• DocumentCode
    2985486
  • Title

    Adaptive Video Motion Estimation Algorithm via Estimation of Motion Length Distribution and Bayesian Classification

  • Author

    Asefi, Mahdi ; Dabbagh, Mohamed Yahia

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Waterloo Univ., Ont.
  • fYear
    2006
  • fDate
    Aug. 2006
  • Firstpage
    807
  • Lastpage
    810
  • Abstract
    Real videos contain mixture of motions with slow and fast contents. No fixed fast block matching algorithm can efficiently remove temporal redundancy of video sequences with wide motion contents. In this paper, an adaptive fast block matching algorithm, called classification based adaptive search (CBAS) has been proposed. A Bayes classifier is applied to classify the motions into slow and fast categories. Accordingly, appropriate search strategy is applied for each class. The algorithm switches between different search patterns according to the content of motions within video frames. Experimental results show the proposed technique outperforms conventional standalone fast block matching methods in terms of both peak signal to noise ratio (PSNR) and computational complexity
  • Keywords
    Bayes methods; adaptive estimation; computational complexity; image classification; image matching; image sequences; motion estimation; search problems; video signal processing; Bayes classifier; Bayesian classification; adaptive fast block matching algorithm; adaptive video motion estimation algorithm; classification based adaptive search; computational complexity; motion length distribution; peak signal to noise ratio; search strategy; temporal redundancy; video frames; video sequences; Adaptive signal processing; Bayesian methods; Computational complexity; Frequency selective surfaces; Motion estimation; PSNR; Signal processing algorithms; Switches; Transform coding; Video sequences;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing and Information Technology, 2006 IEEE International Symposium on
  • Conference_Location
    Vancouver, BC
  • Print_ISBN
    0-7803-9753-3
  • Electronic_ISBN
    0-7803-9754-1
  • Type

    conf

  • DOI
    10.1109/ISSPIT.2006.270909
  • Filename
    4042351