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Fast and reliable minimal relative pose estimation under planar motion

机译:平面运动下快速可靠的最小相对姿态估计

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This paper proposes fast, reliable, and minimal non-iterative relative pose solvers under planar motion constraint. Relative pose estimation is popularly utilized in many important problems such as visual odometry and SLAM, and planar motion is common for mobile robots and vehicles on floors and roads. We transform the original problem formulation of finding intersections of two ellipses into more accessible form of finding intersections of a line and unit circle. Such transformation leads to a non-iterative and closed form solver, which enables significant speed-up compared to previous methods. The proposed algorithm is almost 9 times faster than the previous minimal solver with planar motion and around 90 times faster than the previous minimal solver with general motion. In addition, our algorithms provide reliable relative pose in degeneracy of the previous minimal planar solvers. Effectiveness of the proposed algorithms is demonstrated with two types of experiments: relative pose estimation with synthetic data and monocular visual odometry with real image sequences. (C) 2017 Elsevier B.V. All rights reserved.
机译:本文提出了平面运动约束下的快速,可靠和最小的非迭代相对姿态求解器。相对姿态估计广泛用于许多重要问题,例如视觉测距法和SLAM,并且平面运动在地板和道路上的移动机器人和车辆中很常见。我们将查找两个椭圆的相交的原始问题公式转换为查找直线与单位圆的相交的更易访问的形式。这种转换导致了一个非迭代和封闭形式的求解器,与以前的方法相比,它可以显着提高速度。提出的算法几乎比以前的平面运动最小解算器快9倍,比以前的一般运动最小解算器快90倍。此外,我们的算法在退化以前的最小平面解算器时提供了可靠的相对姿态。通过两种类型的实验证明了所提出算法的有效性:使用合成数据的相对姿态估计和使用真实图像序列的单眼视觉测距法。 (C)2017 Elsevier B.V.保留所有权利。

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