private void Sliding_Window_Scan(List <Image <Gray, byte> > InputImage, System.Drawing.Size patchSize, string path)
{
Image <Gray, byte> ImagePatch = new Image <Gray, byte>(patchSize);
Image <Gray, byte> OutputImage = new Image <Gray, byte>(512, 424);
System.Drawing.Rectangle subrect = new System.Drawing.Rectangle(0, 0, patchSize.Width, patchSize.Height);
var newHelp = 0;
foreach (var IMG in InputImage)
{
CvInvoke.MedianBlur(IMG, IMG, 5);
for (int h = 0; h <= (IMG.Height - patchSize.Height); h += 35)
{
for (int w = 0; w <= (IMG.Width - patchSize.Width); w += 32)
{
subrect.X = w;
subrect.Y = h;
ImagePatch = IMG.GetSubRect(subrect).Copy();
var Count = ImagePatch.Bytes.Where(x => x != 0).Count();
if (Count > 100)
{
ImagePatch.Save(path + newHelp + ".png");
BitmapSource bitmapSource = BitmapSourceConvert.ToBitmapSource(ImagePatch);
Actual_Picker.Items.Add(new System.Windows.Controls.Image()
{
Source = bitmapSource, Height = 50, Width = 50
});
newHelp++;
}
}
}
}
}
private List <System.Drawing.Rectangle> Sliding_Window(List <Image <Gray, byte> > InputImage, System.Drawing.Size patchSize)
{
List <System.Drawing.Rectangle> Outrectangles = new List <System.Drawing.Rectangle>();
Image <Gray, byte> ImagePatch = new Image <Gray, byte>(patchSize);
Image <Gray, byte> OutputImage = new Image <Gray, byte>(512, 424);
System.Drawing.Rectangle subrect = new System.Drawing.Rectangle(0, 0, patchSize.Width, patchSize.Height);
var help = 0;
foreach (var IMG in InputImage)
{
CvInvoke.MedianBlur(IMG, IMG, 5);
for (int h = 0; h <= (IMG.Height - patchSize.Height); h += 35)
{
for (int w = 0; w <= (IMG.Width - patchSize.Width); w += 32)
{
subrect.X = w;
subrect.Y = h;
ImagePatch = IMG.GetSubRect(subrect).Copy();
help++;
if (ImagePatch.Bytes.Where(x => x != 0).Count() != 0)
{
List <float[]> newRegion = new List <float[]>();
byte[] Pixels;
System.Drawing.PointF[] centers;
System.Drawing.Point[] contour;
VectorOfVectorOfPoint dasd = new VectorOfVectorOfPoint();
//ImagePatch.Save("C:/Users/CPT Danko/Desktop/Test/" + help + ".png");
(Pixels, centers, contour) = ProceessImage(ImagePatch);
var Kmeans = FrameObj.Calculate_Kmeans(centers, Pixels, ImagePatch.Size);
var Regions = FrameObj.CalculateRegions(Kmeans);
newRegion.Add(Regions.ToArray());
Matrix <float> matrixk = new Matrix <float>(Object.To2D <float>(newRegion.ToArray()));
var prediction = KNN.Predict(matrixk);
if (clsses.Contains((int)prediction))
{
Outrectangles.Add(subrect);
}
}
}
}
}
return(Outrectangles);
}