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基于FPGA的直线检测设计与实现

薛浪 曾庆立 周佳凯 钟戴元 唐瑞东

现代电子技术2025,Vol.48Issue(9):43-48,6.
现代电子技术2025,Vol.48Issue(9):43-48,6.DOI:10.16652/j.issn.1004-373x.2025.09.007

基于FPGA的直线检测设计与实现

Line detection design and implementation based on FPGA

薛浪 1曾庆立 1周佳凯 1钟戴元 1唐瑞东1

作者信息

  • 1. 吉首大学 通信与电子工程学院,湖南 吉首 416000
  • 折叠

摘要

Abstract

A hardware-based line detection approach using FPGA's characteristics of parallel processing and pipeline execution has been proposed to overcome the deficiencies of slow processing and excessive resource consumption of the line detection algorithm on the traditional software-based platforms.It includes two parts mainly:the optimized Canny edge detection method and the spatial parameters parallelized Hough transform algorithm.Specifically,a fast median filtering is applied to smooth the image to avoid the precision loss from over-smoothing.The non-maximum suppression is streamlined in four directions,the parametric equation is rewritten in Hough transform,and a lookup table is used to store angle value from 0° to 90°,which curtails hardware resource usage.The parallel processing structure of Hough transform is designed to complete the calculation of linear parameters and vote statistics in a single clock cycle,which speeds up the calculation speed.The linear parameters extracted from the hardware-based platform are imported into the Matlab for linear fitting and realize line detection.The experimental results show that the proposed line detection method is faster than the traditional software-based implementation methods in terms of speed,and both of them can achieve the expected effect in terms of detection accuracy.To sum up,the proposed method can provide a certain reference and application value for efficient and fast lane line detection for autonomous vehicles.

关键词

FPGA/直线检测/Canny边缘检测/中值滤波/Hough变换/直线参数

Key words

FPGA/line detection/Canny edge detection/median filtering/Hough transform/line parameter

分类

信息技术与安全科学

引用本文复制引用

薛浪,曾庆立,周佳凯,钟戴元,唐瑞东..基于FPGA的直线检测设计与实现[J].现代电子技术,2025,48(9):43-48,6.

基金项目

吉首大学研究生校级科研项目(Jdy23039) (Jdy23039)

现代电子技术

OA北大核心

1004-373X

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