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Thermal vision based intelligent system for human detection and tracking in mobile robot control system

机译:基于热视觉的移动机器人控制系统中用于人体检测和跟踪的智能系统

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摘要

This paper presents the results of the authors in thermal vision based mobile robot control. The most important segment of the high level control loop of mobile robot platform is an intelligent real-time algorithm for human detection and tracking. Temperature variations across same objects, air flow with different temperature gradients, reflections, person overlap while crossing each other, and many other non-linearities, uncertainty and noise, put challenges in thermal image processing and therefore the need of computationally intelligent algorithms for obtaining the efficient performance from human motion tracking system. The main goal was to enable mobile robot platform or any technical system to recognize the person in indoor environment, localize it and track it with accuracy high enough to allow adequate human-machine interaction. The developed computationally intelligent algorithms enables robust and reliable human detection and tracking based on neural network classifier and autoregressive neural network for time series prediction. Intelligent algorithm used for thermal image segmentation gives accurate inputs for classification. [Projekat Ministarstva nauke Republike Srbije, br. TR35005].
机译:本文介绍了作者在基于热视觉的移动机器人控制中的结果。移动机器人平台高级控制回路中最重要的部分是用于人体检测和跟踪的智能实时算法。相同物体之间的温度变化,具有不同温度梯度的气流,反射,彼此相交时人员重叠以及许多其他非线性,不确定性和噪声,给热图像处理带来了挑战,因此需要用于获取图像的计算智能算法人体运动跟踪系统的高效性能。主要目标是使移动机器人平台或任何技术系统能够识别室内环境中的人员,对其进行定位并以足够高的精度对其进行跟踪,以允许适当的人机交互。先进的计算智能算法可基于神经网络分类器和自回归神经网络对时间序列进行预测,从而实现可靠,可靠的人体检测和跟踪。用于热图像分割的智能算法为分类提供了准确的输入。 [Projekat Ministarstva nauke Republike Srbije,br。 TR35005]。

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