private static Bitmap FusionProcessing(Bitmap image,
IEnumerable <AlgorithmInfo> algorithms,
IEnumerable <EvaluationResult> algoritmsScores)
{
double totalScore = algoritmsScores.Sum(x => x.AlgorithScore);
var results = new Dictionary <double, byte[, ]>();
foreach (var score in algoritmsScores)
{
AlgorithmInfo algorithmInfo = algorithms.Where(x => x.CustomName == score.AlgorithCustomName).Single();
var algorithm = AppFacade.DI.Container.Resolve <IAlgorithm>(algorithmInfo.AlgorithName);
algorithm.SetParameters(algorithmInfo.Parameters);
algorithm.Input = new AlgorithmInput(image);
UnmanagedImage result = algorithm.ProcessData().Image;
results.Add(score.AlgorithScore / totalScore, result.GetPixels());
}
UnmanagedImage fusionImage =
UnmanagedImage.FromManagedImage(new Bitmap(image.Width, image.Height, image.PixelFormat));
var fusionBytes = new byte[image.Width, image.Height];
for (int i = 0; i < image.Width; i++)
{
for (int j = 0; j < image.Height; j++)
{
double level = results.Sum(keyValuePair => (keyValuePair.Key * keyValuePair.Value[i, j]));
fusionBytes[i, j] = (byte)level;
}
}
fusionImage.SetPixels(fusionBytes);
return(fusionImage.ToManagedImage());
}
public Bitmap ProcessImage(Bitmap image, ObserverData observerData, ProcessingMethod processingMethod)
{
if (processingMethod == ProcessingMethod.UseAlgorithmWithHighestScore)
{
string bestAlgorithm =
observerData.EvaluationResults.OrderByDescending(x => x.AlgorithScore).First().AlgorithCustomName;
AlgorithmInfo algorithmInfo = this.Algorithms.Where(x => x.CustomName == bestAlgorithm).Single();
var algorithm = AppFacade.DI.Container.Resolve <IAlgorithm>(algorithmInfo.AlgorithName);
algorithm.SetParameters(algorithmInfo.Parameters);
return(SimpleProcessing(image, algorithm));
}
if (processingMethod == ProcessingMethod.AlgorithmsFusion)
{
return(FusionProcessing(image, this.Algorithms, observerData.EvaluationResults));
}
throw new NotSupportedException();
}
private void OnAddAlgoButtonClick(object sender, EventArgs e)
{
var algo = sourceAlgos.SelectedItem as string;
if (algo == null)
{
return;
}
string customeName = string.Empty;
using (var nameWindow = new NameWindow())
{
nameWindow.ObjectName = algo;
do
{
nameWindow.ShowDialog();
if (this.SystemInstance.Algorithms.FirstOrDefault(
x => x.CustomName == nameWindow.ObjectName) == null)
{
customeName = nameWindow.ObjectName;
break;
}
if (nameWindow.DialogResult == DialogResult.OK)
{
MessageBox.Show(Resources.AlgoNameNotUnique, string.Empty, MessageBoxButtons.OK,
MessageBoxIcon.Exclamation);
}
} while (nameWindow.DialogResult != DialogResult.Cancel);
if (nameWindow.DialogResult == DialogResult.Cancel)
{
return;
}
}
var algorithmInfo = new AlgorithmInfo
{
AlgorithName = algo,
CustomName = customeName
};
algorithmInfo.Parameters = new List<AlgorithmParameter>();
foreach (AlgorithmParameter parameter in AppFacade.DI.Container.Resolve<IAlgorithm>(algo).Parameters
)
{
algorithmInfo.Parameters.Add(
new AlgorithmParameter(parameter.Name, parameter.DefaultValue)
{
Value = parameter.DefaultValue
});
}
SystemInstance.Algorithms.Add(algorithmInfo);
}