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implement the VoxelNet with ROS, using Kitti data to test

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Voxelnet ROS Implementation


VoxelNet Implementation codes from "https://github.com/qianguih/voxelnet"

Dependencies

Data Preparation

Download the test data: https://pan.baidu.com/s/1kxZxrjGHDmTt-9QRMd_kOA

unzip to data folder,Directory structure should be:

data
----lidar_2d
--------0000...1.npy
--------0000...2.npy
--------.......

Instructions

before run the code, you may need to install:

  • clone this repository
  • move voxelnet_ros folder to your catkin_ws
  • catkin_make
  • roscd voxelnet/script/
  • python3 voxelnet_ros.py & python3 pub_kitti_point_cloud.py
    • unfortunately, rosrun won't work. because it's using Python 3.x instead of 2.x

ROS Node

Rviz Animation

Future Work

  • Retrain the model
  • Still too slow, need more efficient implementation for the VoxelNet
  • code clean

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implement the VoxelNet with ROS, using Kitti data to test

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  • Python 94.1%
  • CMake 5.9%