帮我用c++写一个pcl181可以运行的3DHough变换拟合直线并计算该线的方向向量v。输入的是DDIANYUNWENJIANJIAkruskal_plyply输出DDIANYUNWENJIANJIA3Dhuofubianhuannihezhixian_plyply
下面是一个使用PCL 1.8.1进行3D Hough变换拟合直线并计算方向向量的C++代码示例:
#include <iostream>
#include <pcl/io/ply_io.h>
#include <pcl/point_types.h>
#include <pcl/ModelCoefficients.h>
#include <pcl/filters/extract_indices.h>
#include <pcl/features/normal_3d.h>
#include <pcl/sample_consensus/method_types.h>
#include <pcl/sample_consensus/model_types.h>
#include <pcl/segmentation/sac_segmentation.h>
int main()
{
// 读取输入点云数据
pcl::PointCloud<pcl::PointXYZ>::Ptr cloud(new pcl::PointCloud<pcl::PointXYZ>);
if (pcl::io::loadPLYFile<pcl::PointXYZ>("D:\\DIANYUNWENJIANJIA\\kruskal_ply.ply", *cloud) == -1)
{
PCL_ERROR("Couldn't read input file!");
return -1;
}
// 计算点云法线
pcl::NormalEstimation<pcl::PointXYZ, pcl::Normal> ne;
ne.setInputCloud(cloud);
pcl::search::KdTree<pcl::PointXYZ>::Ptr tree(new pcl::search::KdTree<pcl::PointXYZ>());
ne.setSearchMethod(tree);
pcl::PointCloud<pcl::Normal>::Ptr cloud_normals(new pcl::PointCloud<pcl::Normal>);
ne.setRadiusSearch(0.03);
ne.compute(*cloud_normals);
// 创建分割对象
pcl::SACSegmentationFromNormals<pcl::PointXYZ, pcl::Normal> seg;
seg.setOptimizeCoefficients(true);
seg.setModelType(pcl::SACMODEL_LINE);
seg.setMethodType(pcl::SAC_RANSAC);
seg.setNormalDistanceWeight(0.1);
seg.setMaxIterations(1000);
seg.setDistanceThreshold(0.05);
seg.setInputCloud(cloud);
seg.setInputNormals(cloud_normals);
// 执行分割
pcl::ModelCoefficients::Ptr coefficients(new pcl::ModelCoefficients);
pcl::PointIndices::Ptr inliers(new pcl::PointIndices);
seg.segment(*inliers, *coefficients);
// 提取分割结果
pcl::PointCloud<pcl::PointXYZ>::Ptr cloud_line(new pcl::PointCloud<pcl::PointXYZ>);
pcl::ExtractIndices<pcl::PointXYZ> extract;
extract.setInputCloud(cloud);
extract.setIndices(inliers);
extract.filter(*cloud_line);
// 计算方向向量
Eigen::Vector3f direction(coefficients->values[3], coefficients->values[4], coefficients->values[5]);
// 输出分割结果和方向向量
pcl::io::savePLYFileASCII("D:\\DIANYUNWENJIANJIA\\3Dhuofubianhuannihezhixian_ply.ply", *cloud_line);
std::cout << "Line coefficients: " << coefficients->values[0] << " "
<< coefficients->values[1] << " "
<< coefficients->values[2] << " "
<< coefficients->values[3] << " "
<< coefficients->values[4] << " "
<< coefficients->values[5] << std::endl;
std::cout << "Direction vector: " << direction << std::endl;
return 0;
}
请确保在使用代码之前已经安装了PCL 1.8.1,并将代码中的文件路径替换为您实际的文件路径。此代码将加载输入点云文件,执行3D Hough变换拟合直线,并将结果保存到输出文件中。还会计算拟合直线的方向向量并输出到控制台
原文地址: https://www.cveoy.top/t/topic/hSuu 著作权归作者所有。请勿转载和采集!