Experiments and uniqueness results on object structure and kinematics from a sequence of monocular images

T. Broida, R. Chellappa
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引用次数: 20

Abstract

The authors consider the problem of using a sequence of monocular images (central projections) of a three-dimensional (3-D) moving object to estimate both its structure and kinematics. The object is assumed to be rigid, and its motion is assumed to be 'smooth'. A set of object match points is assumed to be available, consisting of fixed features on the object, the image-plane coordinates of which have been extracted from successive images in the sequence. The measured data are the noisy image plane coordinates of this set of object match points, taken from each image in the sequence. Results of an experiment with real imagery are presented, involving estimation of 28 unknown translational, rotational, and structural parameters, based on 12 images with seven feature points. Uniqueness results are summarized for the case of purely translational motion. A test based on a singular-value decomposition is described that determines whether or not noise-free data from an image sequence uniquely determines the elements of any given parameter vector, and sample uniqueness results are given. It is concluded that the experimental and the uniqueness results presented demonstrate the feasibility of the proposed approach.<>
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单目图像序列中目标结构和运动学的实验和唯一性结果
作者考虑了使用三维运动物体的单眼图像序列(中心投影)来估计其结构和运动学的问题。假设物体是刚性的,它的运动是“平滑的”。假设一组目标匹配点是可用的,这些目标匹配点由目标上的固定特征组成,这些特征的图像平面坐标是从序列中的连续图像中提取出来的。测量数据是从序列中的每个图像中获取的这组目标匹配点的噪声图像平面坐标。给出了基于真实图像的实验结果,包括基于12幅具有7个特征点的图像的28个未知平移、旋转和结构参数的估计。总结了纯平移运动的唯一性结果。描述了一种基于奇异值分解的测试方法,该方法确定图像序列中的无噪声数据是否唯一地决定任意给定参数向量的元素,并给出了样本的唯一性结果。实验结果和结果的唯一性证明了该方法的可行性。
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