Direct estimation of time-to-impact from optical flow

M. Tistarelli, G. Sandini
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引用次数: 48

Abstract

The estimation of time to impact is of vital importance for animals as well as for autonomous robots. The optical flow is used to estimate the time to impact. The authors demonstrate that the motion equations that relate the egomotion and/or the motion of the objects in the scene to the optical flow are considerably simplified if the velocity is represented in a polar or log-polar coordinate system, as opposed to a Cartesian representation. In the former case, the time-to-impact can be directly computed from the velocity field and its derivatives. The analysis takes place considering a tracking egomotion, but is then generalized to arbitrary sensor and object motion. The main result stems from the abundance of equations that can be written directly relating the optical flow, represented in a polar or log-polar coordinate system, with the time-to-impact. Experiments performed on images acquired from real scenes are presented.<>
直接估计从光流到撞击的时间
对撞击时间的估计对动物和自主机器人都是至关重要的。光流用于估计撞击时间。作者证明,如果速度在极坐标系或对数极坐标系中表示,而不是笛卡尔坐标系中表示,那么将场景中物体的自我运动和/或运动与光流联系起来的运动方程将大大简化。在前一种情况下,可以直接从速度场及其导数计算出撞击时间。该分析首先考虑跟踪自我运动,然后推广到任意传感器和物体运动。主要结果源于大量的方程,这些方程可以直接与光流(用极坐标系或对数极坐标系表示)与撞击时间相关。本文介绍了对从真实场景中获取的图像进行的实验。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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