/*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_