光流计算的约束条件

F. Girosi, A. Verri, V. Torre
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引用次数: 49

摘要

提出了一些约束条件,在这些条件下,光流的分量可以用局部微分技术得到,孔径问题通常可以得到解决。通过观察可以用无穷小的变形来描述图像亮度的时空变化,从而提出了约束条件。任意选择对应于二维图形的基本变形的四个方程中的两个意味着图像亮度的空间梯度是平稳的,并且导致光流方程的线性系统似乎最适合在没有先验信息的情况下对实际数据进行数值实现。在这种情况下,推导了计算光流与运动场之间的误差项,即与像面上点的真实位移相关的二维矢量场,并讨论了可以安全地忽略它的条件。在实际图像上的实验表明,所获得的光流可以估计三维运动参数,检测流场中的不连续点,以及在不同运动物体中分割图像
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Constraints for the computation of optical flow
A number of constraints are proposed for which both the components of optical flow can be obtained by local differential techniques and the aperture problem can usually be solved. The constraints are suggested by the observation that it is possible to describe spatial and temporal changes of the image brightness in terms of infinitesimal deformations. An arbitrary choice of two of the four equations which correspond to the elementary deformations of a 2-D pattern implies that the spatial gradient of the image brightness is stationary and leads to a linear system of equations for optical flow which seems best suited for numerical implementation on real data in the absence of a priori information. In that case, the error term between the computed optical flow and the motion field-that is, the 2-D vector field associated with the true displacement of points on the image plane-is derived and the conditions under which it can safely be neglected are discussed. Experiments on real images are reported which show that the obtained optical flows allow the estimate of 3-D motion parameters, the detection of discontinuities in the flow field, and the segmentation of the image in different moving objects.<>
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