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| 基于聚类最近数据关联的多目标跟踪算法 | |
| 引用本文： | 丁文锐,李红光,李新军. 基于聚类最近数据关联的多目标跟踪算法[J]. 北京航空航天大学学报, 2009, 35(12): 1487-1490 |
| 作者姓名： | 丁文锐 李红光 李新军 |
| 作者单位： | 北京航空航天大学无人驾驶飞行器设计研究所,北京,100191;北京航空航天大学机械工程及自动化学院,北京,100191 |
| 基金项目： | 航空基金，武器装备预研资助项目 |
| 摘 要： | 提出了一种基于聚类最近数据关联的多目标跟踪算法.建立了基于目标位置、目标大小和目标灰度的3层匹配距离,将3个距离加权综合得到目标匹配的距离函数.以目标链为基准寻找与其存在最小匹配距离关系的观测目标作为目标链的数据后继,再以此观测目标为基准寻找与其存在最小匹配距离关系的目标链作为该目标的数据前驱.当且仅当匹配对象之间前驱与后继关系同时成立时认为二者匹配成功.将已有目标链分为4类,将当前帧观测目标分为2类.分析各类数据间可能存在的匹配关系,利用上述方法进行匹配运算.对于目标遮挡等情况,基于目标运动轨迹的瞬时直线性和均值滤波原理,将某时间段内的目标质心坐标作为输入数据得到回归直线,预测下一时刻的目标质心位置.目标大小和灰度预测数据由该时间内均值滤波得到.本算法在多人体跟踪实验中取得良好效果. |
| 关 键 词： | 多目标跟踪 数据关联 目标预测 |
| 收稿时间： | 2008-12-01 |
Multi-target tracking based on cluster min-distance data association |
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| Ding Wenrui,Li Hongguang,Li Xinjun. Multi-target tracking based on cluster min-distance data association[J]. Journal of Beijing University of Aeronautics and Astronautics, 2009, 35(12): 1487-1490 | |
| Authors: | Ding Wenrui Li Hongguang Li Xinjun |
| Affiliation: | 1. Research Institute of Unmanned Aerial Vehicle, Beijing University of Aeronautics and Astronautics, Beijing 100191, China; 2. School of Mechanical Engineering and Automation, Beijing University of Aeronautics and Astronautics, Beijing 100191, China; 3. Research Institute of Unmanned Aerial Vehicle, Beijing University of Aeronautics and Astronautics, Beijing 100191, China |
| Abstract: | A multi-target tracking algorithm based on cluster min-distance data association was proposed.Three matching distances about target position,target size and target gray value were established,weighted and integrated into final target matching distance function.The algorithm searched for the target list's follow-up data which had min-matching distance relationship with observed target and the observed target's precursor data which had min-matching distance relationship with target list.Only when the follow-u... |
| Keywords: | multi-target tracking data association target prediction |
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