中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Segmenting and tracking multiple objects under occlusion using multi-label graph cut

文献类型:期刊论文

作者Wu, Mingjun1,2; Peng, Xianrong; Zhang, Qiheng; Zhao, Rujin2
刊名COMPUTERS & ELECTRICAL ENGINEERING
出版日期2010-09-01
卷号36期号:5页码:927-934
关键词Multiple object tracking Segmentation Graph cut Appearance model Occlusion
英文摘要This paper proposes a new method to segment and track multiple objects through occlusion by integrating spatial-color Gaussian mixture model (SCGMM) into an energy minimization framework. When occlusion does not occur, a SCGMM is learned for each object. When the objects are subject to occlusion, energy minimization is used to segment the objects from occlusion. To make the learned SCGMMs suitable for the segmentation of the current occlusion, a displacing procedure is utilized to adapt the SCGMMs to the spatial variations. A multi-label energy function is formulated building on the displaced SCGMMs and then minimized using the multi-label graph cut algorithm, thus leading to both the segmentation and tracking results of the objects with occlusion. Experimental validation of the proposed method is performed and presented on several video sequences. (C) 2010 Elsevier Ltd. All rights reserved.
WOS标题词Science & Technology ; Technology
类目[WOS]Computer Science, Hardware & Architecture ; Computer Science, Interdisciplinary Applications ; Engineering, Electrical & Electronic
研究领域[WOS]Computer Science ; Engineering
关键词[WOS]APPEARANCE ; SEGMENTATION
收录类别SCI
语种英语
WOS记录号WOS:000281592500012
公开日期2015-12-24
源URL[http://ir.ioe.ac.cn/handle/181551/3389]  
专题光电技术研究所_光电技术研究所被WoS收录文章
作者单位1.Chinese Acad Sci, Inst Opt & Elect, Lab 5, Chengdu 610209, Sichuan Prov, Peoples R China
2.Chinese Acad Sci, Grad Sch, Beijing 100039, Peoples R China
推荐引用方式
GB/T 7714
Wu, Mingjun,Peng, Xianrong,Zhang, Qiheng,et al. Segmenting and tracking multiple objects under occlusion using multi-label graph cut[J]. COMPUTERS & ELECTRICAL ENGINEERING,2010,36(5):927-934.
APA Wu, Mingjun,Peng, Xianrong,Zhang, Qiheng,&Zhao, Rujin.(2010).Segmenting and tracking multiple objects under occlusion using multi-label graph cut.COMPUTERS & ELECTRICAL ENGINEERING,36(5),927-934.
MLA Wu, Mingjun,et al."Segmenting and tracking multiple objects under occlusion using multi-label graph cut".COMPUTERS & ELECTRICAL ENGINEERING 36.5(2010):927-934.

入库方式: OAI收割

来源:光电技术研究所

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