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purepursuit

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This repository contains a ROS node for autonomous lane following. The system processes camera images, applies a Bird's-Eye-View (BEV) transformation, and detects lane lines using a robust Sliding Window technique. A target path is then planned, and the Pure Pursuit algorithm calculates the necessary steering angle to guide the vehicle.

  • Updated Dec 19, 2025
  • Python

This project implements a nonlinear kinematic bicycle model for vehicle motion and evaluates multiple trajectory tracking controllers, including PID, Pure Pursuit, Stanley, MPC, and Nonlinear MPC. The controllers are developed in C++ and compared in terms of tracking accuracy, stability, and control effort across different paths, and speeds.

  • Updated Feb 14, 2026
  • C++

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