Iterative estimation of non-rigid motion based on relative elasticity

Philip Smith, N. Nandhakumar
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引用次数: 1

Abstract

The vast majority of published research in motion has assumed that the imaged world moves in a rigid manner, even though this is an ill-posed assumption for recovering the motion parameters of many naturally occurring objects, such as clouds, plants, and animals. Unfortunately, if the rigidity of motion assumption is relaxed to allow deformation of motion, the problem of estimating the motion becomes severely underconstrained. In this paper, we define a model of deformable motion based on the concept of an object's relative elasticity. We then use this novel concept to develop an iterative, linear technique to recover a description of the whole-body, as well as the sectional, motion of objects undergoing deformable transformations. The algorithm's ability to perform the stated task is then verified by experiment.<>
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基于相对弹性的非刚体运动迭代估计
绝大多数已发表的关于运动的研究都假设被成像的世界以一种刚性的方式运动,尽管对于恢复许多自然发生的物体(如云、植物和动物)的运动参数来说,这是一个不适定的假设。不幸的是,如果放松运动假设的刚性以允许运动变形,则运动估计问题将严重缺乏约束。本文基于物体相对弹性的概念,定义了一个可变形运动模型。然后,我们使用这个新颖的概念来开发一种迭代的线性技术,以恢复对整个身体的描述,以及经历可变形变换的物体的截面运动。然后通过实验验证了该算法执行所述任务的能力
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