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题名: Real-time robust tracking for motion blur and fast motion via correlation filters
作者: Xu LY(许凌云); Luo HB(罗海波); Hui B(惠斌); Chang Z(常铮)
作者部门: 光电信息技术研究室
通讯作者: 许凌云
关键词: visual tracking ; motion blur ; fast motion ; correlation filter
刊名: Sensors (Switzerland)
ISSN号: 1424-8220
出版日期: 2016
卷号: 16, 期号:9, 页码:1-14
收录类别: SCI ; EI
产权排序: 1
摘要: Visual tracking has extensive applications in intelligent monitoring and guidance systems. Among state-of-the-art tracking algorithms, Correlation Filter methods perform favorably in robustness, accuracy and speed. However, it also has shortcomings when dealing with pervasive target scale variation, motion blur and fast motion. In this paper we proposed a new real-time robust scheme based on Kernelized Correlation Filter (KCF) to significantly improve performance on motion blur and fast motion. By fusing KCF and STC trackers, our algorithm also solve the estimation of scale variation in many scenarios. We theoretically analyze the problem for CFs towards motions and utilize the point sharpness function of the target patch to evaluate the motion state of target. Then we set up an efficient scheme to handle the motion and scale variation without much time consuming. Our algorithm preserves the properties of KCF besides the ability to handle special scenarios. In the end extensive experimental results on benchmark of VOT datasets show our algorithm performs advantageously competed with the top-rank trackers.
语种: 英语
WOS记录号: WOS:000385527700104
Citation statistics:
内容类型: 期刊论文
URI标识: http://ir.sia.cn/handle/173321/19200
Appears in Collections:光电信息技术研究室_期刊论文

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Recommended Citation:
Xu LY,Luo HB,Hui B,et al. Real-time robust tracking for motion blur and fast motion via correlation filters[J]. Sensors (Switzerland),2016,16(9):1-14.
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