This repository implements the paper ‘Ultra Fast Structure-aware Deep Lane Detection’ (ECCV 2020) using PyTorch. It provides a deep learning architecture for real-time lane detection in road images, supporting training on CULane and Tusimple datasets with ResNet backbones. The project includes single and multi-GPU training scripts, configurable data roots, and evaluation code modified from SCNN and Tusimple Benchmark.