从定性视觉动力学的运动理解

E. Shavit, A. Jepson
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引用次数: 6

摘要

在许多情况下,运动被自然地把握为一个有序的姿势序列,表达一个总体发展的阶段。捕捉潜在的动态是获得洞察力和构建具有表达能力的表示的重要的第一步。作者计算了一个运动的姿态函数,从动力学的角度定性地描述了它。该研究基于动态系统分析,在相空间中构造函数——观察到的行为的几何描述。分析本身是几何的,但产生了视觉动态的表示。位姿函数的全局分量是外力的表示,局部分量是变形的表示。计算很简单,只做了很少的一般假设。该函数捕获运动的所有相关参数,从而使行为的定性模拟成为可能,从而促进对观察到的事件的后续推理。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Motion understanding from qualitative visual dynamics
In many situations, motion is naturally grasped as an ordered sequence of poses, expressing stages in a general development. Capturing the underlying dynamics is an important first step for gaining insight and constructing a representation that has expressive power. The authors compute a pose function for a motion that qualitatively characterizes it in terms of dynamics. The study is based in dynamic systems analysis, constructing the function in phase space-a geometric depiction of the observed behaviour. The analysis itself is geometrical, but yields a representation of the visual dynamics. The global component of the pose function is an expression of external forces, and the local component and expression of deformation. The computation is simple, making only few general assumptions. The function captures all the relevant parameters of the motion in the sense that a qualitative simulation of the behavior is made possible, thus, facilitating subsequent reasoning about observed events.<>
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