Mechanisms for isolating component patterns in the sequential analysis of multiple motion

Peter J. Burt, Rajesh Hingorani, R. Kolczynski
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引用次数: 84

Abstract

Pyramid techniques are commonly used to provide computational efficiency in the analysis of image motion. But these techniques can play an even more important role in the analysis of multiple motion, where, for example, a transparent pattern moves in front of a differently moving background pattern. The pyramid framework then separates motion components based on their spatial and temporal frequency characteristics so that each can be estimated independently of the others. This property is key to recently proposed selective stabilization algorithms for the sequential analysis of multiple motion and for the detection of moving objects from a moving platform. The authors determine the conditions for component selection. Results can provide important guidance in practical applications of motion analysis.<>
在多重运动的序列分析中隔离组件模式的机制
金字塔技术通常用于提高图像运动分析的计算效率。但是这些技术可以在多重运动的分析中发挥更重要的作用,例如,一个透明的图案在一个不同运动的背景图案前面移动。然后,金字塔框架根据其空间和时间频率特征分离运动组件,以便每个组件都可以独立于其他组件进行估计。这一特性是最近提出的选择性稳定算法的关键,用于多个运动的顺序分析和从移动平台检测运动物体。作者确定了元件选择的条件。结果对运动分析的实际应用具有重要的指导意义。
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