• DocumentCode
    554254
  • Title

    Study on performance evaluation and frequency characteristic for real-time image stabilization system

  • Author

    Qi Li ; Huajun Feng ; Zhihai Xu ; Yueting Chen

  • Author_Institution
    State Key Lab. of Modern Opt. Instrum., Zhejiang Univ., Hangzhou, China
  • Volume
    1
  • fYear
    2011
  • fDate
    12-14 Aug. 2011
  • Firstpage
    347
  • Lastpage
    350
  • Abstract
    In image stabilization systems based on motion detection and real-time compensation, the time of image acquisition, and motion estimation, etc. resulted in delay of compensation signal in relation to actual vibration, and the influence gradually became more significant with the increase in vibration frequency. We presented a concept of compensation degree to quantitatively evaluate and analyze the influence and used Least Squares Support Vector Machine (LS-SVM) to predict the motion, so the signal delay was effectively correction. The experiment results showed that the LS-SVM had high prediction accuracy, fast calculation speed and good stability so it was in favor of improving the frequency characteristic of image stabilization systems.
  • Keywords
    image enhancement; least squares approximations; motion compensation; support vector machines; vibrations; compensation signal delay; frequency characteristic; least squares support vector machine; motion detection; performance evaluation; real-time image stabilization system; vibration frequency; Cameras; Delay; Kernel; Support vector machines; Time frequency analysis; Vibrations; image stabilization system; least squares support vector machine; motion prediction;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electronic and Mechanical Engineering and Information Technology (EMEIT), 2011 International Conference on
  • Conference_Location
    Harbin, Heilongjiang, China
  • Print_ISBN
    978-1-61284-087-1
  • Type

    conf

  • DOI
    10.1109/EMEIT.2011.6022949
  • Filename
    6022949