Aesthetic Image Enhancement by Dependence-Aware Object Recomposition

被引:50
|
作者
Zhang, Fang-Lue [1 ]
Wang, Miao [1 ]
Hu, Shi-Min [1 ]
机构
[1] Tsinghua Univ, Dept Comp Sci & Technol, Tsinghua Natl Lab Informat Sci & Technol, Beijing 100084, Peoples R China
基金
国家高技术研究发展计划(863计划);
关键词
Image enhancement; photograph composition; region dependence; PHOTO; SEGMENTATION; RECOGNITION; SIMILARITY; COLOR; MODEL;
D O I
10.1109/TMM.2013.2268051
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes an image-enhancement method to optimize photograph composition by rearranging foreground objects in the photograph. To adjust objects' positions while keeping the original scene content, we first perform a novel structure dependence analysis on the image to obtain the dependencies between all background regions. To determine the optimal positions for foreground objects, we formulate an optimization problem based on widely used heuristics for aesthetically pleasing pictures. Semantic relations between foreground objects are also taken into account during optimization. The final output is produced by moving foreground objects, together with their dependent regions, to optimal positions. The results show that our approach can effectively optimize photographs with single or multiple foreground objects without compromising the original photograph content.
引用
收藏
页码:1480 / 1490
页数:11
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