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PointPillars

  1. Dataset Preparation
  • Check and follow the instruction in scripts/prepare_nuscenes.sh to set related variables properly and run the script to prepare the nuScenes dataset.
  • It will take a long time (a few hours) to download and process the dataset.
bash scripts/prepare_nuscenes.sh
  1. Model Training & Evaluation
  • Set the config file, working directory, GPU numbers etc. in scripts/run_pointpillars.sh, then run it.
  • Note: our optimization for voxelization has been integrated into docker to accelerate the performance of training and inference.
bash scripts/run_pointpillars.sh