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3D Registration on Mobile Platforms Using an Accelerometer

机译:使用加速度计的移动平台上的3D注册

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In the last several years 3D shape reconstruction and 3D registration using mobile platforms, i.e. smart phones and tablets, have been an increasingly active research avenue. Besides camera(s), nowadays mobile devices are equipped with a variety of sensors, including an accelerometer, a magnetometer and a gyroscope which are, among other applications, extensively used for the task of 3D registration too. To this end usually more than two sensors are utilized. In this work we demonstrate the usage of a tablet as 3D structured light scanner, and we further propose 3D registration method using only single sensor data, supplied by an accelerometer. Briefly, using an accelerometer our method first estimates only few candidate rotations in the spatial domain. Next, for each rotation candidate, the optimal translation is computed using a correlation function, efficiently implemented in the frequency domain. The final 3D registration parameters are chosen based on ICP refinement. The experimental results show a very close agreement with ground truth data. The proposed method is not restricted to mobile platforms only, but it is applicable to any 3D device which can be upgraded with an ubiquitous accelerometer.
机译:在过去的几年3D形状重建和3D注册使用移动平台,即智能手机和平板电脑,一直是一个越来越活跃的研究大道。除了相机之外,现在移动设备配备了各种传感器,包括加速度计,磁力计和陀螺仪,其中包括广泛用于3D登记的任务。为此,通常使用两个以上的传感器。在这项工作中,我们展示了平板电脑作为3D结构光扫描仪的使用,我们进一步提出了仅使用加速度计提供的单个传感器数据的3D注册方法。简而言之,使用加速度计我们的方法首先估计空间域中的几个候选旋转。接下来,对于每个旋转候选,使用相关函数来计算最佳平移,在频域中有效地实现。基于ICP改进选择最终的3D注册参数。实验结果表明,与地面真理数据相一致。所提出的方法仅限于移动平台,但它适用于任何可以用普遍存在的加速度计升级的3D设备。

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