autoware_utils_pcl
The autoware_utils_pcl package
README
autoware_utils_pcl
Overview
The autoware_utils library is a comprehensive toolkit designed to facilitate the development of autonomous driving applications. This package provides essential utilities for point cloud. It is extensively used in the Autoware project to handle common tasks such as point cloud transformations.
Design
managed_transform_buffer.hpp: A managed buffer for handling static and dynamic transforms.pcl_conversion.hpp: Efficient conversion and transformation of PointCloud2 messages to PCL point clouds.transforms.hpp: Efficient methods for transforming and manipulating point clouds.
Example Code Snippets
Transform Point Clouds with ManagedTransformBuffer
#include <autoware_utils_pcl/managed_transform_buffer.hpp>
#include <sensor_msgs/msg/point_cloud2.hpp>
#include <rclcpp/rclcpp.hpp>
int main(int argc, char * argv[])
{
rclcpp::init(argc, argv);
auto node = rclcpp::Node::make_shared("transform_node");
// Initialize ManagedTransformBuffer
autoware_utils::ManagedTransformBuffer transform_buffer(node, false);
// Load point cloud data
sensor_msgs::msg::PointCloud2 cloud_in; // Assume this is populated with data
sensor_msgs::msg::PointCloud2 cloud_out;
// Transform point cloud from "base_link" to "map" frame
if (transform_buffer.transform_pointcloud("map", cloud_in, cloud_out)) {
RCLCPP_INFO(node->get_logger(), "Point cloud transformed successfully.");
} else {
RCLCPP_ERROR(node->get_logger(), "Failed to transform point cloud.");
}
rclcpp::shutdown();
return 0;
}
Efficient Point Cloud Conversion with pcl_conversion.hpp
#include <autoware_utils_pcl/pcl_conversion.hpp>
#include <sensor_msgs/msg/point_cloud2.hpp>
#include <pcl/point_types.h>
#include <pcl/PCLPointCloud2.h>
#include <Eigen/Core>
#include <rclcpp/rclcpp.hpp>
int main(int argc, char * argv[])
{
rclcpp::init(argc, argv);
auto node = rclcpp::Node::make_shared("pcl_conversion_node");
// Load point cloud data
sensor_msgs::msg::PointCloud2 cloud_in; // Assume this is populated with data
pcl::PointCloud<pcl::PointXYZ> pcl_cloud;
// Define transformation matrix
Eigen::Matrix4f transform = Eigen::Matrix4f::Identity();
// Populate transform matrix with actual values
// Convert and transform point cloud
autoware_utils::transform_point_cloud_from_ros_msg(cloud_in, pcl_cloud, transform);
rclcpp::shutdown();
return 0;
}