• DocumentCode
    381334
  • Title

    Compressed domain object tracking for automatic indexing of objects in MPEG home video

  • Author

    Achanta, Radhakrishna ; Kankanhalli, Mohan ; Mulhem, Philippe

  • Author_Institution
    Sch. of Comput., Nat. Univ. of Singapore, Singapore
  • Volume
    2
  • fYear
    2002
  • fDate
    2002
  • Firstpage
    61
  • Abstract
    Object tracking is of utmost importance for automatic indexing of video content. This work presents an object tracker that operates directly on MPEG compressed data. Motion vectors and discrete cosine transform (DCT) coefficients directly available from the compressed video stream are exploited for the purpose of tracking. Tracking proceeds in two steps: motion vector based tracking in P and B frames within the groups of pictures (GOPs), and object identification in I frames. Colour, which is one of the strongest cues for tracking is used for the identification step. Such a system offers speed, simplicity and robustness against occlusion and camera motion, with good intra-shot tracking for shots in excess of 500 frames, as shown in the experimental results.
  • Keywords
    code standards; data compression; database indexing; discrete cosine transforms; image colour analysis; image motion analysis; image sequences; standards; telecommunication standards; tracking; transform coding; video coding; video databases; B frames; DCT coefficients; MPEG compressed data; MPEG home video; P frames; automatic object indexing; automatic video content indexing; camera motion robustness; colour video; compressed domain object tracking; compressed video stream; discrete cosine transform; groups of pictures; intra-shot tracking; motion vector based tracking; occlusion robustness; Cameras; Discrete cosine transforms; Home computing; Image segmentation; Machine assisted indexing; Robustness; Streaming media; Tracking; Transform coding; Video compression;
  • 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.2002.1035400
  • Filename
    1035400