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Real-time robust tracking for motion blur and fast motion via correlation filters
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
关键词Visual Tracking Motion Blur Fast Motion Correlation Filter
发表期刊Sensors (Switzerland)
ISSN1424-8220
2016
卷号16期号:9页码:1-14
收录类别SCI ; EI
EI收录号20163702808218
WOS记录号WOS:000385527700104
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标题词Science & Technology ; Physical Sciences ; Technology
WOS类目Chemistry, Analytical ; Electrochemistry ; Instruments & Instrumentation
关键词[WOS]VISUAL TRACKING
WOS研究方向Chemistry ; Electrochemistry ; Instruments & Instrumentation
引用统计
文献类型期刊论文
条目标识符http://ir.sia.cn/handle/173321/19200
专题光电信息技术研究室
通讯作者Xu LY(许凌云)
作者单位1.Key Laboratory of Opto-Electronic Information Processing, Chinese Academy of Sciences, Shenyang 110016, China
2.Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China
3.University of Chinese Academy of Science, Beijing 100049, China
推荐引用方式
GB/T 7714
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.
APA Xu LY,Luo HB,Hui B,&Chang Z.(2016).Real-time robust tracking for motion blur and fast motion via correlation filters.Sensors (Switzerland),16(9),1-14.
MLA Xu LY,et al."Real-time robust tracking for motion blur and fast motion via correlation filters".Sensors (Switzerland) 16.9(2016):1-14.
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