基于踪片Tracklet关联的视觉目标跟踪:现状与展望
刘雅婷; 王坤峰; 王飞跃
Source Publication自动化学报
2017
Volume43Issue:11Pages:1869-1885
Other Abstract近年来,由于计算机视觉技术的发展和计算机硬件性能的提高,基于视觉的目标跟踪方法得到了飞速的发展.其中,基于踪片(Tracklet)关联的目标跟踪方法因为具有对目标遮挡的强鲁棒性、算法运行的快速性等优点得到了广泛关注,本文对这类方法的最新研究进展进行了综述.首先,简明地介绍了视觉目标跟踪的基本知识、研究意义和研究现状.然后,通过感兴趣目标检测、跟踪特征提取、踪片生成、踪片关联与补全四个步骤,系统详尽地介绍了基于踪片关联的目标跟踪方法,分析了近年来提出的一些踪片关联方法的优缺点.最后,本文指出了该研究问题的发展方向,一方面要提出更先进的目标跟踪模型,另一方面要采用平行视觉方法进行虚实互动的模型学习与评估. ; In the past decade, benefitting from the progress in computer vision theories and computing resources, there has been a rapid development in visual object tracking. Among all the methods, the tracklet-based object tracking method has gained its popularity due to its robustness in occlusion scenarios and high computational efficiency. This paper present a comprehensive survey of research methods related to tracklet-based object tracking. First, the basic concepts, research significance and research status of visual object tracking are introduced briefly. Then, the tracklet-based tracking approach is described from four aspects, including object detection, feature extraction, tracklet generation, and tracklet association and completion. Afterwards, we propose a detailed review and analyze the characteristics of state-of-the-art tracklet-based tracking methods. Finally, potential challenges and research fields are discussed. In our opinion, more advanced object tracking models should be proposed and the parallel vision approach should be adopted to learn and evaluate tracking models in a virtual-real interactive way.
Keyword视觉目标跟踪 踪片关联 网络流 马尔科夫随机场 平行视觉
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/20151
Collection复杂系统管理与控制国家重点实验室_先进控制与自动化
Recommended Citation
GB/T 7714
刘雅婷,王坤峰,王飞跃. 基于踪片Tracklet关联的视觉目标跟踪:现状与展望[J]. 自动化学报,2017,43(11):1869-1885.
APA 刘雅婷,王坤峰,&王飞跃.(2017).基于踪片Tracklet关联的视觉目标跟踪:现状与展望.自动化学报,43(11),1869-1885.
MLA 刘雅婷,et al."基于踪片Tracklet关联的视觉目标跟踪:现状与展望".自动化学报 43.11(2017):1869-1885.
Files in This Item: Download All
File Name/Size DocType Version Access License
基于踪片Tracklet关联的视觉目标跟(5908KB)期刊论文作者接受稿开放获取CC BY-NC-SAView Download
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[刘雅婷]'s Articles
[王坤峰]'s Articles
[王飞跃]'s Articles
Baidu academic
Similar articles in Baidu academic
[刘雅婷]'s Articles
[王坤峰]'s Articles
[王飞跃]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[刘雅婷]'s Articles
[王坤峰]'s Articles
[王飞跃]'s Articles
Terms of Use
No data!
Social Bookmark/Share
File name: 基于踪片Tracklet关联的视觉目标跟踪:现状与展望.pdf
Format: Adobe PDF
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.