Improved seam carving for video retargeting

被引:591
作者
Rubinstein, Michael
Shamir, Ariel [1 ]
Avidan, Shai [2 ]
机构
[1] Interdisciplinary Ctr, Herzliyya, Israel
[2] Adobe Syst Inc, San Jose, CA 95110 USA
来源
ACM TRANSACTIONS ON GRAPHICS | 2008年 / 27卷 / 03期
关键词
video retargeting; video editing; image retargeting; seam carving; forward energy;
D O I
10.1145/1360612.1360615
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Video, like images, should support content aware resizing. We present video retargeting using an improved seam carving operator. Instead of removing 1D seams from 2D images we remove 2D seam manifolds from 3D space-time volumes. To achieve this we replace the dynamic programming method of seam carving with graph cuts that are suitable for 3D volumes. In the new formulation, a seam is given by a minimal cut in the graph and we show how to construct a graph such that the resulting cut is a valid seam. That is, the cut is monotonic and connected. In addition, we present a novel energy criterion that improves the visual quality of the retargeted images and videos. The original seam carving operator is focused on removing seams with the least amount of energy, ignoring energy that is introduced into the images and video by applying the operator. To counter this, the new criterion is looking forward in time - removing seams that introduce the least amount of energy into the retargeted result. We show how to encode the improved criterion into graph cuts (for images and video) as well as dynamic programming (for images). We apply our technique to images and videos and present results of various applications.
引用
收藏
页数:9
相关论文
共 18 条
  • [1] [Anonymous], P WORKSH DYN VIS ICC
  • [2] [Anonymous], 2003, ACM international conference on Multimedia (MM'03)
  • [3] [Anonymous], 2007, Computer Vision and Pattern Recognition
  • [4] Seam carving for content-aware image resizing
    Avidan, Shai
    Shamir, Ariel
    [J]. ACM TRANSACTIONS ON GRAPHICS, 2007, 26 (03):
  • [5] An experimental comparison of min-cut/max-flow algorithms for energy minimization in vision
    Boykov, Y
    Kolmogorov, V
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2004, 26 (09) : 1124 - 1137
  • [6] Chen B., 2008, SHORT PAPERS P EUROG
  • [7] Dynamic graph cuts for efficient inference in Markov random fields
    Kohli, Pushmeet
    Torr, Philip H. S.
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2007, 29 (12) : 2079 - 2088
  • [8] Graphicut textures:: Image and video synthesis using graph cuts
    Kwatra, V
    Schödl, A
    Essa, I
    Turk, G
    Bobick, A
    [J]. ACM TRANSACTIONS ON GRAPHICS, 2003, 22 (03): : 277 - 286
  • [9] LIU F, 2006, P 14 ANN ACM INT C M, P241, DOI DOI 10.1145/1180639.1180702
  • [10] Lombaert H, 2005, IEEE I CONF COMP VIS, P259