OPT OpenIR  > 光学影像学习与分析中心
Incremental Learning With Saliency Map for Moving Object Detection
Pang, Yanwei1; Ye, Li1; Li, Xuelong2; Pan, Jing1,3
Department光学影像学习与分析中心
2018-03-01
Source PublicationIEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
ISSN1051-8215
Volume28Issue:3Pages:640-651
Contribution Rank2
Abstract

Moving object detection is a key to intelligent video analysis. On the one hand, what moves are not only interesting objects but also noise and cluttered background. On the other hand, moving objects without rich texture are prone to not be detected. Therefore, there are undesirable false alarms and missed alarms in the results of many algorithms of moving object detection. To reduce the false alarms and missed alarms, in this paper we propose to incorporate a saliency map into an incremental subspace analysis framework in which the saliency map makes the estimated background have less of a chance than the foreground (i.e., moving objects) to contain salient objects. The proposed objective function systematically takes into account the properties of sparsity, low rank, connectivity, and saliency. An alternative minimization algorithm is proposed to seek the optimal solutions. The experimental results on both the Perception Test Images Sequences data set and Wallflower data set demonstrate that the proposed method is effective in reducing false alarms and missed alarms.

 

KeywordMotion Object Detection Saliency Map Subspace Analysis
DOI10.1109/TCSVT.2016.2630731
Indexed BySCI ; EI
Language英语
WOS IDWOS:000426693100007
EI Accession Number20181004882475
Citation statistics
Cited Times:4[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.opt.ac.cn/handle/181661/30747
Collection光学影像学习与分析中心
Affiliation1.Tianjin Univ, Sch Elect & Informat Engn, Tianjin 300072, Peoples R China;
2.Chinese Acad Sci, Xian Inst Opt & Precis Mech, State Key Lab Transient Opt & Photon, Ctr OPT IMagery Anal & Learning OPTIMAL, Xian 710119, Shaanxi, Peoples R China;
3.Tianjin Univ Technol & Educ, Sch Elect Engn, Tianjin 300222, Peoples R China
Recommended Citation
GB/T 7714
Pang, Yanwei,Ye, Li,Li, Xuelong,et al. Incremental Learning With Saliency Map for Moving Object Detection[J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY,2018,28(3):640-651.
APA Pang, Yanwei,Ye, Li,Li, Xuelong,&Pan, Jing.(2018).Incremental Learning With Saliency Map for Moving Object Detection.IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY,28(3),640-651.
MLA Pang, Yanwei,et al."Incremental Learning With Saliency Map for Moving Object Detection".IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY 28.3(2018):640-651.
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