• DocumentCode
    3583053
  • Title

    Constrained video object segmentation by color masks and MPEG-7 descriptors

  • Author

    Porikli, Fatih ; Wang, Yao

  • Author_Institution
    Mitsubishi Electr. Res. Labs, Murray Hill, NJ, USA
  • Volume
    1
  • fYear
    2002
  • fDate
    6/24/1905 12:00:00 AM
  • Firstpage
    441
  • Abstract
    We present an automatic and computationally conservative boundary extraction method using available priori information in a framework consists of change detection mask, region growing, and trajectory motion. Instead of segmenting a entire video frame, only the regions belong to a target object specified by a set of rules are detected. One example of such rules is skin color features of a human body part. The processing domain is limited to the pixels that satisfy color or geometric rules. These rules are represented as a detection mask and implemented as a look-up table. As a result, significant computational reduction and real-time performance are achieved. The framework utilizes color consistency within a centroid-linkage growing technique to grow initial regions. Region seeds are selected among the pixels in the detection mask. The similarity thresholds are adapted from the MPEG-7 dominant color descriptors. The segmentation results of a frame diffused to the next frame and region statistics such as trajectory, percentage of the changed pixels, etc., are registered to determine the moving regions. A computational load comparison of the constrained region growing and regular region growing shows significant reduction in the complexity.
  • Keywords
    computational complexity; feature extraction; image colour analysis; image segmentation; table lookup; telecommunication standards; video signal processing; MPEG-7 dominant color descriptors; automatic boundary extraction method; centroid-linkage growing technique; change detection mask; color consistency; color masks; color rules; computational complexity reduction; computational load; computational reduction; constrained region growing; constrained video object segmentation; detection mask; frame statistics; geometric rules; human body part; look-up table; pixels; real-time performance; region growing; region statistics; regular region growing; seed assignment; seed growing; similarity thresholds; skin color features; target object; trajectory motion; video frame; Color; Data mining; Humans; MPEG 7 Standard; Motion detection; Object detection; Object segmentation; Skin; Statistics; Table lookup;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Multimedia and Expo, 2002. ICME '02. Proceedings. 2002 IEEE International Conference on
  • Print_ISBN
    0-7803-7304-9
  • Type

    conf

  • DOI
    10.1109/ICME.2002.1035813
  • Filename
    1035813