Publications

Thesis

Xavier Hadoux,
Some Contributions to Supervised Classification of Hyperspectral Data,
12 November 2014, Université de Montpellier 2, France.
Manuscript (.pdf)

Journal  

2015

  1. Xavier Hadoux, Rutledge Douglas, Gilles Rabatel, Jean-Michel Roger,
    DROP-D: Dimension reduction by orthogonal projection for discrimination, Chemometrics and Intelligent Laboratory Systems, Volume 146, August 2015, Pages 221–231.
    http://dx.doi.org/10.1016/j.chemolab.2015.05.021 (IF: 2.4)
    Preprint (.pdf)
  2. Sylvain Jay, Gilles Rabatel, Xavier Hadoux, Daniel Moura, Nathalie Gorretta.
    In-field crop row phenotyping from 3D modeling performed using Structure from Motion.
    Journal of Computers and Electronics in Agriculture, Volume 110, January 2015, Pages 70 -77
    http://dx.doi.org/10.1016/j.compag.2014.09.021 (IF: 1.8)
    Preprint (.pdf)

2014

  1. Xavier Hadoux, Nathalie Gorretta, Jean-Michel Roger, Ryad Bendoula, Gilles Rabatel
    Comparison of the efficacy of spectral pre-treatments for wheat and weed discrimination in outdoor conditions
    Journal of Computers and Electronics in Agriculture, Volume 108, October 2014, Pages 242–249
    http://dx.doi.org/10.1016/j.compag.2014.08.010 (IF: 1.8)
    Preprint(.pdf)
  2. Xavier Hadoux, Sylvain Jay, Gilles Rabatel, Nathalie Gorretta
    A Spectral–Spatial Approach for Hyperspectral Image Classification Using Spatial Regularization on Supervised Score Image
    IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Volume 8, Issue 6, Pages 2361 – 2369
    http://dx.doi.org/10.1109/JSTARS.2014.2347414 (IF: 3.0)
    Preprint (.pdf)

 

Conference/Seminar

2015

  1. Xavier Hadoux, Rutledge Douglas, Gilles Rabatel, Jean-Michel Roger,
    DROP-D: Dimension Reduction by Orthogonal Projection for Discrimination,
    In XV Chemometrics in Analytical Chemistry 2015 (CAC2015), Changsha, China, June 2015.
  2. Nathalie Gorretta, Xavier Hadoux, Sylvain Jay,
    Multi-temporal hyperspectral data classification without explicit reflectance correction,
    In IEEE International Geoscience and Remote Sensing Symposium 2015 (IGARSS 2015), Milan, Italia, July 2015.
  3.  Sylvain Jay, Ryad Bendoula, Xavier Hadoux, Nathalie Gorretta,
    Mapping of foliar content using radiative transfer modeling and hyperspectral close-range remote-sensing,
    In International Society for Photogrammetry and Remote Sensing, ISPRS Geospatial Week 2015, La Grande Motte, France, October 2015.

2014

  1. Adrian Bingham, Xavier Hadoux, Dinesh Kant Kumar.
    Implementation of a safety system using ir and ultrasonic devices for mobility scooter obstacle collision avoidance.
    In 5th ISSNIP-IEEE Biosignals and Biorobotics Conference, Salvador, Brazil, June 2014.
  2. Nathalie Gorretta, Sylvain Jay, Xavier Hadoux.
    Classification spectrale-spatiale d’images hyperspectrales par régularisation anisotropique.
    In 3ème colloque scientifique de la Société Française de Télédétection Hyperspectrale, Porquerolles, France, May 2014.
  3. Sylvain Jay, Xavier Hadoux, Nathalie Gorretta, Gilles Rabatel.
    Potentiel de l’imagerie hyperspectrale de proxy-détection pour l’estimation et la cartographie de la teneur en azote dans les feuilles de betteraves sucrières.
    In 3ème colloque scientifique de la Société Française de Télédétection Hyperspectrale, Porquerolles, France, May 2014.
  4. Sylvain Jay, Xavier Hadoux, Nathalie Gorretta, Gilles Rabatel.
    Potential of hyperspectral imagery for nitrogen content retrieval in sugar beet leaves.
    In International Conference on Agricultural Engineering (AGENG), Zurich, Proceedings, July 2014.
  5. Xavier Hadoux.
    Using spectral/spatial information in hyperspectral image processing: application on weed/crop discrimination.
    In Séminaire UMR ITAP, Montpellier, France, March 2014.

2013

  1. Nathalie Gorretta, Xavier Hadoux.
    Prise en compte de la dimension spatiale des données dans le traitement des images hyper-spectrales: état des lieux.
    In 14èmes Rencontres HélioSPIR “Spectrométrie proche infrarouge et hétérogénéité”, Agropolis International, Montpellier, France, November 2013.
  2. Xavier Hadoux, Nathalie Gorretta, Jean-Michel Roger, Gilles Rabatel.
    Réduction de dimension pour la classification spectrale.
    In Conférence francophone de Chimiométrie, Brest, France, Septembre 2013. (Best junior presentation award)
  3. Xavier Hadoux, Nathalie Gorretta, Jean-Michel Roger, Olivier Strauss, Gilles Rabatel.
    Spectral spatial pre-processing using multi-resolution 3d wavelets for hyperspectral image classification.
    In IEEE 5th workshop on Hyperspectral Image and Signal Processing : Evolution in Remote Sensing, Gainesville, Florida, June 2013.
  4. Xavier Hadoux, Nathalie Gorretta, Gilles Rabatel.
    A comparative study of spectral pre-processing for supervised classification : application on weeds-wheat discrimination using hyperspectral imagery.
    In 16th International Conference on Near Infrared Spectroscopy, La Grande Motte, France, June 2013.
  5. Nathalie Gorretta, Xavier Hadoux, T. Brunel, Christophe Guizard, A. Paulhe-Massol.
    Wheat kernel vitreousness classification by hyperspectral imaging and spectral-spatial data analysis.
    In 16th International Conference on Near Infrared Spectroscopy, La Grande Motte, France, June 2013.

2012

  1. Xavier Hadoux, Nathalie Gorretta, Gilles Rabatel.
    Weeds-wheat discrimination using hyperspectral imagery.
    In International Conference of Agricultural Engineering, Valencia, Spain, July 2012.