红外图像序列中光流和热输运的同时估计

H. Haussecker
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引用次数: 11

摘要

本文将热传递物理模型引入到红外图像序列的运动分析中。物理传输过程,如热扩散和衰变,引起了随时间变化的亮度变化,违反了常见的亮度恒定假设。以前的光流计算方法已经通过使用鲁棒统计或广义亮度恒定约束来适应亮度恒定的违反,这些约束允许一般类型的对比度和照明变化。在这里,我们考虑具有时间依赖的物理原因的亮度变化的现实模型。我们同时估计了光流和相关的物理参数,如热扩散常数和衰变常数。使用总最小二乘(TLS)对一类广泛的物理模型进行了估计问题,并在参数上设置了置信限。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Simultaneous estimation of optical flow and heat transport in infrared image sequences
This paper incorporates physical models of heat transport into motion analysis in infrared image sequences. Physical transport processes, such as heat diffusion and decay, are causing time dependent brightness variations, violating the common brightness constancy assumption. Previous approaches to optical flow computation have accommodated violations of brightness constancy with the use of robust statistics or with generalized brightness constancy constraints that allow generic types of contrast and illumination changes. Here, we consider realistic models of brightness variation that have time-dependent physical causes. We simultaneously estimate the optical flow and the relevant physical parameters, such as the heat diffusion and decay constants. The estimation problem is formulated for a wide class of physical models using total least squares (TLS), with confidence bounds on the parameters.
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