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motion-models

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Implement SLAM, a robust method for tracking an object over time and mapping out its surrounding environment using elements of probability, motion models, linear algerbra.

  • Updated Jul 9, 2021
  • HTML

A simulation-based robotics localization project implementing an Extended Kalman Filter (EKF) from scratch in Python for 2D robot state estimation. The system fuses noisy IMU and visual odometry measurements in a predict-update framework to improve localization accuracy and reduce drift. Includes realistic sensor noise modelling.

  • Updated May 28, 2026
  • Python

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