Superpixel Optimization Using Higher Order Energy

doi:10.1109/TCSVT.2015.2430631

OPT OpenIR > 光谱成像技术研究室

	Superpixel Optimization Using Higher Order Energy
	Peng, Jianteng 1; Shen, Jianbing 1; Yao, Angela 2; Li, Xuelong3
作者部门	光学影像学习与分析中心
	2016-05-01
发表期刊	IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
ISSN	1051-8215
卷号	26 期号:5 页码:917-927
产权排序	3
摘要	A novel superpixel extraction algorithm using a higher order energy optimization framework is proposed in this paper. We first adopt the k-means clustering technique to quickly get an initial superpixel result. Then a higher order energy function is employed to optimize and refine these initial superpixels. We use a more general higher order energy function that includes a first-order data term, a second-order smoothness term, and a higher order term. The presegments are employed to provide the prior information of sufficient edges and segment regions for our higher order energy term. According to the texture measurement in different local regions, our algorithm adaptively computes the proper ratios of different energy terms to obtain a better superpixel performance. The experimental results demonstrate that our method using the higher order energy generates better results with well-aligned boundaries and homogeneous effects than the existing superpixel algorithms.
文章类型	Article
关键词	Higher Order Energy Optimization Superpixel
WOS标题词	Science & Technology ; Technology
DOI	10.1109/TCSVT.2015.2430631
收录类别	SCI ; EI
关键词[WOS]	GRAPH CUTS ; SEGMENTATION
语种	英语
WOS研究方向	Engineering
项目资助者	National Basic Research Program of China (973 Program)(2013CB328805) ; National Natural Science Foundation of China(61272359 ; Program for New Century Excellent Talents in University(NCET-11-0789) ; Shaanxi Key Innovation Team of Science and Technology(2012KCT-04) ; Specialized Fund for Joint Building Program of Beijing Municipal Education Commission ; 61125106)
WOS类目	Engineering, Electrical & Electronic
WOS记录号	WOS:000375707500010
引用统计	被引频次：26[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/181661/28125
专题	光谱成像技术研究室
作者单位	1.Beijing Inst Technol, Sch Comp Sci, Beijing Lab Intelligent Informat Technol, Beijing 100081, Peoples R China 2.Univ Bonn, Inst Comp Sci 2, D-53113 Bonn, Germany 3.Chinese Acad Sci, Xian Inst Opt & Precis Mech, State Key Lab Transient Opt & Photon, Ctr OPT IMagery Anal & Learning, Xian 710119, Peoples R China
推荐引用方式 GB/T 7714	Peng, Jianteng,Shen, Jianbing,Yao, Angela,et al. Superpixel Optimization Using Higher Order Energy[J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY,2016,26(5):917-927.
APA	Peng, Jianteng,Shen, Jianbing,Yao, Angela,&Li, Xuelong.(2016).Superpixel Optimization Using Higher Order Energy.IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY,26(5),917-927.
MLA	Peng, Jianteng,et al."Superpixel Optimization Using Higher Order Energy".IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY 26.5(2016):917-927.

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文件名称/大小	文献类型	版本类型	开放类型	使用许可
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