• DocumentCode
    724956
  • Title

    Three-dimensional neurite tracing under globally varying contrast

  • Author

    Gulyanon, S. ; Sharifai, N. ; Bleykhman, S. ; Kelly, E. ; Kim, M.D. ; Chiba, A. ; Tsechpenakis, G.

  • Author_Institution
    Comput. & Inf. Sci. Dept., Indiana Univ.-Purdue Univ. Indianapolis, Indianapolis, IN, USA
  • fYear
    2015
  • fDate
    16-19 April 2015
  • Firstpage
    875
  • Lastpage
    879
  • Abstract
    We study the 3D neurite tracing problem in different imaging modalities. We consider that the examined images do not provide sufficient contrast between neurite and background, and the signal-to-noise ratio varies spatially. We first split the stack into box sub-volumes, and inside each box we evolve simultaneously a number of different open-curve snakes. The curves deform based on three criteria: local image statistics, local shape smoothness, and a term that enforces pairwise attraction between snakes, given their spatial proximity and shapes. We validate our method using larva Drosophila sensory neurons imaged with confocal laser scanning microscopy, as well as publicly available datasets.
  • Keywords
    biological techniques; biology computing; cellular biophysics; deformation; feature extraction; image matching; neurophysiology; optical microscopy; statistical analysis; zoology; 3D neurite tracing problem; Drosophila larva sensory neuron imaging; confocal laser scanning microscopy; curve deformation criteria; global contrast variation; imaging modality; local image statistics; local shape smoothness; neurite-background contrast; publicly available dataset; signal-to-noise ratio variation; simultaneous open-curve snake evolution; snake pairwise attraction term; snake shape; snake spatial proximity; spatial variation; stack splitting; three-dimensional neurite tracing; Image reconstruction; Imaging; Morphology; Neurons; Shape; Silicon; Three-dimensional displays; Drosophila; neurite tracing; neuron morphology; snakes;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biomedical Imaging (ISBI), 2015 IEEE 12th International Symposium on
  • Conference_Location
    New York, NY
  • Type

    conf

  • DOI
    10.1109/ISBI.2015.7164010
  • Filename
    7164010