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
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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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