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Real-time illumination invariant lane detection for lane departure warning system

机译:车道偏离预警系统的实时照明不变车道检测

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Lane detection is an important element in improving driving safety. In this paper, we propose a real-time and illumination invariant lane detection method for lane departure warning system. The proposed method works well in various illumination conditions such as in bad weather conditions and at night time. It includes three major components: First, we detect a vanishing point based on a voting map and define an adaptive region of interest (ROI) to reduce computational complexity. Second, we utilize the distinct property of lane colors to achieve illumination invariant lane marker candidate detection. Finally, we find the main lane using a clustering method from the lane marker candidates. In case of lane departure situation, our system sends driver alarm signal. Experimental results show satisfactory performance with an average detection rate of 93% under various illumination conditions. Moreover, the overall process takes only 33 ms per frame. (C) 2014 Elsevier Ltd. All rights reserved.
机译:车道检测是提高驾驶安全性的重要元素。在本文中,我们提出了一种实时和光照不变的车道偏离预警系统的检测方法。所提出的方法在各种照明条件下(例如在恶劣的天气条件下和夜间)都可以很好地工作。它包括三个主要部分:首先,我们基于投票图检测消失点,并定义自适应兴趣区域(ROI)以减少计算复杂性。其次,我们利用车道颜色的独特属性来实现照明不变车道标记候选检测。最后,我们使用候选车道标记的聚类方法找到主车道。如果发生车道偏离情况,我们的系统会发送驾驶员警报信号。实验结果表明,在各种光照条件下,平均检测率为93%,性能令人满意。而且,整个过程每帧仅花费33 ms。 (C)2014 Elsevier Ltd.保留所有权利。

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