BIBTEX ]. Related technical report: Télécharger le document

  3. Y. Altmann, N. Dobigeon, J.-Y. Tourneret and S. McLaughlin, "Nonlinear hyperspectral unmixing using Gaussian processes," IEEE GRSS Workshop on Hyperspectral Image and SIgnal Processing: Evolution in Remote Sensing (WHISPERS), Gainesville, FL, June 2013.
    Paper: Download the document [ BIBTEX ].
    Note: Best Paper Award

  4. Y. Altmann, N. Dobigeon, J.-Y. Tourneret and J. C. M. Bermudez, "A robust test for nonlinear mixture detection in hyperspectral images," in Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP), Vancouver, Canada, 2013, to appear.
    Paper: Download the document [ BIBTEX ].

  5. Y. Altmann, N. Dobigeon and J.-Y. Tourneret , "Detecting nonlinear mixtures in hyperspectral images," IEEE GRSS Workshop on Hyperspectral Image and SIgnal Processing: Evolution in Remote Sensing (WHISPERS), Shangai, China, June 2012.
    Paper: Download the document [ BIBTEX ].

  6. Y. Altmann, N. Dobigeon, S. McLaughlin and J.-Y. Tourneret, "Nonlinear unmixing of hyperspectral images using Gaussian processes," in Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP), Kyoto, Japan, March 2012, pp. 1249-1252.
    Paper: Download the document [ BIBTEX ].

  7. Y. Altmann, N. Dobigeon, S. McLaughlin and J.-Y. Tourneret , "Nonlinear unmixing of hyperspectral images using radial basis functions and orthogonal least squares", IEEE Int.Geoscience and Remote Sensing Symp. (IGARSS), Vancouver, Canada, July 2011, pp. 1151-1154.
    Paper: Download the document [ BIBTEX ].

  8. Y. Altmann, A. Halimi, N. Dobigeon and J.-Y. Tourneret , "A post nonlinear mixing model for hyperspectral images unmixing", IEEE Int.Geoscience and Remote Sensing Symp. (IGARSS), Vancouver, Canada, July 2011, pp. 1882-1885.
    Paper: Download the document [ BIBTEX ].

  9. A. Halimi, Y. Altmann, N. Dobigeon, and J.-Y. Tourneret, "Unmixing hyperspectral images using the generalized bilinear model," in Proc. IEEE Int. Geosci. Remote Sens. Symp. (IGARSS), Vancouver, Canada, July 2011, pp. 1886-1889.
    Paper: Download the document [ BIBTEX ].

  10. A. Halimi, Y. Altmann, N. Dobigeon and J.-Y. Tourneret, "Nonlinear unmixing of hyperspectral images using a generalized bilinear model," IEEE Workshop on Statistical Signal Processing (SSP), Nice, France, June 2011, pp. 413-416.
    Paper: Download the document [ BIBTEX ].

  11. Y. Altmann, N. Dobigeon and J.-Y. Tourneret , "Bilinear models for nonlinear unmixing of hyperspectral images ", IEEE Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS), Lisbon, Portugal, June 2011, pp. 1-4.
    Paper: Download the document [ BIBTEX ].

  12. Y. Altmann, A. Halimi, N. Dobigeon and J.-Y. Tourneret, "Supervised nonlinear spectral unmixing using a polynomial post nonlinear model for hyperspectral imagery," IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP), Prague, Czech Republic, May 2011, pp. 1009-1012.
    Paper: Download the document [ BIBTEX ].

National conference papers

  1. Y. Altmann, N. Dobigeon, Steve McLaughlin and J.-Y. Tourneret, "Démélange non linéaire d'images hyperspectrales à l'aide de fonctions radiales de base et de moindres carrés orthogonaux," Actes du XXIIIième Colloque GRETSI, Bordeaux, France, Sept. 2011, in French.
    Paper: Download the document [ BIBTEX ].

Theses

  1. Y. Altmann, "Nonlinear unmixing of hyperspectral images," PhD. Thesis, INP TOULOUSE, October 2013.
    Manuscript: Download the document [ BIBTEX ].