Optimal Multiple Surfaces Searching for Video/Image Resizing - A Graph-Theoretic Approach

被引:16
作者
Han, Dongfeng [1 ]
Wu, Xiaodong [1 ]
Sonka, Milan [1 ]
机构
[1] Univ Iowa, Dept Radiat Oncol, Iowa City, IA 52242 USA
来源
2009 IEEE 12TH INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV) | 2009年
关键词
D O I
10.1109/ICCV.2009.5459380
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Content-aware video/image resizing is of increasing relevance to allow high-quality image and video resizing to be displayed on devices with different resolution. In this paper, we present a novel algorithm to find multiple 3-D surfaces simultaneously with globally optimal solution for video/image resizing. Our algorithm is based on graph theory and it first analyzes the video/image data to define the energy value for each voxel. Then, a 4-D graph is constructed and the costs are assigned according to the energy values. Finally, multiple 3-D surfaces are detected by a global optimization process which can be solved via s-t graph cuts. By removing or inserting these multiple 3D surfaces, content-aware video/image resizing is achieved. We also have proved that our algorithm can find the globally optimal solution for crossing surfaces problem, in which several surfaces can cross each other. The proposed method is demonstrated on a variety of video/image data and compared to the state of the art in video/image resizing.
引用
收藏
页码:1026 / 1033
页数:8
相关论文
共 15 条
[1]  
[Anonymous], P 11 IEEE INT C COMP
[2]   Seam carving for content-aware image resizing [J].
Avidan, Shai ;
Shamir, Ariel .
ACM TRANSACTIONS ON GRAPHICS, 2007, 26 (03)
[3]   Fast approximate energy minimization via graph cuts [J].
Boykov, Y ;
Veksler, O ;
Zabih, R .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2001, 23 (11) :1222-1239
[4]   An experimental comparison of min-cut/max-flow algorithms for energy minimization in vision [J].
Boykov, Y ;
Kolmogorov, V .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2004, 26 (09) :1124-1137
[5]  
Gal R., 2006, P 17 EUROGRAPHICS C, P297, DOI [DOI 10.2312/EGWR/EGSR06/297-303, 10.2312/EGWR/EGSR06/297-303]
[6]  
Harris C., 1988, P 4 ALV VIS C MANCH, P147
[7]   What energy functions can be minimized via graph cuts? [J].
Kolmogorov, V ;
Zabih, R .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2004, 26 (02) :147-159
[8]   Optimal surface segmentation in volumetric images - A graph-theoretic approach [J].
Li, K ;
Wu, XD ;
Chen, DZ ;
Sonka, M .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2006, 28 (01) :119-134
[9]   Distinctive image features from scale-invariant keypoints [J].
Lowe, DG .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2004, 60 (02) :91-110
[10]   Improved seam carving for video retargeting [J].
Rubinstein, Michael ;
Shamir, Ariel ;
Avidan, Shai .
ACM TRANSACTIONS ON GRAPHICS, 2008, 27 (03)