COLOR CLUSTERING MATTING

被引:0
|
作者
Shi, Yongfang [1 ]
Au, Oscar C. [1 ]
Pang, Jiahao [1 ]
Tang, Ketan [1 ]
Sun, Wenxiu [1 ]
Zhang, Hong [1 ]
Zhu, Wenjing [1 ]
Jia, Luheng [1 ]
机构
[1] Hong Kong Univ Sci & Technol, Dept Elect & Comp Engn, Kowloon, Hong Kong, Peoples R China
关键词
Natural Image Matting; Nonlocal Color Clustering; Underconstrained Problem; IMAGE;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Natural image matting refers to the problem of extracting regions of interest such as foreground object from an image based on user inputs like scribbles or trimap. More specifically, we need to estimate the color information of background, foreground and the corresponding opacity, which is an ill-posed problem inherently. Inspired by closed-form matting and KNN matting, in this paper, we extend the local color line model which is based on the assumption of linear color clustering within a small local window, to nonlocal feature space neighborhood. New affinity matrix is defined to achieve better clustering. Further, we demonstrate that good clustering ensures better prediction of alpha matte. Experimental evaluations on benchmark datasets and comparisons show that our matting algorithm is of higher accuracy and better visual quality than some state-of-the-art matting algorithms
引用
收藏
页数:6
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