Gradient domain weighted guided image filtering

被引:6
作者
Wang, Bo [1 ,2 ]
Wang, Yihong [1 ,2 ]
Sui, Xiubao [1 ,2 ]
Liu, Yuan [1 ,2 ]
Chen, Qian [1 ,2 ]
机构
[1] Nanjing Univ Sci & Technol, Sch Elect & Opt Engn, Nanjing 210094, Peoples R China
[2] Nanjing Univ Sci & Technol, Jiangsu Key Lab Spectral lmaging & Intelligent Sen, Nanjing 210094, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
Edge-preserving filtering; Average strategy; Detail enhancement; Image denoising; Halo artifact;
D O I
10.1007/s11760-023-02641-9
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
Guided image filter is a well-known local filter in image processing. However, the presence of halo artifacts is a common issue associated with this type of filter. This paper proposes an algorithm that utilizes gradient information to accurately identify the edges of an image. Furthermore, the algorithm uses weighted information to distinguish flat areas from edge areas, resulting in sharper edges and reduced blur in flat areas. This approach mitigates the excessive blurring near edges that often leads to halo artifacts. Experimental results demonstrate that the proposed algorithm significantly suppresses halo artifacts at the edges, making it highly effective for both image denoising and detail enhancement.
引用
收藏
页码:4097 / 4105
页数:9
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