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Motion-based Object Detection for Automotive Applications using Multidimensional Wave Digital Filters

机译:基于运动的对象检测,用于使用多维波数字过滤器的汽车应用

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Vision-based object detection is a core part of many automotive collision warning systems. Especially due to the extensive information an image can hold and the decreasing costs of computational power, it has attracted more and more interest in the last decade. In this paper we propose a motion-based approach to simplify the detection of moving objects in order to improve available methods and make them more efficient. We interpret the image sequence containing the moving object (e.g. a vehicle or a crossing pedestrian) as a three-dimensional signal, not just as a sequence of image matrices. That way we can benefit from the advanced theoretical knowledge on system description and handling from the field of signal processing. In detail, three-dimensional velocity filters implemented using wave digital filters are used to oppress every object in the image that is not moving in a certain direction at a certain velocity.
机译:基于视觉的物体检测是许多汽车碰撞警告系统的核心部分。特别是由于广泛的信息,图像可以保持和降低计算能力的成本,它在过去十年中引起了越来越多的兴趣。在本文中,我们提出了一种基于运动的方法来简化移动物体的检测,以改善可用的方法并使它们更有效。我们将包含移动物体(例如车辆或交叉行人)的图像序列解释为三维信号,而不仅仅是作为图像矩阵序列。这样,我们可以从系统描述和从信号处理领域处理的先进理论知识中受益。详细地,使用波数字滤波器实现的三维速度滤波器用于在某个速度下不在某个方向上移动图像中的每个对象。

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