A survey of image retargeting techniques

被引:35
作者
Vaquero, Daniel [1 ]
Turk, Matthew [1 ]
Pulli, Kari [2 ]
Tico, Marius [2 ]
Gelfand, Natasha [2 ]
机构
[1] Univ Calif Santa Barbara, Dept Comp Sci, Santa Barbara, CA 93106 USA
[2] Nokia Res Ctr, Palo Alto, CA 94304 USA
来源
APPLICATIONS OF DIGITAL IMAGE PROCESSING XXXIII | 2010年 / 7798卷
关键词
Image retargeting; automatic cropping; saliency measures; content-aware image resizing; ADAPTIVE IMAGE;
D O I
10.1117/12.862419
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Advances in imaging technology have made the capture and display of digital images ubiquitous. A variety of displays are used to view them, ranging from high-resolution computer monitors to low-resolution mobile devices, and images often have to undergo changes in size and aspect ratio to adapt to different screens. Also, displaying and printing documents with embedded images frequently entail resizing of the images to comply with the overall layout. Straightforward image resizing operators, such as scaling, often do not produce satisfactory results, since they are oblivious to image content. In this work, we review and categorize algorithms for content-aware image retargeting, i.e., resizing an image while taking its content into consideration to preserve important regions and minimize distortions. This is a challenging problem, as it requires preserving the relevant information while maintaining an aesthetically pleasing image for the user. The techniques typically start by computing an importance map which represents the relevance of every pixel, and then apply an operator that resizes the image while taking into account the importance map and additional constraints. We intend this review to be useful to researchers and practitioners interested in image retargeting.
引用
收藏
页数:15
相关论文
共 61 条
[1]  
[Anonymous], 2005, PROC CVPR IEEE
[2]  
[Anonymous], 2003, ACMMM
[3]  
[Anonymous], 2006, ACM SIGCHI
[4]  
[Anonymous], P 2 INT C INT SCI
[5]  
[Anonymous], P 17 ACM INT C MULT
[6]  
[Anonymous], 2006, Computer Vision and Pattern Recognition, 2006 IEEE Computer Society Conference on, DOI DOI 10.1109/CVPR.2006.303
[7]  
[Anonymous], WORKSH COMP ATT APPL
[8]  
[Anonymous], IEEE INT C IM PROC
[9]   Seam carving for content-aware image resizing [J].
Avidan, Shai ;
Shamir, Ariel .
ACM TRANSACTIONS ON GRAPHICS, 2007, 26 (03)
[10]   PatchMatch: A Randomized Correspondence Algorithm for Structural Image Editing [J].
Barnes, Connelly ;
Shechtman, Eli ;
Finkelstein, Adam ;
Goldman, Dan B. .
ACM TRANSACTIONS ON GRAPHICS, 2009, 28 (03)