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黑暗中的操控:通过光流分析探究环境亮度对驾驶员行为的影响。

Steering in the dark: The impact of environmental luminance on driver behavior through optical flow analysis.

作者信息

Wang Jie, Li Jiangtong, Xiao Yi, Song Kang

机构信息

School of Mechanical Engineering, Tianjin University, No.135 Yaguan Road, Jinnan District, Tianjin, 300350, China.

School of New Media and Communication, Tianjin University, Nankai District, No 92 Weijin Road, Tianjin, 300072, China.

出版信息

Atten Percept Psychophys. 2025 Aug 26. doi: 10.3758/s13414-025-03146-y.

Abstract

The visual perception and steering behavior of drivers are known to be influenced by environmental lighting, but the underlying perception mechanisms, particularly the role of optical flow under low-luminance conditions, remain insufficiently understood. In a simulated driving experiment, 32 participants were exposed to five controlled luminance levels while their eye movements and driving performance were recorded. The results indicate that lower environmental luminance leads to prolonged gaze duration, a wider distribution of gaze points, and an increase in lateral steering errors. At moderate luminance, drivers exhibited enhanced optical flow perception and improved steering accuracy. However, under low luminance, degraded optical flow weakened the coupling between gaze and self-motion, caused a misalignment between gaze and vehicle motion, leading to reduced steering accuracy. These findings advance previous work by demonstrating that luminance not only affects gaze behavior but also modulates visual perception through its impact on optical flow processing. These insights may support the development of adaptive driver training programs and human-centered driver assistance systems that respond to perceptual challenges in low-luminance environments.

摘要

众所周知,驾驶员的视觉感知和转向行为会受到环境照明的影响,但潜在的感知机制,尤其是低亮度条件下光流的作用,仍未得到充分理解。在一项模拟驾驶实验中,32名参与者在五种受控亮度水平下接受测试,同时记录他们的眼动和驾驶表现。结果表明,较低的环境亮度会导致注视持续时间延长、注视点分布更广泛以及横向转向误差增加。在中等亮度下,驾驶员表现出增强的光流感知和更高的转向精度。然而,在低亮度条件下,光流退化削弱了注视与自身运动之间的耦合,导致注视与车辆运动之间的错位,从而降低了转向精度。这些发现推进了以往的研究工作,表明亮度不仅影响注视行为,还通过其对光流处理的影响来调节视觉感知。这些见解可能有助于开发适应性驾驶员培训计划和以人为本的驾驶员辅助系统,以应对低亮度环境中的感知挑战。

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