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轨迹树层次关系模型多摄像机多目标跟踪研究 被引量:1
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作者 刘冠群 李婷 《计算机科学与探索》 CSCD 北大核心 2020年第6期1036-1044,共9页
为提高摄像机目标跟踪精度,提出基于多假设跟踪(MHT)框架的采用轨迹树层次关系模型多摄像机多目标跟踪方法。首先,通过多个摄像机产生的轨迹之间的时空关联,找出未知数目的多个轨迹,并通过求解各帧的最大加权问题(MWCP),在线实现对目标... 为提高摄像机目标跟踪精度,提出基于多假设跟踪(MHT)框架的采用轨迹树层次关系模型多摄像机多目标跟踪方法。首先,通过多个摄像机产生的轨迹之间的时空关联,找出未知数目的多个轨迹,并通过求解各帧的最大加权问题(MWCP),在线实现对目标三维轨迹的估计。其次,为解决多帧图像处理的NP难问题,提出了一种新的在线方案,该方案利用前一帧结果的反馈信息,建立多帧图像处理方案,从而在每一帧上找到最佳的轨迹。该方案能使多个子问题构成多目标多目标控制问题,大大减少了计算量。实验表明,该算法与目前最先进的批处理算法相比,具有较好的性能。 展开更多
关键词 轨迹树 层次关系 多摄像机 多目标 跟踪 多帧图像
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Multi-robot task allocation for exploration 被引量:3
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作者 高平安 蔡自兴 《Journal of Central South University of Technology》 EI 2006年第5期548-551,共4页
The problem of allocating a number of exploration tasks to a team of mobile robots in dynamic environments was studied. The team mission is to visit several distributed targets. The path cost of target is proportional... The problem of allocating a number of exploration tasks to a team of mobile robots in dynamic environments was studied. The team mission is to visit several distributed targets. The path cost of target is proportional to the distance that a robot has to move to visit the target. The team objective is to minimize the average path cost of target over all targets. Finding an optimal allocation is strongly NP-hard. The proposed algorithm can produce a near-optimal solution to it. The allocation can be cast in terms of a multi-round single-item auction by which robots bid on targets. In each auction round, one target is assigned to a robot that produces the lowest path cost of the target. The allocated targets form a forest where each tree corresponds a robot’s exploring targets set. Each robot constructs an exploring path through depth-first search in its target tree. The time complexity of the proposed algorithm is polynomial. Simulation experiments show that the allocating method is valid. 展开更多
关键词 multi-robot systems task allocation average path cost multi-round single-item auction target tree
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