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sign_detection's Introduction

Sign Detection

Howdy! 🤠

This is a little package I made while in Undergraduate to perform some basic intensity filtering from a LIDAR PointCloud2 message to obtain a filtered pointcloud of street signs.

Video:

Youtube Video

Requirements

  • ROS-Kinetic (untested with Melodic)
  • PCL-ROS

Setup

Git clone to your catkin_ws

Then

cd catkin_ws
rosdep install rosdep install --from-paths src --ignore-src -r -y

LIDAR

This package was tested with the Velodnye VLP-16 LIDAR. With the VLP-16, I was reliabily able to detect stop signs from up to 10 meters away.

In theory, any other LIDAR that outputs a Pointcloud2 message with intensity should work, provided that there is enough points.

Subscribed Topics

  • /velodyne_points

Published Topics

  • /sd_pointcloud_filtered -- Filtered Pointcloud2 message of the sign
  • /sd_distance -- Distance to the sign
  • /visualization_marker -- Visualation Marker message of the sign for RViz

sign_detection's People

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sign_detection's Issues

Question: Using hybrid A star in carla.

Hello! I saw in your blog that you applied this algorithm to carla. But when I also use the same velodyne_arlanda algorithm, the planner gets the following error. I want to ask how you implement it?

hybrid_astar: /usr/include/boost/smart_ptr/shared_ptr.hpp:734: typename boost::detail::sp_member_access<T>::type boost::shared_ptr<T>::operator->() const [with T = nav_msgs::OccupancyGrid_<std::allocator<void> >; typename boost::detail::sp_member_access<T>::type = nav_msgs::OccupancyGrid_<std::allocator<void> >*]: Assertionpx != 0' failed.
`

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