Top–down visual attention integrated particle filter for robust object tracking

doi:http://dx.doi.org/10.1016/j.image.2016.01.001

CASIA OpenIR > 中科院工业视觉智能装备工程实验室 > 精密感知与控制

	Top–down visual attention integrated particle filter for robust object tracking
	Li, Wanyi1 ; Wang, Peng1 ; Qiao, Hong2,3
发表期刊	Signal Processing: Image Communication
	2016-04
卷号	43 期号:无页码:28-41
其他摘要	Numerous tracking methods have been proposed and work well under many challenging conditions. However, there are still some problems need to be solved, such as abrupt motion and longtime occlusion. Visual attention mechanism enables humans to efficiently select the visual data of most potential interest and results in robust object tracking. Inspired by this fact, this paper presents a top–down visual attention computational model based on frequency analysis and integrates it into particle filter to solve the above mentioned problems. Given an image sequence, target-related salient regions are detected by the proposed top–down visual attention. Then the target is tracked by the proposed local and global search processes in which the salient regions are incorporated into particle filter. Comparison experiments on challenging sequences demonstrate the effectiveness of the proposed method.
关键词	Object Tracking Visual Attention Saliency Particle Filter Abrupt Motion Occlusion
DOI	http://dx.doi.org/10.1016/j.image.2016.01.001
收录类别	SCI ; SSCi
语种	英语
WOS记录号	WOS:000374711900003
引用统计	被引频次：17[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/12105
专题	中科院工业视觉智能装备工程实验室_精密感知与控制
通讯作者	Li, Wanyi
作者单位	1.Research Center of Precision Sensing and Control, Institute of Automation, Chinese Academy of Sciences 2.State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences 3.CAS Centre for Excellence in Brain Science and Intelligence Technology (CEBSIT)
第一作者单位	精密感知与控制研究中心
通讯作者单位	精密感知与控制研究中心
推荐引用方式 GB/T 7714	Li, Wanyi,Wang, Peng,Qiao, Hong. Top–down visual attention integrated particle filter for robust object tracking[J]. Signal Processing: Image Communication,2016,43(无):28-41.
APA	Li, Wanyi,Wang, Peng,&Qiao, Hong.(2016).Top–down visual attention integrated particle filter for robust object tracking.Signal Processing: Image Communication,43(无),28-41.
MLA	Li, Wanyi,et al."Top–down visual attention integrated particle filter for robust object tracking".Signal Processing: Image Communication 43.无(2016):28-41.

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