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Online apparatus and method for Multiple Camera Multiple Target Tracking Based on Multiple Hypothesis Tracking

机译:基于多假设跟踪的多摄像机多目标跟踪在线装置及方法

摘要

The present invention is an on-line device and method for multi-camera multi-target tracking based on multiple hypothesis tracking, adopting a multiple hypothesis tracking (MHT) framework based on delay determination, and to reduce the computational load of MHT on multiple cameras A tracklet generating unit for using a tracklet (a partial fragment of an estimated target trajectory) in a 2D (2D) image coordinate system, and converting a detection result detected through a frame into a tracklet for each camera of the multiple cameras; A candidate track generating unit for generating a candidate track that can be a tracing result in three-dimensional space through all possible temporal / spatial combinations with the tracklets transformed in the tracklet generating unit; A candidate track having a high probability of being a trajectory of the target is selected as an optimal track on the basis of the probability of the candidate tracks, A track selection unit for selecting optimum tracks successively while feeding back the different optimum tracks; a track selection unit for selecting the optimum tracks continuously based on the optimum track selected from the candidates generated in the candidate track generation unit and the track selection unit; And a track rejection unit for checking whether the track is tracked by using the approximate global probability (AGTP) or the N scan back method to remove the unchecked track and transmitting the result to the candidate track generating unit.
机译:本发明是一种基于多假设跟踪的多摄像机多目标跟踪的在线装置和方法,采用基于时延确定的多假设跟踪(MHT)框架,以减轻多摄像机的多目标跟踪的计算量。轨迹生成单元,用于在2D(2D)图像坐标系中使用轨迹(估计的目标轨迹的部分片段),并将通过帧检测到的检测结果转换为多个相机中的每个相机的轨迹。候选轨道生成单元,用于通过所有可能的时间/空间组合与在小轨道生成单元中转换的小轨道,生成可以作为三维空间中的跟踪结果的候选轨道;基于候选轨迹的概率,选择具有作为目标轨迹的高概率的候选轨迹作为最佳轨迹。轨迹选择单元,用于在反馈不同的最优轨迹的同时连续地选择最优轨迹;轨道选择单元,用于基于从在候选轨道生成单元和轨道选择单元中生成的候选中选择的最佳轨道,连续地选择最佳轨道;以及轨道拒绝单元,用于通过使用近似全局概率(AGTP)或N向回扫描方法来检查是否跟踪了轨道,以去除未检查的轨道并将结果发送到候选轨道生成单元。

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