基于Robert算子的车道线检测

IF 0.6 Q4 ENGINEERING, MECHANICAL
Miao Xu, Yang Wei
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引用次数: 7

摘要

随着自动驾驶技术的日益普及,其安全性也备受关注。对于车辆的自动驾驶来说,道路标线的检测尤为重要。本文对霍夫变换车道线检测方法中的车道边缘检测部分进行了改进。由于传统的Canny算子边缘检测方法对图像处理效果好,但检测时间长,本文用Robert算子边缘检测方法代替Canny算法。子边缘检测方法可以提高车道线提取的检测速度。在MATLAB中,通过使用多个边缘检测算子对同一张图像进行100次边缘检测,并取检测时间的平均值,发现Robert算子在检测过程中所用的时间比Canny算子要短;然后将Robert算子和Canny算子分别融合到Hough变换车道线检测中。100次后,检测到相同的图像,并统计平均运行时间进行比较分析。Robert运算符比Canny运算符好。所需的时间减少了0.15191秒。仿真结果表明,将Robert算子集成到Hough变换车道线检测中,提高了车道检测的实时性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Detection of lane line based on Robert operator
As autonomous driving technology becomes more and more popular, its safety is also attracting attention. Regarding the automatic driving of vehicles, the detection of road markings is particularly important. This paper improves the lane edge detection part of the Hough transform lane line detection method. Because the traditional Canny operator edge detection method is good for image processing, but the detection time is long, this paper replaces the Canny algorithm with the Robert operator edge detection method. The sub-edge detection method can improve the detection speed of lane line extraction. In MATLAB, by using multiple edge detection operators to perform edge detection on the same image 100 times, and taking the average of the detection time, it is found that the Robert operator takes a shorter time in the detection process than the Canny operator; Then the Robert operator and Canny operator are respectively fused into the Hough transform lane line detection. After 100 times, the same image is detected, and the running time is statistically averaged for comparison and analysis. The Robert operator is better than the Canny operator. The time taken is reduced by 0.15191 s. The simulation results show that the integration of Robert operator in Hough transform lane line detection improves the real-time performance of lane detection.
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来源期刊
Journal of Measurements in Engineering
Journal of Measurements in Engineering ENGINEERING, MECHANICAL-
CiteScore
2.00
自引率
6.20%
发文量
16
审稿时长
16 weeks
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