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

CNRSUDS

Farid Flitti
PhD student
Employer: UDS (since Oct 2002)

flitti@lsiit.u-strasbg.fr

Phone: +33 390 244 498
Fax: +33 390 244 455

Office C226
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?

    My research is mainly focused on Markov models applied to multispectral image segmentation and fusion. I am also interested in dimensionality reduction.

    Educational Background

    • PhD Thesis in Computer vision and Image processing (PhD defense: Dec 8, 2005)
      "Statistical Analysis of Astronomical multiband images"
      Advisor: C. Collet, LSIIT-ULP
    • M.S. degree in Signal Processing and Control (2001-2002)
      "Automatic default detection in track circuits"
      University of Paris XI, France.
    • Masters degree in Signal and Image Processing (1996-1999)
      "Low bit rate harmonic coder"
      National Polytechnical School, Algiers, Algeria
    • Undergraduate Masters of Engineering in Electrical Engineering (1991-1996)
      (Diplôme d'ingénieur en électronique) – Main subject: Signal Processing
      National Polytechnical School, Algiers, Algeria

    Research Interests

    Keywords: image processing, Markov models, dimensionality reduction, image fusion, multispectral image segmentation

    Applications I am interested in

    • Multispectral image segmentation and fusion
    • Dimensionality reduction of multi-component images
    • Image denoising in the wavelet domain

    Favorite Approaches & Methods

    • Probability theory (Bayesian inference, graphical models, Markov models)
    • Multiresolution analysis: wavelet transforms

    Related Research Projects

    FILTER: Display only the projects of which F. Flitti is the P.I.

    Astronomy & Astrophysics

    AstroCubeSegmentationSep 2006-Dec 2009
    Hyperspectral data cube segmentation of astronomical images
    Keywords: Data cube, spectral line estimation, mixture of Gaussians, decomposition into elementary patterns, MCMC

    Group participants: V. Mazet [P.I.], C. Collet
    CopulaHMTSegmentOct 2004-Dec 2005
    Copulas theory and pairwise quadtree
    Keywords: Copula theory, Markov pairwise quadtree

    Group participant: C. Collet
    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
    QTreeRestoFusionOct 2002-Jun 2005
    Fusion/denoising in wavelet space using a Markov quadtree
    Keywords: Multispectral image fusion, denoising, Markov, quadtree, wavelets

    Group participant: 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

    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

    Publications

    Journal papers, Books and Book Chapters – peer-reviewed

      Conference papers – peer-reviewed

        • F. Flitti, C. Collet: “Probabilistic Satellite Image Fusion” - in CAIP The 13th International Conference on Computer Analysis of Images and Patterns, Springer Computer Science LNCS 5702, Germany, Sept. 2nd - 4th , 2009
        • C. Collet, J. Zallat, F. Flitti: “Simultaneous reduction-segmentation for multi-component Stokes-Mueller imaging” - in PSIP 2007 - Physics in Signal and Image Processing , January 2007
        • M. Petremand, C. Collet, F. Flitti: “Bayesian detection of low surface brightness galaxies” - in Statistical Challenge in Modern Astronomy: SCMA'06 , Statistical Challenges in Modern Astronomy IV, G . J. Babu and E. D. Feigelson (eds.), Penn State University, Pennsylvania, USA, June 2006
        • F. Flitti, C. Collet: “Markov Regularization of Mixture of Latent variable Models for Multi-component Image Unsupervised Joint Reduction/Segmentation,” - in The 9 th International Conference on Information Fusion, Fusion'06, Florence, Italy, 10-13 July 2006. , 2006
        • C. Collet, F. Flitti: “Variations on Markovian Quadtree Model for Multiband Astronomical Image Analysis” - Int. Symp. on applied stochastic models and data analysis, ASMDA’05,Invited paper, Brest- Le Quartz, 17 mai - 20 mai 2005 ed., May 2005
        • F. Flitti, C. Collet, B. Vollmer, F. Bonnarel: “Data reduction of hyperspectral radio-astronomical images for galaxy cluster segmentation” - in Fourth Int. Conference on Physics in Signal and Image Processing, PSIP'2005 , Toulouse, France, January 2005
        • F. Flitti, C. Collet, E. Slezak: “Wavelet domain astronomical multiband image fusion and restoration using Markov quadtree and copulas” - in Wavelet domain astronomical multiband image fusion and restoration using Markov quadtree and copulas ", 13th European Signal Processing Conference, EUSIPCO'05, Antalya, Turkey, Sept 4-8, 2005 , 2005
        • F. Flitti, C. Collet, J-c. Annabelle: “Unsupervised Multiband Image Segmentation using Hidden Markov Quadtree and Copulas” - in International Conference on Image Processing ICIP'05, Genova, Italy, 11-14 September 2005. , 2005
        • F. Flitti, C. Collet, E. Slezak: “Astronomical multiband image fusion and restoration using pyramidal analysis and markovian segmentation” - in Eighth International Conference on Information Fusion , ISIF'05, Philadelphia, PA, USA, July 25-29, 2005 , 2005
        • F. Flitti, C. Collet, F. Bonnarel: “Reduction methods for multispectral image analysis” - in iAstro Workshop , October 2003
        • F. Flitti, C. Collet: “ACP et ACI pour la réduction de données en imagerie astronomique multispectrale” - in 19e Colloque sur le traitement du signal et des images , Paris, France, September 2003

        Links

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