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Cooperative passers-by tracking with a mobile robot and external cameras

机译:使用移动机器人和外部摄像头进行协同行人跟踪

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摘要

In this paper, we present a cooperative passers-by tracking system between fixed view wall mounted cameras and a mobile robot. The proposed system fuses visual detections from wall mounted cameras and detections from a mobile robot-in a centralized manner-employing a "tracking-by-detection" approach within a Particle Filtering strategy. This tracking information is then used to endow the robot with passers-by avoidance ability to facilitate its navigation in crowds during the execution of a person following mission. The multi-person tracker's ability to track passers-by near the robot distinctively is demonstrated through qualitative and quantitative off-line experiments. Finally, the designed perceptual modalities are deployed on our robotic platform, controlling its actuators via visual servoing techniques and free space diagrams in the vicinity of the robot, to illustrate the robot's ability to follow a given target person in human crowded areas.
机译:在本文中,我们提出了一种固定式壁挂式摄像机与移动机器人之间的协作式行人跟踪系统。提出的系统以集中方式融合了壁挂式摄像机的视觉检测和移动机器人的检测,并在粒子过滤策略内采用“检测跟踪”方法。然后,使用此跟踪信息为机器人赋予行人回避能力,以在执行任务后的人员执行过程中促进其在人群中的导航。通过定性和定量离线实验,证明了多人跟踪器能够在机器人附近独特地跟踪路人。最后,将设计的感知模式部署在我们的机器人平台上,通过视觉伺服技术和机器人附近的自由空间图来控制其执行器,以说明机器人在人类拥挤的区域中跟随给定目标人员的能力。

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