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Vision based localization of humanoid robots by inverse pose-estimation using a small set of fixed landmark features

机译:逆姿态估计使用一小组固定地标特征的人形机器人基于视觉定位

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We propose a vision based methodology to solve the robot localization problem by estimating the pose of the robot's camera with respect to a model of the environment represented by a small set of landmark features. The methodology proposed constructs a regression model based on the pinhole camera projection model by combining the information of several observed features. In this regression model the unknowns are the X and Y coordinates of the location vector of the robot with respect to the environment, and the depths of each of the observed features. We use a RoboCup Humanoid KidSize field as a test bed for experimental validation of this methodology.
机译:我们提出了一种基于视觉的方法,通过估计机器人的相机的姿势来解决机器人定位问题,相对于由一小组地标特征代表的环境模型估计。该方法通过组合多个观察特征的信息,基于针孔相机投影模型构建回归模型。在该回归模型中,未知数是关于环境的机器人的位置矢量的x和y坐标,以及每个观察到的特征的深度。我们使用Robocup Hub. Hulanoid Kidsize领域作为测试床的实验验证。

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