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利用旋转不变量进行高效迭代姿态估计。

Efficient iterative pose estimation using an invariant to rotations.

出版信息

IEEE Trans Cybern. 2014 Feb;44(2):199-207. doi: 10.1109/TCYB.2013.2251331.

Abstract

This paper deals with pose estimation using an iterative scheme. We show that using adequate visual information, pose estimation can be performed iteratively with only three independent unknowns, which are the translation parameters. Specifically, an invariant to rotational motion is used to estimate the camera position. In addition, an adequate transformation is applied to the proposed invariant to decrease the nonlinearities between the variations in image space and 3-D space. Once the camera position is estimated, we show that the rotation can be estimated efficiently using two different direct methods. The proposed approach is compared against two other methods from the literature. The results show that using our method, pose tracking in image sequences and the convergence rate for randomly generated poses are improved.

摘要

本文研究了使用迭代方案进行姿态估计。我们表明,使用足够的视觉信息,仅通过三个独立的未知量(即平移参数)即可进行迭代姿态估计。具体来说,我们使用一个对旋转运动不变的量来估计相机的位置。此外,还应用了适当的变换,以减少图像空间和 3-D 空间之间变化的非线性关系。一旦估计出相机位置,我们就可以使用两种不同的直接方法来有效地估计旋转。将提出的方法与文献中的两种其他方法进行了比较。结果表明,使用我们的方法,可以改善图像序列中的位姿跟踪和随机生成位姿的收敛速度。

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