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Estimating head orientation based upon sky-ground representation

机译:根据天地面表示估算头部方位

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The sense of balance is the basic skill of biological system. It is combined and unified with other motion skills of animals. By sensing the direction of the gravity from accelerometers, we can acquire a universal vertical reference which makes it much easier to estimation head orientation from visual sensors. This paper proposes a new method of estimating head orientation of a humanoid-like mobile robot by mounting a fisheye camera on its head. The camera rotation is estimated based upon a sky-ground representation, which is a spherical image combined with a vertical reference determined by sensing the direction of gravity. The spherical image can then be divided into two parts, sky part and ground part, along the horizon. Since the direction of the gravity is acquired from accelerometers, what we require to estimate about camera rotation is only the yaw component. Since the yaw rotation does not give rise to any content change for the sky part (the upper part of a spherical image), but a shift along the azimuth angle in a polar spherical coordinate system, the yaw component can be estimated by a phase correlation method which is referred to as the Fourier shift property. By combining the gravity with visual cues, we can estimate camera rotation without accumulated errors for a local scene. In our method no complicated computation is required and robust results are acquired for a dynamic and cluttered outdoor environment even if there is some illumination change.
机译:平衡感是生物系统的基本技能。它与动物的其他运动技能结合并统一。通过从加速度计感应重力的方向,我们可以获得通用的垂直参考,这使得从视觉传感器估计头部方向变得更加容易。本文提出了一种通过在人头上安装鱼眼摄像机来估计类人形移动机器人头部方向的新方法。摄像机旋转是基于天地面表示法估算的,该天地面表示法是球面图像,结合了通过感测重力方向确定的垂直参考。然后,可以将球面图像沿着地平线分为两部分,天空部分和地面部分。由于重力方向是从加速度计获取的,因此我们需要估算的摄像机旋转仅仅是偏航分量。由于偏航旋转不会引起天空部分(球面图像的上部)的任何内容变化,而是会在极坐标球坐标系中沿方位角移动,因此可以通过相位相关性估算偏航分量称为傅立叶位移属性的方法。通过结合重力和视觉提示,我们可以估计摄像机的旋转情况,而不会累积本地场景的误差。在我们的方法中,即使有一些光照变化,也不需要复杂的计算,并且可以为动态多变的室外环境获得可靠的结果。

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