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PointClassifier.h
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PointClassifier.h
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/***********************************************************************
PointClassifier - Point processor functor class to classify selected
points into surface, edge, and corner classes using Patric Keller's PCA-
based point classification algorithm.
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 POINTCLASSIFIER_INCLUDED
#define POINTCLASSIFIER_INCLUDED
#include <Math/Math.h>
#include <Geometry/PCACalculator.h>
#include <GL/gl.h>
#include <GL/GLColor.h>
#include "LidarTypes.h"
#include "LidarOctree.h"
#include "PointPCACalculator.h"
class PointClassifier
{
/* Elements: */
private:
const LidarOctree* lidarOctree; // Pointer to the LiDAR octree to traverse
Scalar radius2; // Squared radius of the neighborhood for each point
/* Constructors and destructors: */
public:
PointClassifier(const LidarOctree* sLidarOctree,Scalar sRadius) // Creates a point classifier for the given LiDAR octree with the given neighborhood radius
:lidarOctree(sLidarOctree),
radius2(Math::sqr(sRadius))
{
}
/* Methods: */
void operator()(const LidarPoint& lp,LidarOctree::Color& color) // Colors the given LiDAR point based on its classification
{
/* Calculate the PCA of the point's neighborhood: */
PointPCACalculator ppca(lp,radius2);
lidarOctree->processPointsDirected(ppca);
double eigenvalues[3];
ppca.getEigenvalues(eigenvalues);
/* Color the point by its similarity to surface-like, curve-like, and point-like features: */
double surfacity=(eigenvalues[0]-eigenvalues[2])/eigenvalues[0]; // High for surfaces and curves
double curvacity=(eigenvalues[0]-eigenvalues[1])/eigenvalues[0]; // High for curves
double pointicity=(eigenvalues[1]/eigenvalues[0])*(eigenvalues[2]/eigenvalues[0]); // High for points
color=GLColor<GLfloat,3>(surfacity,curvacity,pointicity);
};
};
#endif