运动分析中的加速度分析

Y. Sun, Jonathon S. Hare, M. Nixon
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引用次数: 1

摘要

以往对图像序列运动分析的研究通常没有考虑到高阶运动的基本性质,如加速度。在这项工作中,我们消除了不同类型的运动的歧义,并特别关注加速度。首先,我们展示了可以通过扩展Horn和Schunck的全局光流估计算法以原则性的方式计算加速度。然后,我们使用另一种已建立的光流技术演示加速度场的近似,因为大多数真实运动违反Horn和Schunck的全局平滑假设。此外,我们将加速度分解为径向和切向分量,以便更深入地理解运动。作为一般的运动描述符,我们展示了加速度如何提供区分视频序列中不同类型运动的能力
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Analysing Acceleration for Motion Analysis
Previous research in motion analysis of image sequences has generally not considered the basic nature of higher orders of motion such as acceleration. In this work, we disambiguate different types of motion, and in particular focus on acceleration. First, we show acceleration can be computed in a principled manner by extending Horn and Schunck's algorithm for global optical flow estimation. We then demonstrate an approximation of the acceleration field using an alternative established optical flow technique, since most real motions violate the global smoothness assumption of Horn and Schunck. Furthermore, we decompose acceleration into radial and tangential components for greater depth of understanding of the motion. As a general motion descriptor, we show how acceleration provides the capability for differentiating different types of motion in video sequences
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