CASIA OpenIR  > 模式识别国家重点实验室  > 机器人视觉
Dynamic Graph Cuts in Parallel
Yu, Miao1,2; Shen, Shuhan1,3; Hu, Zhanyi1,3,4
2017-08-01
发表期刊IEEE TRANSACTIONS ON IMAGE PROCESSING
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
DOI10.1109/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
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/15226
专题模式识别国家重点实验室_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
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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