• DocumentCode
    810578
  • Title

    Quantifying motion in video recordings of neonatal seizures by robust motion trackers based on block motion models

  • Author

    Karayiannis, Nicolaos B. ; Xiong, Yaohua ; Frost, James D., Jr. ; Wise, Merrill S. ; Mizrahi, Eli M.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Univ. of Houston, TX, USA
  • Volume
    52
  • Issue
    6
  • fYear
    2005
  • fDate
    6/1/2005 12:00:00 AM
  • Firstpage
    1065
  • Lastpage
    1077
  • Abstract
    This paper introduces a methodology for the development of robust motion trackers for video based on block motion models. According to this methodology, the motion of a site between two successive frames is estimated by minimizing an error function defined in terms of the intensities at these frames. The proposed methodology is used to develop robust motion trackers that rely on fractional block motion models. The motion trackers developed in this paper are utilized to extract motor activity signals from video recordings of neonatal seizures. The experimental results reveal that the proposed motion trackers are more accurate and reliable than existing motion tracking methods relying on pure translation and affine block motion models.
  • Keywords
    biomechanics; electroencephalography; medical image processing; paediatrics; video signal processing; fractional block motion models; motor activity signal extraction; neonatal seizures; robust motion trackers; video recordings; Biomedical engineering; Biomedical imaging; Data mining; Karhunen-Loeve transforms; Nervous system; Neurophysiology; Pediatrics; Robustness; Tracking; Video recording; Affine motion model; block motion model; fractional motion model; generalized fractional motion model; motion tracking; motor activity signal; neonatal seizure; robust motion tracking; translation motion model; video recording; Algorithms; Computer Simulation; Electroencephalography; Humans; Image Interpretation, Computer-Assisted; Infant Behavior; Infant, Newborn; Models, Biological; Motor Activity; Movement; Pattern Recognition, Automated; Reproducibility of Results; Seizures; Sensitivity and Specificity; Subtraction Technique; Video Recording;
  • fLanguage
    English
  • Journal_Title
    Biomedical Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9294
  • Type

    jour

  • DOI
    10.1109/TBME.2005.846715
  • Filename
    1431080