• DocumentCode
    447398
  • Title

    Automatic Extraction and Localization of Multiple Moving Objects with Stereo Camera in Motion

  • Author

    Thakoor, Ninad ; Gao, Jean

  • Author_Institution
    Dept. of Electr. Eng., Texas Univ., Arlington, TX
  • Volume
    2
  • fYear
    2005
  • fDate
    12-12 Oct. 2005
  • Firstpage
    1269
  • Lastpage
    1274
  • Abstract
    In this paper, we propose a technique for automatic extraction and localization of multiple moving objects captured by a moving stereo camera. Depth information obtained from the stereo matching is applied to initialize a background mask which is refined further by clustering optical flow. Simultaneous estimate for camera motion is also obtained and video frames are compensated accordingly. Refined background mask is used to model displaced frame difference (DFD) of the background. The objects are detected as outliers to this model. We also present a region boundary based change detection approach for frame difference. This approach assures change detection for uniform intensity regions. Finally we present experimental results for indoor and outdoor stereo video sequences captured with moving camera
  • Keywords
    image matching; image motion analysis; image sequences; object detection; stereo image processing; video cameras; video signal processing; automatic extraction; automatic localization; displaced frame difference; moving object extraction; optical flow clustering; stereo camera motion; stereo matching; stereo video sequence; video frame; Cameras; Computer science; Data mining; Design for disassembly; Humans; Image motion analysis; Motion estimation; Object detection; Shape; Surveillance; Object extraction; displaced frame difference; moving camera; stereo;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man and Cybernetics, 2005 IEEE International Conference on
  • Conference_Location
    Waikoloa, HI
  • Print_ISBN
    0-7803-9298-1
  • Type

    conf

  • DOI
    10.1109/ICSMC.2005.1571321
  • Filename
    1571321