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PointPCACalculator.h
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PointPCACalculator.h
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/***********************************************************************
PointPCACalculator - Point processor functor class to calculate the
three-dimensional PCA of a point's neighborhood.
Copyright (c) 2009 Oliver Kreylos
This file is part of the LiDAR processing and analysis package.
The LiDAR processing and analysis package is free software; you can
redistribute it and/or modify it under the terms of the GNU General
Public License as published by the Free Software Foundation; either
version 2 of the License, or (at your option) any later version.
The LiDAR processing and analysis package is distributed in the hope
that it will be useful, but WITHOUT ANY WARRANTY; without even the
implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR
PURPOSE. See the GNU General Public License for more details.
You should have received a copy of the GNU General Public License along
with the LiDAR processing and analysis package; if not, write to the
Free Software Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA
02111-1307 USA
***********************************************************************/
#ifndef POINTPCACALCULATOR_INCLUDED
#define POINTPCACALCULATOR_INCLUDED
#include <Geometry/Plane.h>
#include <Geometry/PCACalculator.h>
#include "LidarTypes.h"
class PointPCACalculator
{
/* Embedded classes: */
public:
typedef Geometry::Plane<double,3> Plane; // Type for planes
/* Elements: */
private:
Point point; // The query point
Scalar radius2; // The squared radius of the neighborhood
Geometry::PCACalculator<3> pca; // PCA calculation object
/* Constructors and destructors: */
public:
PointPCACalculator(const Point& sPoint,Scalar sRadius2)
:point(sPoint),radius2(sRadius2)
{
}
/* Methods: */
const Point& getQueryPoint(void) const
{
return point;
}
Scalar getQueryRadius2(void) const
{
return radius2;
}
void operator()(const LidarPoint& lp)
{
if(Geometry::sqrDist(point,lp)<=radius2)
pca.accumulatePoint(lp);
}
size_t getNumPoints(void) const
{
return pca.getNumPoints();
}
unsigned int getEigenvalues(double eigenvalues[3])
{
/* Calculate the accumulated point set's eigenvalues: */
pca.calcCovariance();
return pca.calcEigenvalues(eigenvalues);
}
Plane getPlane(void) // Returns the best-fitting plane for the point neighborhood
{
/* Calculate the accumulated point set's eigenvalues: */
pca.calcCovariance();
double evs[3];
pca.calcEigenvalues(evs);
/* Calculate the eigenvector of the smallest eigenvalue: */
Plane::Vector normal=pca.calcEigenvector(evs[2]);
/* Calculate the centroid of the point neighborhood: */
Plane::Point centroid=pca.calcCentroid();
/* Return the resulting plane equation: */
return Plane(normal,centroid);
}
};
#endif