/// <summary>
/// Trains the classifier to recognise a single letter based on an image from our 'sample-data' folder
/// </summary>
private static void TrainSampleCharacter(Classifier <char> classifier, char character)
{
WrappedBitmap wb = WrappedBitmap.FromFile($@"..\..\..\..\sample-data\{character}.png");
Console.Write(character);
classifier.Train(wb, character, TuningParams.TrainingRounds);
}
static void Main(string[] args)
{
WrappedBitmap a1w = WrappedBitmap.FromFile(@"..\..\..\..\sample-data\a1.png");
WrappedBitmap a2w = WrappedBitmap.FromFile(@"..\..\..\..\sample-data\a2.png");
WrappedBitmap a3w = WrappedBitmap.FromFile(@"..\..\..\..\sample-data\a3.png");
//WrappedBitmap bw = WrappedBitmap.FromFile(@"..\..\..\..\sample-data\b.png");
WrappedBitmap cw = WrappedBitmap.FromFile(@"..\..\..\..\sample-data\c.png");
//WrappedBitmap dw = WrappedBitmap.FromFile(@"..\..\..\..\sample-data\d.png");
//WrappedBitmap ew = WrappedBitmap.FromFile(@"..\..\..\..\sample-data\e.png");
WrappedBitmap fw = WrappedBitmap.FromFile(@"..\..\..\..\sample-data\f.png");
var charClassifier_1 = new Classifier <char>();
charClassifier_1.Train(a1w, 'a', TuningParams.TrainingRounds);
TrainSampleCharacters(charClassifier_1);
var x = charClassifier_1.Classify(cw).OrderByDescending(kvp => kvp.Value).Select(kvp => kvp.Key);
Console.WriteLine("Input (C) is likely to be these letters (most likely first): {0}", string.Join(", ", x.Take(4)));
var y = charClassifier_1.Classify(fw).OrderByDescending(kvp => kvp.Value).Select(kvp => kvp.Key);
Console.WriteLine("Input (F) is likely to be these letters (most likely first): {0}", string.Join(", ", y.Take(4)));
var z = charClassifier_1.Classify(a1w).OrderByDescending(kvp => kvp.Value).Select(kvp => kvp.Key);
Console.WriteLine("Input (A) is likely to be these letters (most likely first): {0}", string.Join(", ", z.Take(4)));
var z1 = charClassifier_1.Classify(a2w).OrderByDescending(kvp => kvp.Value).Select(kvp => kvp.Key);
Console.WriteLine("Input (A2) is likely to be these letters (most likely first): {0}", string.Join(", ", z1.Take(4)));
var z2 = charClassifier_1.Classify(a3w).OrderByDescending(kvp => kvp.Value).Select(kvp => kvp.Key);
Console.WriteLine("Input (A3) is likely to be these letters (most likely first): {0}", string.Join(", ", z2.Take(4)));
//new Recogniser<char>('A').DrawSamplePoints().Save(@"..\..\..\..\sample-data\hello world.bmp");
Console.WriteLine("Press any key to quit");
Console.ReadKey();
}