“Probabilistic Analysis for Space & Earth Observations”
Multisource & Multispectral Image Processing via Bayesian Inference
MIV team ICUBE

CNRSUDS

Matthieu Petremand
Visiting Scientist (postdoc)
Employer: ANR DAHLIA (since Jan 2009)

petremand@lsiit.u-strasbg.fr

Phone: +33 368 854 593
Fax: +33 368 854 455

Office B251
LSIIT - ENSPS
Pôle API, Bd Sébastien Brant BP 10413
67412 Illkirch Cedex - France

  • Who Am I?
  • Research Interests
  • Related Research Projects
  • Related Software Projects
  • Publications
  • Links
  • Who Am I?

    I am a post-doctoral student at UDS (University of Strasbourg). I work with both LSIIT/PASEO and CDS (Strasbourg Observatory).

    Educational Background

    Research Interests

    Keywords: hyperspectral image analysis, segmentation, data reduction, visualization, fusion, bayesian inference

    Applications I am interested in

    • Data cube visualization is a real problem in the astronomical framework. A part of this work is to find a way to visualize multispectral image using an adapted color space. The coloured picture must summarize all the information present in the original data
    • Galaxy classification is another part of my PhD. The purpose is to find the type of galaxies within in a galaxy field (hyperspectral data cube) using a spectral and a spatial approach. This new method is applied on astronomical objects which have a spatial and a spectral resolution
    • Fusion of hyperspectral images

    Favorite Approaches & Methods

    • Visualization: HSV (Hue, Saturation, Value) space, segmentation map obtained with a Markovian algorithm (quadtree)
    • Classification: projection method with the meanshift algorithm

    Related Research Projects

    FILTER: Display only the projects of which M. Petremand is the P.I.

    Astronomy & Astrophysics

    CubeCombinaisonFusionJan 2009-Jan 2013
    Hyperspectral data fusion
    Keywords: optimal data fusion, spatial and spectral super-resolution, model-based, recursive update, Bayesian inference

    Group participants: C. Collet [P.I.], F. Salzenstein, V. Mazet
    CubeVisualizationJan 2009-Jan 2013
    Development of a visualization tool enabling large IFU data cubes upload, navigation and interpretation
    Keywords: Visualization, massive data sets, hyperspectral data, IFU

    Group participants: M. Louys [P.I.], V. Mazet, C. Collet
    LSBGalaxyDetectFeb 2005-Dec 2008
    LSB galaxy detection using a Markov quadtree
    Keywords: detection, Markov quadtree, low surface brightness galaxies

    Group participants: C. Collet [P.I.], M. Louys
    MultiColorVizOct 2003-Jun 2006
    Color visualization of hyperspectral images
    Keywords: Multispectral, color display, HSV space, Fisher analysis, PCA, Markovian segmentation

    Group participants: C. Collet, M. Louys
    HyperGalaxyClassOct 2003-Nov 2006
    Hyperspectral data cube analysis for galaxy classification
    Keywords: hyperspectral, galaxy classification, meanshift, projection, segmentation, reduction

    Group participants: C. Collet [P.I.], M. Louys
    FuzzyMarkovSegmentJan 2002-Dec 2010
    Non-Stationary Fuzzy Markov Chain/Field Segmentation
    Keywords: Markov field, Markov chain, fuzzy models, fuzzy triplet Markov chain, non-stationary Markov chain

    Group participants: F. Salzenstein [P.I.], C. Collet
    QTreeMultiSegmentOct 1999-Jun 2004
    Multiresolution Markov Modeling for Multichannel Segmentation
    Keywords: Unsupervised segmentation, Markovian quadtree, Generalized Gaussian model, multispectral data

    Group participants: C. Collet [P.I.], M. Louys

    Related Software Projects

    DetectLSB/LSBExplorerSep 2010 - Aug 2011unmaintained
    LSB galaxy detection
    Keywords: LSB, Markov tree, segmentation, multispectral

    Group participant:
    QuickVizJan 2009 - Jan 2013maintained
    Hyperspectral data visualization
    Keywords: visualization, IFU, hyperspectral, aladin, datacubes

    Group participant: M. Louys [P.I.]
    HyperFusionJan 2009 - Jan 2013maintained
    Hyperspectral Fusion
    Keywords: hyperspectral, fusion, Bayesian framework, uncertainties, datacubes, HDF5

    Group participant: C. Collet [P.I.]
    AÏDAMay 2003 - Dec 2008unmaintained
    Astronomical Image processing Distribution Architecture
    Keywords: multiwavelength analysis, reduction, denoising, segmentation, fusion, classification, visualization

    Group participants: C. Collet [P.I.], M. Louys
    MARSIAAMay 2001 - May 2004unmaintained
    MARkovian Statistical Image Analysis for Astronomy
    Keywords: Markov chain, Markov tree, multiband segmentation

    Group participants: C. Collet [P.I.], M. Louys

    Publications

    Journal papers, Books and Book Chapters – peer-reviewed

      Conference papers – peer-reviewed

        Links

        • (under construction)

        Webmaster (C. Collet), (M.Louys)
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        Last update: February 12, 2013
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