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adaboost.h
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adaboost.h
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/*
* FOTOMATON. Detector de rostros de la plataforma SWAD
*
* Copyright (C) 2008 Daniel J. Calandria Hernández &
* Antonio Cañas Vargas
*
* 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, either version 3 of the License, or
* (at your option) any later version.
*
* 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.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see <http://www.gnu.org/licenses/>.
*/
#ifndef __adaboost_h
#define __adaboost_h
#include "common.h"
#include "haar_feature.h"
#include "haar_classifier.h"
#include "boosting.h"
#include <vector>
/*
* AdaBoost
*/
class AdaBoost
{
std::vector< std::vector<int > > table;
HaarClassifierSet *weaks;
std::vector <REAL> weights;
const TrainingSet *input;
std::vector<unsigned> Hpos;
std::vector<unsigned> Hneg;
public:
AdaBoost () : table(), weights() { }
AdaBoost ( HaarClassifierSet &weaks, const TrainingSet &input );
void SetWeaks (HaarClassifierSet &weaks);
void SetTrainingSet (const TrainingSet &input);
BoostClassifier TrainClassifier ( unsigned N, REAL *error );
REAL TrainStep (BoostClassifier &classifier, unsigned node);
private:
REAL TrainHaarClassifier ( unsigned idx );
};
#endif