private double[,] Fuzzify(byte[,] input)
{
var stats = new ImageStatistics(Input.Image);
int minGrayLevel = stats.Gray.Min;
maxGrayLevel = stats.Gray.Max;
if (crossoverPoint == -1)
{
crossoverPoint = (byte)(maxGrayLevel - minGrayLevel) / 2 + minGrayLevel;
}
denominationalFuzzifier = CalculateDenominationalFuzzifier(crossoverPoint, (byte)maxGrayLevel);
double[,] result = input.ApplyTransform((Func <byte, double>)MembershipFunction);
return(result);
}
public override AlgorithmResult ProcessData()
{
var stats = new ImageStatistics(Input.Image);
int minGray = stats.Gray.Min;
int maxGray = stats.Gray.Max;
byte[,] pixels = Input.Image.GetPixels();
double[,] memberships = pixels.ApplyTransform(x => MembershipFunction(x, minGray, maxGray));
double[,] modifiedMembership = memberships.ApplyTransform(MembershipModification);
byte[,] newValues = modifiedMembership.ApplyTransform(Defuzzyfication).NarrowToBytes();
Input.Measure = FuzzyMeasures.Fuzz(memberships);
return(new AlgorithmResult(newValues)
{
Measure = FuzzyMeasures.Fuzz(modifiedMembership)
});
}