Robot Localization and Mapping

Coursework - Spring 2020

Comparative Analysis of SLAM Algorithms in ROS

Term Project

  • Leveraged ROS to study visual-lidar SLAM methods; testing on benchmark datasets & evaluation using pose error metrics.
  • Analyzed performance of algorithms on outdoor data imported via ROS-Bridge from CARLA autonomous driving simulator.

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Robot Localization using Particle Filters

SLAM using Extended-Kalman Filter

Linear and Non-linear SLAM Solvers

3D Dense Reconstruction using ICP and Point-based Fusion