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rbf.cpp
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89 lines (78 loc) · 3.25 KB
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#include<iostream>
#include<vector>
#include<Eigen/Dense>
#include<pcl/common/common_headers.h>
#include<pcl/visualization/pcl_visualizer.h>
#include<boost/thread.hpp>
#include<boost/tuple/tuple.hpp>
boost::shared_ptr<pcl::visualization::PCLVisualizer> simpleVis(){
boost::shared_ptr<pcl::visualization::PCLVisualizer> viewer
(new pcl::visualization::PCLVisualizer ("3D Viewer"));
viewer->setBackgroundColor (0, 0, 0);
//viewer->addCoordinateSystem (0.1);
viewer->initCameraParameters ();
return (viewer);
}
float eucdist(const pcl::PointXYZ &a,const pcl::PointXYZ &b){
return sqrt((a.x-b.x)*(a.x-b.x)+(a.y-b.y)*(a.y-b.y)+(a.z-b.z)*(a.z-b.z));
}
boost::tuple< pcl::PointCloud<pcl::PointXYZ>::Ptr,pcl::PointCloud<pcl::PointXYZ>::Ptr,
pcl::PointCloud<pcl::PointXYZ>::Ptr >
createPlateCloud(float Ra,int rc=100,int ac=100,float X = 0.0,float Y = 0.0,float Z = 0.0){
pcl::PointCloud<pcl::PointXYZ>::Ptr out(new pcl::PointCloud<pcl::PointXYZ>());
pcl::PointCloud<pcl::PointXYZ>::Ptr center(new pcl::PointCloud<pcl::PointXYZ>());
pcl::PointCloud<pcl::PointXYZ>::Ptr rim(new pcl::PointCloud<pcl::PointXYZ>());
Eigen::VectorXf T(ac,1);
T.setLinSpaced(100,0,6.2830);
Eigen::VectorXf R(rc,1);
R.setLinSpaced(rc,0,Ra);
for(int t=0;t<T.rows();t++){
for(int r=0;r<R.rows();r++){
if((r>=0 && r<=3)){
center->push_back(pcl::PointXYZ(X+R(r,0)*sin(T(t,0)),Y+R(r,0)*cos(T(t,0)),Z));
}
else if(r>R.rows()-7){
rim->push_back(pcl::PointXYZ(X+R(r,0)*sin(T(t,0)),Y+R(r,0)*cos(T(t,0)),Z));
}
out->push_back(pcl::PointXYZ(X+R(r,0)*sin(T(t,0)),Y+R(r,0)*cos(T(t,0)),Z+0.1*pow(R(r,0),3)));
}
}
return boost::tuple< pcl::PointCloud<pcl::PointXYZ>::Ptr,pcl::PointCloud<pcl::PointXYZ>::Ptr,
pcl::PointCloud<pcl::PointXYZ>::Ptr >(out,center,rim);
}
Eigen::MatrixXf RBFdeform(pcl::PointCloud<pcl::PointXYZ>::Ptr initial,pcl::PointCloud<pcl::PointXYZ>::Ptr final){
int n = initial->size();
Eigen::MatrixXf R(n,n);
for(int i=0;i<n;i++){
for(int j=0;j<n;j++){
R(i,j) = pow(eucdist(initial->points[i],initial->points[j]),3);
}
}
Eigen::MatrixXf B(n,3);
for(int i=0;i<n;i++){
B(i,0) = final->points[i].x - initial->points[i].x;
B(i,1) = final->points[i].y - initial->points[i].y;
B(i,2) = final->points[i].z - initial->points[i].z;
}
return R.lu().solve(B);
}
int main(){
boost::tuple<pcl::PointCloud<pcl::PointXYZ>::Ptr,pcl::PointCloud<pcl::PointXYZ>::Ptr,
pcl::PointCloud<pcl::PointXYZ>::Ptr> temp =
createPlateCloud(5,1000,1000);
pcl::PointCloud<pcl::PointXYZ>::Ptr cloud = boost::tuples::get<0>(temp);
pcl::PointCloud<pcl::PointXYZ>::Ptr center = boost::tuples::get<1>(temp);
pcl::PointCloud<pcl::PointXYZ>::Ptr rim = boost::tuples::get<2>(temp);
pcl::PointCloud<pcl::PointXYZ>::Ptr original(new pcl::PointCloud<pcl::PointXYZ>);
pcl::PointCloud<pcl::PointXYZ>::Ptr shifted(new pcl::PointCloud<pcl::PointXYZ>);
original->insert(original->end(),rim->begin(),rim->end());
original->insert(original->end(),center->begin(),center->end());
for(pcl::PointCloud<pcl::PointXYZ>::iterator i = center->begin();i < center->end();++i){
i->z-=2;
}
shifted->insert(shifted->end(),rim->begin(),rim->end());
shifted->insert(shifted->end(),center->begin(),center->end());
std::cout<<"Begin"<<std::endl;
RBFdeform(original,shifted);
std::cout<<"Finish"<<std::endl;
}