public List <BoundingBox> DetectObjectsUsingModel(ImageInputData imageInputData)
{
var labels = customVisionPredictionEngine?.Predict(imageInputData).PredictedLabels ?? tinyYoloPredictionEngine?.Predict(imageInputData).PredictedLabels;
var boundingBoxes = outputParser.ParseOutputs(labels);
var filteredBoxes = outputParser.FilterBoundingBoxes(boundingBoxes, 5, 0.5f);
return(filteredBoxes);
}
public IList <YoloBoundingBox> DetectObjectsUsingModel(ImageInputData imageInputData)
{
var labels = predictionEngine.Predict(imageInputData).PredictedLabels;
var boundingBoxes = yoloParser.ParseOutputs(labels);
var filteredBoxes = yoloParser.FilterBoundingBoxes(boundingBoxes, 5, 0.5f);
return(filteredBoxes);
}
async Task ParseWebCamFrame(Bitmap bitmap)
{
if (predictionEngine == null)
{
return;
}
var frame = new ImageInputData {
Image = bitmap
};
var filteredBoxes = DetectObjectsUsingModel(frame);
await Application.Current.Dispatcher.InvokeAsync(() =>
{
DrawOverlays(filteredBoxes, (int)WebCamImage.ActualHeight, (int)WebCamImage.ActualWidth);
});
}
async Task ParseWebCamFrame(Bitmap bitmap, CancellationToken token)
{
if (customVisionPredictionEngine == null && tinyYoloPredictionEngine == null)
{
return;
}
var frame = new ImageInputData {
Image = bitmap
};
var filteredBoxes = DetectObjectsUsingModel(frame);
if (!token.IsCancellationRequested)
{
await Application.Current.Dispatcher.InvokeAsync(() =>
{
DrawOverlays(filteredBoxes, WebCamImage.ActualHeight, WebCamImage.ActualWidth);
});
}
}