Part Context Learning for Visual Tracking
Zhu, Guibo; Wang, Jinqiao; Zhao, Chaoyang; Lu, Hanqing; Jinqiao Wang
2014
会议名称British Machine Computer Vision
会议录名称In proceedings of British Machine Computer Vision
会议日期September 1-5
会议地点Nottingham, UK
摘要Context information is widely used in computer vision for tracking arbitrary objects. Most existing works focus on how to distinguish the tracked object from background or inter-frame object similarity information or key-points supporters as their auxiliary information to assist them in tracking. However, in most cases, how to discover and represent both the intrinsic property inside the object and surrounding information is still an open problem. In this paper, we propose a unified context learning framework that can capture stable structure relations of in-object parts, context parts and the object itself to enhance the tracker’s performance. The proposed Part Context Tracker (PCT) consists of an appearance model, an internal relation model and an context relation model. The appearance model represents the appearances of the object and parts. The internal relation model utilizes the parts inside the object to describe the spatio temporal structure property directly, while the context relation model takes advantage of the latent intersection between the object and background parts. Then the appearance model, internal relation model and context relation model are embedded in a max-margin structured learning framework. Furthermore, a simple robust update strategy using median filter is utilized, which can deal with appearance change effectively and alleviate the drift problem. Extensive experiments are conducted on various benchmark dataset, and the comparisons with state-of-the-arts demonstrate the effectiveness of our work.
 
关键词Visual Tracking Part Context Learning
收录类别EI
文献类型会议论文
条目标识符http://ir.ia.ac.cn/handle/173211/11758
专题模式识别国家重点实验室_图像与视频分析
通讯作者Jinqiao Wang
作者单位Chinese Acad Sci, Natl Lab Pattern Recognit, Inst Automat, Beijing 100190, Peoples R China
推荐引用方式
GB/T 7714
Zhu, Guibo,Wang, Jinqiao,Zhao, Chaoyang,et al. Part Context Learning for Visual Tracking[C],2014.
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