private static Convolution2D Convolute(Convolution2D conv, ToVectorInstructions instr)
{
Convolution2D retVal = conv;
if (retVal.Width != retVal.Height)
{
int max = Math.Max(retVal.Width, retVal.Height);
retVal = Convolutions.ExtendBorders(retVal, max, max); // make it square
}
if (instr.ShouldNormalize)
{
retVal = Convolutions.Normalize(retVal);
}
if (instr.Convolution != null)
{
retVal = Convolutions.Convolute(retVal, instr.Convolution);
}
retVal = Convolutions.MaxPool(retVal, instr.ToSize, instr.ToSize);
retVal = Convolutions.Abs(retVal);
return(retVal);
}
