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Pedestrian detection and tracking for mobile service robots

机译:移动服务机器人的行人检测和跟踪

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Pedestrian detection and tracking is an important research direction in the field of computer vision. With the smart home applications developing, mobile service robots have also drawn more and more attention. But the complex dynamic background and mobile pedestrians have brought great challenges to such problems. In addition, we found that it is always not enough only to know the information of pedestrian's location in the picture for mobile service robots in practical applications, the robots often need to know the spatial relationship between their locations and the corresponding tracked pedestrian's location, in order to move there to provide the appropriate services. However, the general detection and tracking algorithm only relied on the picture RGB or gray information can't do this. This paper presents a pedestrian detection and tracking method based on depth information and visual SLAM, which aims to solve the problem of pedestrian detection and tracking in the field of mobile service robots. We are clever to use tracking to the corresponding point cloud to achieve the purpose of tracking pedestrians. And with the help of camera motion estimation by visual SLAM, it can create a global position relationship for us.
机译:行人检测和跟踪是计算机视觉领域的重要研究方向。随着智能家居应用程序的发展,移动服务机器人也越来越受到关注。但是复杂的动态背景和行人流动给此类问题带来了巨大的挑战。此外,我们发现在实际应用中,仅移动服务机器人仅知道图片中的行人位置信息总是不够的,机器人经常需要知道其位置与相应的被跟踪行人位置之间的空间关系。为了搬到那里提供适当的服务。但是,仅依靠图片RGB或灰度信息的常规检测和跟踪算法无法做到这一点。本文提出了一种基于深度信息和视觉SLAM的行人检测与跟踪方法,旨在解决移动服务机器人领域的行人检测与跟踪问题。我们很聪明地使用对相应点云的跟踪来达到跟踪行人的目的。借助视觉SLAM进行的摄像机运动估计,它可以为我们创建全局位置关系。

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