中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
High-Order Energies for Stereo Segmentation

文献类型:期刊论文

作者Peng, Jianteng1; Shen, Jianbing1; Li, Xuelong2
刊名ieee transactions on cybernetics
出版日期2016-07-01
卷号46期号:7页码:1616-1627
关键词Disparity high-order energy optimization saliency segmentation stereo images
ISSN号2168-2267
产权排序2
英文摘要in this paper, we propose a novel segmentation approach for stereo images using the high-order energy optimization, which utilizes the disparity maps and statistical information of stereo images to enrich the high-order potential functions. to the best of our knowledge, our approach is the first one to formulate the problem of stereo segmentation as a high-order energy optimization problem, which simultaneously segments the foreground objects in left and right images using the proposed high-order potential function. a new method for designing the penalty function in our high-order term is proposed by the corresponding pixels and their neighboring pixels between left and right images. the relationships of stereo correspondence by disparity maps are further employed to enhance the connections between the left and right stereo images. experimental results demonstrate that the proposed approach can effectively improve the performance of two kinds of stereo segmentation, including the automatic saliency-aware stereocut and the interactive stereo segmentation with user scribbles.
WOS标题词science & technology ; technology
类目[WOS]computer science, artificial intelligence ; computer science, cybernetics
研究领域[WOS]computer science
关键词[WOS]image segmentation ; graph cuts ; saliency ; optimization ; attention ; textures
收录类别SCI ; EI
语种英语
WOS记录号WOS:000379757900011
源URL[http://ir.opt.ac.cn/handle/181661/28181]  
专题西安光学精密机械研究所_光学影像学习与分析中心
作者单位1.Beijing Inst Technol, Sch Comp Sci, Beijing Lab Intelligent Informat Technol, Beijing 100081, Peoples R China
2.Chinese Acad Sci, Ctr Opt IMagery Anal & Learning OPTIMAL, State Key Lab Transient Opt & Photon, Xian Inst Opt & Precis Mech, Xian 710119, Peoples R China
推荐引用方式
GB/T 7714
Peng, Jianteng,Shen, Jianbing,Li, Xuelong. High-Order Energies for Stereo Segmentation[J]. ieee transactions on cybernetics,2016,46(7):1616-1627.
APA Peng, Jianteng,Shen, Jianbing,&Li, Xuelong.(2016).High-Order Energies for Stereo Segmentation.ieee transactions on cybernetics,46(7),1616-1627.
MLA Peng, Jianteng,et al."High-Order Energies for Stereo Segmentation".ieee transactions on cybernetics 46.7(2016):1616-1627.

入库方式: OAI收割

来源:西安光学精密机械研究所

浏览0
下载0
收藏0
其他版本

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。