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C++ GestureRecognitionPipeline::loadPipelineFromFile方法代码示例

本文整理汇总了C++中GestureRecognitionPipeline::loadPipelineFromFile方法的典型用法代码示例。如果您正苦于以下问题:C++ GestureRecognitionPipeline::loadPipelineFromFile方法的具体用法?C++ GestureRecognitionPipeline::loadPipelineFromFile怎么用?C++ GestureRecognitionPipeline::loadPipelineFromFile使用的例子?那么, 这里精选的方法代码示例或许可以为您提供帮助。您也可以进一步了解该方法所在GestureRecognitionPipeline的用法示例。


在下文中一共展示了GestureRecognitionPipeline::loadPipelineFromFile方法的1个代码示例,这些例子默认根据受欢迎程度排序。您可以为喜欢或者感觉有用的代码点赞,您的评价将有助于系统推荐出更棒的C++代码示例。

示例1: main

int main (int argc, const char * argv[])
{
    //Load some training data from a file
    ClassificationData trainingData;
    
    if( !trainingData.loadDatasetFromFile("HelloWorldTrainingData.grt") ){
        cout << "ERROR: Failed to load training data from file\n";
        return EXIT_FAILURE;
    }
    
    cout << "Data Loaded\n";
    
    //Print out some stats about the training data
    trainingData.printStats();
    
    //Partition the training data into a training dataset and a test dataset. 80 means that 80%
    //of the data will be used for the training data and 20% will be returned as the test dataset
    ClassificationData testData = trainingData.partition(80);
    
    //Create a new Gesture Recognition Pipeline using an Adaptive Naive Bayes Classifier
    GestureRecognitionPipeline pipeline;
    pipeline.setClassifier( ANBC() );
    
    //Train the pipeline using the training data
    if( !pipeline.train( trainingData ) ){
        cout << "ERROR: Failed to train the pipeline!\n";
        return EXIT_FAILURE;
    }
    
    //Save the pipeline to a file
	if( !pipeline.savePipelineToFile( "HelloWorldPipeline.grt" ) ){
        cout << "ERROR: Failed to save the pipeline!\n";
        return EXIT_FAILURE;
    }
    
	//Load the pipeline from a file
	if( !pipeline.loadPipelineFromFile( "HelloWorldPipeline.grt" ) ){
        cout << "ERROR: Failed to load the pipeline!\n";
        return EXIT_FAILURE;
    }
    
    //Test the pipeline using the test data
    if( !pipeline.test( testData ) ){
        cout << "ERROR: Failed to test the pipeline!\n";
        return EXIT_FAILURE;
    }
    
    //Print some stats about the testing
    cout << "Test Accuracy: " << pipeline.getTestAccuracy() << endl;
    
    cout << "Precision: ";
    for(UINT k=0; k<pipeline.getNumClassesInModel(); k++){
        UINT classLabel = pipeline.getClassLabels()[k];
        cout << "\t" << pipeline.getTestPrecision(classLabel);
    }cout << endl;
    
    cout << "Recall: ";
    for(UINT k=0; k<pipeline.getNumClassesInModel(); k++){
        UINT classLabel = pipeline.getClassLabels()[k];
        cout << "\t" << pipeline.getTestRecall(classLabel);
    }cout << endl;
    
    cout << "FMeasure: ";
    for(UINT k=0; k<pipeline.getNumClassesInModel(); k++){
        UINT classLabel = pipeline.getClassLabels()[k];
        cout << "\t" << pipeline.getTestFMeasure(classLabel);
    }cout << endl;
    
    MatrixDouble confusionMatrix = pipeline.getTestConfusionMatrix();
    cout << "ConfusionMatrix: \n";
    for(UINT i=0; i<confusionMatrix.getNumRows(); i++){
        for(UINT j=0; j<confusionMatrix.getNumCols(); j++){
            cout << confusionMatrix[i][j] << "\t";
        }cout << endl;
    }
    
    return EXIT_SUCCESS;
}
开发者ID:AdriannaGmz,项目名称:gesture-recognition-toolkit,代码行数:78,代码来源:HelloWorld.cpp


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