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85 lines
2.1 KiB
C++
85 lines
2.1 KiB
C++
#ifdef __GNUC__
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# pragma GCC diagnostic ignored "-Wmissing-declarations"
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# pragma GCC diagnostic ignored "-Wmissing-prototypes" //OSX
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#endif
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#ifndef __OPENCV_TEST_PRECOMP_HPP__
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#define __OPENCV_TEST_PRECOMP_HPP__
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#include "opencv2/ts/ts.hpp"
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#include "opencv2/ml/ml.hpp"
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#include "opencv2/core/core_c.h"
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#include <iostream>
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#include <map>
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#define CV_NBAYES "nbayes"
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#define CV_KNEAREST "knearest"
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#define CV_SVM "svm"
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#define CV_EM "em"
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#define CV_ANN "ann"
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#define CV_DTREE "dtree"
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#define CV_BOOST "boost"
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#define CV_RTREES "rtrees"
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#define CV_ERTREES "ertrees"
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class CV_MLBaseTest : public cvtest::BaseTest
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{
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public:
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CV_MLBaseTest( const char* _modelName );
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virtual ~CV_MLBaseTest();
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protected:
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virtual int read_params( CvFileStorage* fs );
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virtual void run( int startFrom );
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virtual int prepare_test_case( int testCaseIdx );
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virtual std::string& get_validation_filename();
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virtual int run_test_case( int testCaseIdx ) = 0;
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virtual int validate_test_results( int testCaseIdx ) = 0;
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int train( int testCaseIdx );
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float get_error( int testCaseIdx, int type, std::vector<float> *resp = 0 );
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void save( const char* filename );
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void load( const char* filename );
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CvMLData data;
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std::string modelName, validationFN;
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std::vector<std::string> dataSetNames;
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cv::FileStorage validationFS;
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// MLL models
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CvNormalBayesClassifier* nbayes;
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CvKNearest* knearest;
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CvSVM* svm;
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CvANN_MLP* ann;
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CvDTree* dtree;
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CvBoost* boost;
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CvRTrees* rtrees;
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CvERTrees* ertrees;
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std::map<int, int> cls_map;
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int64 initSeed;
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};
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class CV_AMLTest : public CV_MLBaseTest
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{
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public:
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CV_AMLTest( const char* _modelName );
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protected:
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virtual int run_test_case( int testCaseIdx );
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virtual int validate_test_results( int testCaseIdx );
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};
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class CV_SLMLTest : public CV_MLBaseTest
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{
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public:
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CV_SLMLTest( const char* _modelName );
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protected:
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virtual int run_test_case( int testCaseIdx );
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virtual int validate_test_results( int testCaseIdx );
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std::vector<float> test_resps1, test_resps2; // predicted responses for test data
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std::string fname1, fname2;
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};
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#endif
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