#pragma once //########################################################################## //# # //# CLOUDCOMPARE PLUGIN: q3DMASC # //# # //# This program 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; version 2 or later of the License. # //# # //# This program 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. # //# # //# COPYRIGHT: Dimitri Lague / CNRS / UEB # //# # //########################################################################## //qCC_db #include //CCLib #include //Qt #include class IScalarFieldWrapper { public: virtual double pointValue(unsigned index) const = 0; virtual bool isValid() const = 0; }; class ScalarFieldWrapper : public IScalarFieldWrapper { public: ScalarFieldWrapper(CCLib::ScalarField* sf) : m_sf(sf) {} virtual inline double pointValue(unsigned index) const override { return m_sf->at(index); } virtual inline bool isValid() const { return m_sf != nullptr; } protected: CCLib::ScalarField* m_sf; }; class DimScalarFieldWrapper : public IScalarFieldWrapper { public: enum Dim { DimX = 0, DimY = 1, DimZ = 2 }; DimScalarFieldWrapper(ccPointCloud* cloud, Dim dim) : m_cloud(cloud) , m_dim(dim) {} virtual inline double pointValue(unsigned index) const override { return m_cloud->getPoint(index)->u[m_dim]; } virtual inline bool isValid() const { return m_cloud != nullptr; } protected: ccPointCloud* m_cloud; Dim m_dim; }; class ColorScalarFieldWrapper : public IScalarFieldWrapper { public: enum Band { Red = 0, Green = 1, Blue = 2 }; ColorScalarFieldWrapper(ccPointCloud* cloud, Band band) : m_cloud(cloud) , m_band(band) {} virtual inline double pointValue(unsigned index) const override { return m_cloud->getPointColor(index).rgb[m_band]; } virtual inline bool isValid() const { return m_cloud != nullptr && m_cloud->hasColors(); } protected: ccPointCloud* m_cloud; Band m_band; }; struct RTParams { int maxDepth = 25; //To be left as a parameter of the training plugin (default 25) int minSampleCount = 1; //To be left as a parameter of the training plugin (default 1) int maxCategories = 0; //Normally not important as there’s no categorical variable const bool calcVarImportance = true; //Must be true int activeVarCount = 0; //USE 0 as the default parameter (works best) int maxTreeCount = 100; //Left as a parameter of the training plugin (default: 100) float testDataRatio = 0.2f; //percentage of test data }; struct Feature { enum Source { ScalarField, DimX, DimY, DimZ, Red, Green, Blue }; Feature(Source p_source, QString p_name) : source(p_source) , name(p_name) {} Source source; QString name; //especially for scalar fields };