Title :
Image Matting with Local and Nonlocal Smooth Priors
Author :
Xiaowu Chen ; Dongqing Zou ; Zhou, Steven Zhiying ; Qinping Zhao ; Ping Tan
Author_Institution :
State Key Lab. of Virtual Reality Technol. & Syst., Beihang Univ., Beijing, China
Abstract :
In this paper we propose a novel alpha matting method with local and nonlocal smooth priors. We observe that the manifold preserving editing propagation [4] essentially introduced a nonlocal smooth prior on the alpha matte. This nonlocal smooth prior and the well known local smooth prior from matting Laplacian complement each other. So we combine them with a simple data term from color sampling in a graph model for nature image matting. Our method has a closed-form solution and can be solved efficiently. Compared with the state-of-the-art methods, our method produces more accurate results according to the evaluation on standard benchmark datasets.
Keywords :
graph theory; image colour analysis; image enhancement; matrix algebra; alpha matting method; color sampling; graph model; image matting; manifold preserving editing propagation; matting Laplacian matrix; nonlocal smooth priors; Benchmark testing; Educational institutions; Equations; Image color analysis; Laplace equations; Manifolds; Mathematical model; Image matting; local and nonlocal smooth priors;
Conference_Titel :
Computer Vision and Pattern Recognition (CVPR), 2013 IEEE Conference on
Conference_Location :
Portland, OR
DOI :
10.1109/CVPR.2013.248