pcl:使用VoxelGrid过滤器下采样点云
我们将出现的VoxelGrid类在输入点云数据上创建一个3D体素网格。
实现代码如下(voxel_grid.cpp):
有需要table_scene_lms400.pcd 数据可以到我博客关注并下载。
#include <iostream>
#include <pcl/io/pcd_io.h>
#include <pcl/point_types.h>
#include <pcl/filters/voxel_grid.h>
int
main (int argc, char** argv)
{
pcl::PCLPointCloud2::Ptr cloud (new pcl::PCLPointCloud2 ());
pcl::PCLPointCloud2::Ptr cloud_filtered (new pcl::PCLPointCloud2 ());
// Fill in the cloud data
pcl::PCDReader reader;
// Replace the path below with the path where you saved your file
reader.read ("table_scene_lms400.pcd", *cloud); // Remember to download the file first!
std::cerr << "PointCloud before filtering: " << cloud->width * cloud->height
<< " data points (" << pcl::getFieldsList (*cloud) << ")." << std::endl;
// Create the filtering object
pcl::VoxelGrid<pcl::PCLPointCloud2> sor;
sor.setInputCloud (cloud);
sor.setLeafSize (0.01f, 0.01f, 0.01f);
sor.filter (*cloud_filtered);
std::cerr << "PointCloud after filtering: " << cloud_filtered->width * cloud_filtered->height
<< " data points (" << pcl::getFieldsList (*cloud_filtered) << ")." << std::endl;
pcl::PCDWriter writer;
writer.write ("table_scene_lms400_downsampled.pcd", *cloud_filtered,
Eigen::Vector4f::Zero (), Eigen::Quaternionf::Identity (), false);
return (0);
}
CMakeLists.txt文件:
cmake_minimum_required(VERSION 2.8 FATAL_ERROR)
project(voxel_grid)
find_package(PCL 1.2 REQUIRED)
include_directories(${PCL_INCLUDE_DIRS})
link_directories(${PCL_LIBRARY_DIRS})
add_definitions(${PCL_DEFINITIONS})
add_executable (voxel_grid voxel_grid.cpp)
target_link_libraries (voxel_grid ${PCL_LIBRARIES})
执行流程,放在同一文件路径下(数据路径放build下就无需更改),进行如下操作:
mkdir build
cd build
cmake …
make
./voxel_grid
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