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Detection of Aerial Balls in Robotic Soccer Using a Mixture of Color and Depth Information

机译:使用颜色和深度信息的混合来检测机器人足球中的空中球

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Detection of aerial objects is a difficult problem to tackle given the dynamics and speed of a flying object. The problem is even more difficult when considering a noncontrolled environment, where the predominance of a given color is not guaranteed, and/or when the vision system is located on a moving platform. Taking as an example the game of robotic soccer promoted by the RoboCup Federation, most of the teams participating in the soccer competitions detect the objects in the environment using an omni directional camera. Omni directional vision systems only detect the ball when it is on the ground, and thus precise information on the ball position when in the air is lost. In this paper we present a novel approach for 3D ball detection in which we use the color information to identify ball candidates and the 3D data for filtering the relevant color information. The main advantage of our approach is the low processing time, being thus suitable for real-time applications. We present experimental results showing the effectiveness of the proposed algorithm. Moreover, this approach was already used in the last official RoboCup Middle Size League competition. The goalkeeper was able to move to a right position in order to defend a goal, in situations where the ball was flying towards the goal.
机译:考虑到飞行物体的动力学和速度,空中物体的检测是一个难以解决的问题。当考虑到无法控制的环境,无法保证给定颜色的优势和/或视觉系统位于移动平台上时,该问题甚至更加棘手。以RoboCup联合会发起的机器人足球比赛为例,大多数参加足球比赛的球队都使用全向摄像机检测环境中的物体。全向视觉系统仅在球落在地面上时才能检测到球,因此,在空中丢失时,球上位置的精确信息也会丢失。在本文中,我们提出了一种3D球检测的新颖方法,其中我们使用颜色信息来识别候选球,并使用3D数据来过滤相关的颜色信息。我们方法的主要优点是处理时间短,因此适合实时应用。我们目前的实验结果表明了该算法的有效性。而且,这种方法已经在上一次正式的RoboCup中型联赛比赛中使用。在球飞向球门的情况下,守门员能够移动到正确的位置以捍卫球门。

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