Repository for OpenCV's extra modules
You can not select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
 
 
 
 
 
 

143 lines
4.9 KiB

/*M///////////////////////////////////////////////////////////////////////////////////////
//
// IMPORTANT: READ BEFORE DOWNLOADING, COPYING, INSTALLING OR USING.
//
// By downloading, copying, installing or using the software you agree to this license.
// If you do not agree to this license, do not download, install,
// copy or use the software.
//
//
// License Agreement
// For Open Source Computer Vision Library
//
// Copyright (C) 2015, Itseez Inc, all rights reserved.
// Third party copyrights are property of their respective owners.
//
// Redistribution and use in source and binary forms, with or without modification,
// are permitted provided that the following conditions are met:
//
// * Redistribution's of source code must retain the above copyright notice,
// this list of conditions and the following disclaimer.
//
// * Redistribution's in binary form must reproduce the above copyright notice,
// this list of conditions and the following disclaimer in the documentation
// and/or other materials provided with the distribution.
//
// * The name of the copyright holders may not be used to endorse or promote products
// derived from this software without specific prior written permission.
//
// This software is provided by the copyright holders and contributors "as is" and
// any express or implied warranties, including, but not limited to, the implied
// warranties of merchantability and fitness for a particular purpose are disclaimed.
// In no event shall the Itseez Inc or contributors be liable for any direct,
// indirect, incidental, special, exemplary, or consequential damages
// (including, but not limited to, procurement of substitute goods or services;
// loss of use, data, or profits; or business interruption) however caused
// and on any theory of liability, whether in contract, strict liability,
// or tort (including negligence or otherwise) arising in any way out of
// the use of this software, even if advised of the possibility of such damage.
//
//M*/
#ifndef __DPM_MODEL__
#define __DPM_MODEL__
#include "opencv2/core.hpp"
#include <string>
#include <vector>
namespace cv
{
namespace dpm
{
/** @brief This class contains DPM model parameters
*/
class Model
{
public:
// size of HOG feature cell (e.g., 8 pixels)
int sBin;
// number of levels per octave in feature pyramid
int interval;
// maximum width of the detection window
int maxSizeX;
// maximum height of the detection window
int maxSizeY;
// dimension of HOG features
int numFeatures;
// number of components in the model
int numComponents;
// number of parts per component
std::vector<int> numParts;
// size of root filters
std::vector< Size > rootFilterDims;
// size of part filters
std::vector< Size > partFilterDims;
// root filters
std::vector< Mat > rootFilters;
// part filters
std::vector< Mat > partFilters;
// global detecion threshold
float scoreThresh;
// component indexed array of part orderings
std::vector< std::vector<int> > partOrder;
// component indexed offset (a.k.a. bias) values
std::vector<float> bias;
// location/scale weight
std::vector< std::vector< double > > locationWeight;
// idea relative positions for each deformation model
std::vector< std::vector< double > > anchors;
// array of deformation models
std::vector< std::vector< double > > defs;
// map: pFind[component][part] => part filter index
std::vector< std::vector<int> > pFind;
public:
Model () {}
virtual ~Model () {}
// get number of part filters
int getNumPartFilters()
{
return (int) partFilters.size();
}
// get number of deformation parameters
int getNumDefParams()
{
return (int) defs.size();
}
virtual void initModel() {};
virtual bool serialize(const std::string &filename) const = 0;
virtual bool deserialize(const std::string &filename) = 0;
};
class CascadeModel : public Model
{
public:
// PCA coefficient matrix
Mat pcaCoeff;
// number of dimensions used for the PCA projection
int pcaDim;
// component indexed arrays of pruning threshold
std::vector< std::vector< double > > prunThreshold;
// root pca filters
std::vector< Mat > rootPCAFilters;
// part PCA filters
std::vector< Mat > partPCAFilters;
public:
CascadeModel() {}
~CascadeModel() {}
void initModel();
bool serialize(const std::string &filename) const;
bool deserialize(const std::string &filename);
};
} // namespace lsvm
} // namespace cv
#endif // __DPM_MODEL_