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Superpixel-Based Foreground Extraction with Fast Adaptive Trimaps
Li, Xuelong1,2; Liu, Kang1; Dong, Yongsheng1,3
作者部门光学影像学习与分析中心
2018-09
发表期刊IEEE Transactions on Cybernetics
ISSN21682267;
卷号48期号:9页码:2609-2619
产权排序1
摘要Extracting the foreground from a given complex image is an important and challenging problem. Although there have been many methods to perform foreground extraction, most of them are time-consuming, and the trimaps used in the matting step are labeled manually. In this paper, we propose a fast interactive foreground extraction method based on the superpixel GrabCut and image matting. Specifically, we first extract superpixels from a given image and apply GrabCut on them to obtain a raw mask. Due to that the resulting mask border is hard and toothing, we further propose fast and adaptive trimaps (FATs), and construct an FATs-based shared matting for computing a refined mask. Finally, by interactive processing, we can obtain the final foreground. Experimental results on the BSDS500 and alphamatting datasets demonstrate that our proposed method is faster than five representative methods, and performs better than the interactive representative methods in terms of the three evaluation criteria: 1) mean square error; 2) sum of absolute difference; and 3) execution time. © 2013 IEEE.
DOI10.1109/TCYB.2017.2747143
收录类别EI
语种英语
出版者Institute of Electrical and Electronics Engineers Inc.
EI入藏号20174004236866
引用统计
被引频次:21[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.opt.ac.cn/handle/181661/30844
专题光谱成像技术研究室
通讯作者Dong, Yongsheng
作者单位1.Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'an, Shaanxi; 710119, China;
2.University of Chinese Academy of Sciences, Beijing; 100049, China;
3.School of Information Engineering, Henan University of Science and Technology, Luoyang, Henan; 471023, China
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GB/T 7714
Li, Xuelong,Liu, Kang,Dong, Yongsheng. Superpixel-Based Foreground Extraction with Fast Adaptive Trimaps[J]. IEEE Transactions on Cybernetics,2018,48(9):2609-2619.
APA Li, Xuelong,Liu, Kang,&Dong, Yongsheng.(2018).Superpixel-Based Foreground Extraction with Fast Adaptive Trimaps.IEEE Transactions on Cybernetics,48(9),2609-2619.
MLA Li, Xuelong,et al."Superpixel-Based Foreground Extraction with Fast Adaptive Trimaps".IEEE Transactions on Cybernetics 48.9(2018):2609-2619.
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