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VCF: Velocity Correlation Filter, Towards Space-Borne Satellite Video Tracking
Shao, Jia1; Du, Bo1; Wu, Chen1; Wu, Jia2; Hu, Ruimin1; Li, Xuelong3
2018-10-08
Conference Name2018 IEEE International Conference on Multimedia and Expo, ICME 2018
Source Publication2018 IEEE International Conference on Multimedia and Expo, ICME 2018
Volume2018-July
Conference Date2018-07-23
Conference PlaceSan Diego, CA, United states
PublisherIEEE Computer Society
Contribution Rank3
AbstractTracking a moving target of interests from a space-borne satellite video is really a difficulty, since the target usually occupies only a few pixels in each frame of satellite video. Even it is a long train. Most state-of-the-art tracking algorithms mainly rely on luminance or color features, failing to handle this video tracking problem due to the extremely inadequate quality of targets features. To overcome this difficulty, we propose a velocity correlation filter (VCF), employing velocity feature and inertia mechanism to construct a kernel correlation filter for satellite video targets tracking. The velocity feature has a high discriminative ability to detect moving targets in satellite videos and the inertia mechanism can prevent model drift adaptively. Experimental results on three real satellite video datasets show our proposed approach outperforms state-of-the-art tracking methods with a more than 100 frames per second. © 2018 IEEE.
Department光学影像学习与分析中心;
DOI10.1109/ICME.2018.8486451
Indexed ByEI
ISBN9781538617373
Language英语
ISSN19457871;1945788X
EI Accession Number20190706509287
Citation statistics
Document Type会议论文
Identifierhttp://ir.opt.ac.cn/handle/181661/31260
Collection光学影像学习与分析中心
Corresponding AuthorDu, Bo
Affiliation1.School of Computer, Wuhan University, Wuhan, Hubei; 430072, China;
2.Department of Computing, Macquarie University, Sydney; NSW; 2109, Australia;
3.Chinese Academy of Sciences, Xi'An Institute of Optics and Precision Mechanics, Xi'an, Shaanxi; 710119, China
Recommended Citation
GB/T 7714
Shao, Jia,Du, Bo,Wu, Chen,et al. VCF: Velocity Correlation Filter, Towards Space-Borne Satellite Video Tracking[C]:IEEE Computer Society,2018.
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