• DocumentCode
    1822517
  • Title

    Modified Data Fidelity Speed in Anisotropic Diffusion

  • Author

    Jerbi, T. ; Burdin, V. ; Ghorbel, F. ; Jacq, J.J.

  • Author_Institution
    Manouba Univ., Tunis
  • fYear
    2007
  • fDate
    22-26 Aug. 2007
  • Firstpage
    804
  • Lastpage
    807
  • Abstract
    In this paper, we use an anisotropic diffusion in a level set framework for low-level segmentation of necrotic femoral heads. Our segmentation is based on three speed terms. The first one includes an adaptive estimation of the contrast level. We use the entropy for evaluating our diffusion on synthetic 3D data. We notice that using the data fidelity term in the last iterations excessively penalizes the diffusion process. To provide better segmentation results, we propose some modifications in the data fidelity speed: we propose to build its reference data term from previous iterations results and hence lessening influence of initial noisy data.
  • Keywords
    adaptive signal processing; biomedical MRI; bone; image segmentation; medical image processing; MRI; adaptive contrast level estimation; anisotropic diffusion; data fidelity term; entropy; level set framework; low-level segmentation; modified data fidelity speed; necrotic femoral heads; Adaptive estimation; Anisotropic magnetoresistance; Diffusion processes; Entropy; Equations; Filtering; Head; Level set; Noise robustness; Statistics; Diffusion Magnetic Resonance Imaging; Femur Head; Femur Head Necrosis; Humans; Imaging, Three-Dimensional;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2007. EMBS 2007. 29th Annual International Conference of the IEEE
  • Conference_Location
    Lyon
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-0787-3
  • Type

    conf

  • DOI
    10.1109/IEMBS.2007.4352412
  • Filename
    4352412