Accurate Road Segmentation using Camera and LIDAR Data for self-driving application

Road detection result for a sample image

Completed as part of a graduate course at the University of Toronto | PyTorch.

  • Implemented a Fully Connected Network based Road Segmentation pipeline on Audi’s A2D2 dataset using PyTorch and OpenCV.
  • Implemented the late and early fusion strategy published by L. Caltagirone et. al. and achieved an average precision of over 90%.
  • Video, a full report, and the corresponding code is available here.
Abhinav Grover
Abhinav Grover
Machine Learning Engineer

Machine Learning and Robotics enthusiast, currently building smart robots at Kindred AI (San Francisco).

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