• DocumentCode
    1174539
  • Title

    Coupled parametric active contours

  • Author

    Zimmer, Christophe ; Olivo-Marin, J.-C.

  • Author_Institution
    Quantitative Image Anal. Group, Institut Pasteur, Paris, France
  • Volume
    27
  • Issue
    11
  • fYear
    2005
  • Firstpage
    1838
  • Lastpage
    1842
  • Abstract
    We propose an extension of parametric active contours designed to track nonoccluding objects transiently touching each other, a task where both parametric and single level set-based methods usually fail. Our technique minimizes a cost functional that depends on all contours simultaneously and includes a penalty for contour overlaps. This scheme allows us to take advantage of known constraints on object topology, namely, that objects cannot merge. The coupled contours preserve the identity of previously isolated objects during and after a contact event, thus allowing segmentation and tracking to proceed as desired.
  • Keywords
    edge detection; image segmentation; object detection; topology; coupled parametric active contours; image segmentation; nonoccluding objects; object topology; object tracking; Active contours; Computational efficiency; Cost function; Equations; Evolution (biology); Image segmentation; Image sequences; Level set; Minimization methods; Topology; 2D video.; Index Terms- Segmentation; active contours; topology; tracking; Algorithms; Animals; Artificial Intelligence; Cell Movement; Humans; Image Enhancement; Image Interpretation, Computer-Assisted; Information Storage and Retrieval; Microscopy, Video; Pattern Recognition, Automated; Subtraction Technique;
  • fLanguage
    English
  • Journal_Title
    Pattern Analysis and Machine Intelligence, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0162-8828
  • Type

    jour

  • DOI
    10.1109/TPAMI.2005.214
  • Filename
    1512063