Dynamic Graph Cuts in Parallel

doi:10.1109/TIP.2017.2704431

CORC > 自动化研究所 > 中国科学院自动化研究所 > 模式识别国家重点实验室 > 机器人视觉团队

	Dynamic Graph Cuts in Parallel
	Yu, Miao1,2 ; Shen, Shuhan1,3 ; Hu, Zhanyi1,3,4
刊名	IEEE TRANSACTIONS ON IMAGE PROCESSING
	2017-08-01
卷号	26 期号:8 页码:3775-3788
关键词	Dynamic Graph Cuts Parallel Computation Video Segmentation Grabcut
DOI	10.1109/TIP.2017.2704431
文献子类	Article
英文摘要	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.
WOS关键词	MAXIMUM-FLOW PROBLEM ; MARKOV RANDOM-FIELDS ; ENERGY MINIMIZATION ; ALGORITHM
WOS研究方向	Computer Science ; Engineering
语种	英语
WOS记录号	WOS:000403819200010
资助机构	National Natural Science Foundation of China(61333015 ; 61421004 ; 61473292)
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/15226]
专题	自动化研究所_模式识别国家重点实验室_机器人视觉团队
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
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.