Image detail enhancement with spatially guided filters

被引:22
|
作者
Hao, Shijie [1 ,2 ]
Pan, Daru [3 ]
Guo, Yanrong [4 ,5 ]
Hong, Richang [1 ]
Wang, Meng [1 ,2 ]
机构
[1] Hefei Univ Technol, Sch Comp & Informat, Hefei, Peoples R China
[2] Hefei Univ Technol, Comp Sci & Technol Postdoctoral Res Stn, Hefei, Peoples R China
[3] S China Normal Univ, Sch Phys & Telecommun Engn, Guangzhou, Guangdong, Peoples R China
[4] Univ N Carolina, Dept Radiol, Chapel Hill, NC USA
[5] Univ N Carolina, BRIC, Chapel Hill, NC USA
来源
SIGNAL PROCESSING | 2016年 / 120卷
基金
中国博士后科学基金;
关键词
Image detail enhancement; Spatially guided map; Guided image filter; Local Laplacian filter; PHOTOGRAPHY; CUES;
D O I
10.1016/j.sigpro.2015.02.017
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In recent years, enhancing image details without introducing artifacts has been attracting much attention in image processing community. Various image filtering methods have been proposed to achieve this goal. However, existing methods usually treat all pixels equally during the filtering process without considering the relationship between filtering strengths and image contents. In this paper, we address this issue by spatially distributing the filtering strengths with simple low-level features. First, to determine the pixel-wise filtering strength, we construct a spatially guided map, which exploits the spatial influence of image details based on the edge response of an image. Then, we further integrate this guided map into two state-of-the-art image filters and apply the improved filters to the task of image detail enhancement. Experiments demonstrate that our results generate better content-specific visual effects and introduce much less artifacts. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:789 / 796
页数:8
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