• DocumentCode
    1274716
  • Title

    Content-aware image and video resizing based on frequency domain analysis

  • Author

    Kim, Jun-Seong ; Jeong, Seong-Gyun ; Joo, Younghun ; Kim, Chang-Su

  • Author_Institution
    Sch. of Electr. Eng., Korea Univ., Seoul, South Korea
  • Volume
    57
  • Issue
    2
  • fYear
    2011
  • fDate
    5/1/2011 12:00:00 AM
  • Firstpage
    615
  • Lastpage
    622
  • Abstract
    An adaptive image and video resizing algorithm based on the frequency domain analysis is proposed in this work. Given an image, we first construct an importance map by combining the gradient and the saliency information. We partition the image into several strips so that each strip contains pixels of similar importance levels. We model the distortion, which is caused by scaling a strip, in the frequency domain. Then, we scale each strip adaptively to minimize the overall distortion of the whole image. Moreover, we extend the proposed algorithm for video resizing. We add the motion term to construct the importance map, and suppress excessive parameter variations to achieve jitter-free video resizing. Simulation results show that the proposed algorithm provides higher quality resizing results than conventional algorithms, although it requires lower computational complexity.
  • Keywords
    computational complexity; frequency-domain analysis; image motion analysis; video signal processing; adaptive video resizing algorithm; computational complexity; content-aware image resizing algorithm; excessive parameter variations suppression; frequency domain analysis; jitter-free video resizing; motion term; Algorithm design and analysis; Complexity theory; Frequency domain analysis; Partitioning algorithms; Pixel; Strips; Video sequences; Fourier analysis; Image and video retargeting; Lagrangian multiplier technique; salience map;
  • fLanguage
    English
  • Journal_Title
    Consumer Electronics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0098-3063
  • Type

    jour

  • DOI
    10.1109/TCE.2011.5955199
  • Filename
    5955199