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Ultra-Low Complexity Block-Based Lane Detection and Departure Warning System

机译:超低复杂度基于块的车道检测和离场预警系统

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This paper proposes an ultra-low complexity block-based lane detection and departure warning system. Based on the distribution of the lane markings in the region close to the vehicle, a parameterized region of interest (ROI) is determined. The lane markings in the ROI are enhanced by increasing the pixel intensity for detection in various environmental conditions. To reduce the computational burden, the ROI is partitioned into non-overlapping blocks and two simplified masks are proposed to obtain the block gradients and block angles. The driving conditions are classified into four classes to simplify the lane detection process and the proposed lane departure warning system is based on the lane detection results. The experimental results reveal that the average lane detection rate and the departure warning rate are 96.12% and 98.60%, respectively. With a 1920 x 1080 resolution, the average processing time is 4.28 ms per frame.
机译:本文提出了一种基于块的超低复杂度车道检测和偏离预警系统。基于车道标记在靠近车辆的区域中的分布,确定参数化的关注区域(ROI)。通过增加用于在各种环境条件下进行检测的像素强度,可以增强ROI中的车道标记。为了减少计算负担,将ROI划分为不重叠的块,并提出了两个简化的掩码以获得块梯度和块角。为了简化车道检测过程,将驾驶条件分为四类,并且建议的车道偏离警告系统基于车道检测结果。实验结果表明,平均车道检测率和出行警告率分别为96.12%和98.60%。在1920 x 1080分辨率下,平均处理时间为每帧4.28毫秒。

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