直接碰撞过程中的视觉信息处理——一个简单的计算模型

Y. Dezhong, Wang Ling
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引用次数: 1

摘要

在直接碰撞过程的研究中,TTC(碰撞时间)的计算在主观上被认为是一个重要的关键准则。公式/spl tau/ /spl ap/ /spl theta///spl theta///spl theta/'通常用于计算TTC,其中/spl theta/为隐约物体的视角,/spl theta/'为/spl theta/随时间的导数。在本文中,我们发现1//spl tau/也可以用1/(/spl theta/+B)和/spl theta/的加权组合来近似,其中B是常数。然后,我们建立了一个简单的计算模型,其中包括一种改进的反向传播算法,作为模拟大脑反应模式的一种方式。TTC的准确估计,隐藏神经元的生理意义相对明确,模型具有良好的可塑性和鲁棒性,表明该模型是一种潜在的、可实现的模型,很有可能模拟视觉信息在直接碰撞过程中处理的大脑生理机制。
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Visual information processing in direct collision course - a simple computational model
In the research of direct collision course, the computation of TTC, time to collision, is thought subjectively an important critical criteria. Formula /spl tau/ /spl ap/ /spl theta///spl theta/' was usually utilized to calculate TTC where /spl theta/ is the visual angle subtended by the looming object and /spl theta/' is the derivative of /spl theta/ over time. In this paper, we found that 1//spl tau/ can also be approximated by using a weighted combination of 1/(/spl theta/+B) and /spl theta/, where B is a constant. We then built a simple computational model by including an improved back propagation algorithm as a way of simulating the brain response patterns. The accurate estimation of TTC, relative definite physiological meaning of the hidden neurons, and the good plasticity and robustness of the model imply that it is a potential and realizable model and is very likely to imitate the physiological brain mechanism of the visual information processing in the direct collision course.
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