Lane detection is a key perception task in autonomous driving. However, traditional lane detection methods based on edge extraction and Hough transform often struggle to balance detection accuracy and real-time performance under complex driving conditions. To address this issue, this study proposes a lightweight lane detection framework based on an improved Canny–Hough algorithm. The proposed method is designed as a coordinated pipeline that enhances edge extraction, adaptive thresholding, and c