Dynamic Graph Cuts in Parallel

doi:10.1109/TIP.2017.2704431

	Dynamic Graph Cuts in Parallel
	Yu, Miao1,2 ; Shen, Shuhan1,3 ; Hu, Zhanyi1,3,4
发表期刊	IEEE TRANSACTIONS ON IMAGE PROCESSING
	2017-08-01
卷号	26 期号:8 页码:3775-3788
文章类型	Article
摘要	This paper aims at bridging the two important trends in efficient graph cuts in the literature, the one is to decompose a graph into several smaller subgraphs to take the advantage of parallel computation, the other is to reuse the solution of the max-flow problem on a residual graph to boost the efficiency on another similar graph. Our proposed parallel dynamic graph cuts algorithm takes the advantages of both, and is extremely efficient for certain dynamically changing MRF models in computer vision. The performance of our proposed algorithm is validated on two typical dynamic graph cuts problems: the foreground-background segmentation in video, where similar graph cuts problems need to be solved in sequential and GrabCut, where graph cuts are used iteratively.
关键词	Dynamic Graph Cuts Parallel Computation Video Segmentation Grabcut
WOS标题词	Science & Technology ; Technology
DOI	10.1109/TIP.2017.2704431
关键词[WOS]	MAXIMUM-FLOW PROBLEM ; MARKOV RANDOM-FIELDS ; ENERGY MINIMIZATION ; ALGORITHM
收录类别	SCI
语种	英语
项目资助者	National Natural Science Foundation of China(61333015 ; 61421004 ; 61473292)
WOS研究方向	Computer Science ; Engineering
WOS类目	Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic
WOS记录号	WOS:000403819200010
引用统计	被引频次：5[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/15226
专题	多模态人工智能系统全国重点实验室_机器人视觉
作者单位	1.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China 2.Zhongyuan Univ Technol, Zhengzhou 450007, Peoples R China 3.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 4.Chinese Acad Sci, CAS Ctr Excellence Brain Sci & Intelligence Techn, Beijing 100190, Peoples R China
第一作者单位	模式识别国家重点实验室
推荐引用方式 GB/T 7714	Yu, Miao,Shen, Shuhan,Hu, Zhanyi. Dynamic Graph Cuts in Parallel[J]. IEEE TRANSACTIONS ON IMAGE PROCESSING,2017,26(8):3775-3788.
APA	Yu, Miao,Shen, Shuhan,&Hu, Zhanyi.(2017).Dynamic Graph Cuts in Parallel.IEEE TRANSACTIONS ON IMAGE PROCESSING,26(8),3775-3788.
MLA	Yu, Miao,et al."Dynamic Graph Cuts in Parallel".IEEE TRANSACTIONS ON IMAGE PROCESSING 26.8(2017):3775-3788.

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TIP2017.pdf（3907KB）	期刊论文	作者接受稿	开放获取	CC BY-NC-SA	浏览