• DocumentCode
    3364996
  • Title

    Graph-based multi-scale analysis of plates and rods in human trabecular bone

  • Author

    Dias, Jérôme ; Valette, Sébastien ; Dardenne, Julien ; Prost, Rémy ; Peyrin, Françoise

  • Author_Institution
    CREATIS, Univ. de Lyon, Lyon, France
  • fYear
    2010
  • fDate
    26-29 Sept. 2010
  • Firstpage
    2289
  • Lastpage
    2292
  • Abstract
    Trabecular bone is made of a complex network of plate and rod structures, the proportion of which evolves with age or disease. Thus the identification of trabecular plates and rods is important in understanding bone fragility. We propose a novel approach based on 3D multi-scale adjacency graph analysis of high resolution 3D tomographic images of bone structures. The purpose of this new method is to classify each voxel of the 3D images in two classes: plate and rod voxels. We show that the use of a multi-scale framework is very efficient at detecting rods with different sizes. We present applications of our method to both synthetic images and experimental bone synchrotron radiation micro-CT images.
  • Keywords
    bone; computerised tomography; graph theory; image classification; image resolution; plates (structures); rods (structures); 3D image voxel classification; 3D multiscale adjacency graph analysis; bone fragility; bone structure; bone synchrotron radiation micro-CT image; graph-based multiscale analysis; high resolution 3D tomographic image; human trabecular bone; multiscale framework; plate voxel; rod voxel; synthetic image; trabecular plate structure; trabecular rod structure; Algorithm design and analysis; Bones; Classification algorithms; Clustering algorithms; Computational modeling; Image edge detection; Three dimensional displays; clustering; multi-scale; trabecular bone;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2010 17th IEEE International Conference on
  • Conference_Location
    Hong Kong
  • ISSN
    1522-4880
  • Print_ISBN
    978-1-4244-7992-4
  • Electronic_ISBN
    1522-4880
  • Type

    conf

  • DOI
    10.1109/ICIP.2010.5653464
  • Filename
    5653464