public frmCascadedClassifier(CascadedClassifier classifier, frmMain frmMain)
{
InitializeComponent();
_frmMain = frmMain;
_classifier = classifier;
LoadComponents();
}
private static IDetector LoadDetector(IObjectModel objectModel)
{
// scanning window generator
IScanningWindowGenerator scanningWindowGenerator = new ScanningWindowGenerator
(
1.2f,
0.1f,
0.1f,
100
);
// cascaded classifier
// variance classifier
IClassifier varianceClassifier = new VarianceClassifier(scanningWindowGenerator, 0.5);
// ensemble classifier
int width = objectModel.PatchSize.Width;
int height = objectModel.PatchSize.Height;
IPixelComparisonScheduler pcs = new PixelComparisonScheduler(12, 3, width, height);
IClassifier ensembleClassifier = new EnsembleClassifier(scanningWindowGenerator, pcs, 2);
// nn classifier
NnClassifier nnClassifier = new NnClassifier(scanningWindowGenerator, objectModel, 0.75f, 0.55f);
// instantiate cascaded classifier
IClassifier cascadedClassifier = new CascadedClassifier(varianceClassifier, ensembleClassifier, nnClassifier);
IDetector detector = new Detector
(
scanningWindowGenerator,
cascadedClassifier,
Service.NonMaximalBoundingBoxSuppress
);
return(detector);
}
