• DocumentCode
    2351721
  • Title

    Constrained utility maximization for generating visual skims

  • Author

    Sundaram, Hari ; Chang, Shih-Fu

  • Author_Institution
    Dept. of Electr. Eng., Columbia Univ., New York, NY, USA
  • fYear
    2001
  • fDate
    2001
  • Firstpage
    124
  • Lastpage
    131
  • Abstract
    We present a novel algorithm to generate visual skims that do not contain audio, from computable scenes. Visual skims are useful for browsing digital libraries, and for on-demand summaries in set-top boxes. A computable scene is a chunk of data that exhibits consistencies with respect to chromaticity, lighting and sound. First, we define the visual complexity of a shot to be its Kolmogorov complexity. Then, we conduct experiments that help us map the complexity of a shot into the minimum time required for its comprehension. Second, we analyze the grammar of the film language, since it makes the shot sequence meaningful. We achieve a target skim time by minimizing a sequence utility function. It is subject to shot duration constraints, and penalty functions based on sequence rhythm and information loss. This helps us determine individual shot durations as well as the shots to drop. Our user studies show good results on skims with compression rates up to 80%
  • Keywords
    computational complexity; data compression; image retrieval; optimisation; video signal processing; Kolmogorov complexity; chromaticity; compression rates; computable scenes; constrained utility maximization; digital library browsing; film language grammar; individual shot durations; information loss; lighting; minimum time; on-demand summaries; sequence rhythm; sequence utility function; set-top boxes; sound; target skim time; user studies; visual complexity; visual skim generation; Face detection; Image coding; Layout; Motion detection; Rhythm; Software libraries; Streaming media; TV; Video compression; Video on demand;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Content-Based Access of Image and Video Libraries, 2001. (CBAIVL 2001). IEEE Workshop on
  • Conference_Location
    Kauai, HI
  • Print_ISBN
    0-7695-1354-9
  • Type

    conf

  • DOI
    10.1109/IVL.2001.990866
  • Filename
    990866