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 |
ISSN | 21682267; |
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. |
DOI | 10.1109/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 | |
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 |
推荐引用方式 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. |
条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Superpixel-Based For(1798KB) | 期刊论文 | 出版稿 | 限制开放 | CC BY-NC-SA | 请求全文 |
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