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首页> 外文期刊>Neural computing & applications >Multipoint infrared laser-based detection and tracking for people counting
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Multipoint infrared laser-based detection and tracking for people counting

机译:基于多点红外激光的检测和追踪人数

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摘要

Abstract Laser devices have received increasing attention in numerous computer-aided applications such as automatic control, 3D modeling and virtual reality. In this paper, aiming at people counting, we propose a novel people detection and tracking method based on the multipoint infrared laser, which can further facilitate intelligent scene modeling and analysis. In our method, a camera with the infrared lens filter is utilized to capture the monitored scene where an array of infrared spots is produced by the multipoint infrared laser. We build a spatial background model based on locations of spots. Pedestrians are detected by clustering of foreground spots. Then, our method tracks and counts the detected pedestrians via inferring the forward–backward motion consistency. Both quantitative and qualitative evaluation and comparison are conducted, and the experimental results demonstrate that the proposed method achieves excellent performance in challenging scenarios.
机译:摘要激光设备在诸如自动控制,3D建模和虚拟现实之类的许多计算机辅助应用中受到了越来越多的关注。 在本文中,针对人们的计数,我们提出了一种基于多点红外激光的新型人员检测和跟踪方法,可以进一步促进智能场景建模和分析。 在我们的方法中,利用具有红外透镜滤波器的相机来捕获被多点红外激光器产生红外斑点的被监视的场景。 我们基于斑点的位置构建一个空间背景模型。 通过聚类前景点来检测行人。 然后,我们的方法追踪并通过推断前后运动一致性来追踪检测到的行人。 进行定量和定性评估和比较,实验结果表明,该方法在具有挑战性的情况下实现了出色的性能。

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