//1. bright pixel / dark pixel
//2.lowest gray level
//3.highest gray level
//4.number of peaks in the x direction.
//5.number of peaks in the y direction.
public static double[] ExtractFeatures(Bitmap bmp,int i)
{
//Apply GrayScale
GrayscaleBT709 greyScaleFilter = new GrayscaleBT709();
Bitmap newBmp = greyScaleFilter.Apply((Bitmap)bmp.Clone());
//Count Blobs
BlobCounter blobCounter = new BlobCounter();
blobCounter.BackgroundThreshold = Color.FromArgb(255, 150, 150, 150);
blobCounter.ProcessImage(newBmp);
int blobs = (blobCounter.ObjectsCount - 1) * 30;
//Count Corner
SusanCornersDetector scd = new SusanCornersDetector();
scd.DifferenceThreshold = 70;
scd.GeometricalThreshold = 8;
int corners = scd.ProcessImage((Bitmap)newBmp.Clone()).Count();
//Apply Edge Filter
CannyEdgeDetector filter = new CannyEdgeDetector();
//newBmp = filter.Apply(newBmp);
Histogram his = new HorizontalIntensityStatistics(newBmp).Gray;
Histogram vis = new VerticalIntensityStatistics(newBmp).Gray;
HoughLineTransformation lineTransform = new HoughLineTransformation();
// apply Hough line transofrm
lineTransform.ProcessImage(filter.Apply(newBmp));
Bitmap houghLineImage = lineTransform.ToBitmap();
// get lines using relative intensity
HoughLine[] lines = lineTransform.GetLinesByRelativeIntensity(1);
int linesCount = lines.Count() * 30;
double[] features = new double[13] { blobs, corners, his.Max, his.Min, his.Mean, his.Median, his.StdDev,
vis.Max, vis.Min, vis.Mean, vis.Median, vis.StdDev,linesCount};
//double[] features = new double[3] { blobs, corners,lines};
newBmp.Save(String.Format("test{0}.bmp",i));
return features;
}
private bool GetIntersect(Bitmap grayImage, Bitmap bitmap, int[, ,] intersectPoint)
{
HoughLineTransformation lineTransform = new HoughLineTransformation();
lineTransform.ProcessImage(grayImage);
Bitmap houghLineImage = lineTransform.ToBitmap();
// get lines using relative intensity
HoughLine[] lines = lineTransform.GetLinesByRelativeIntensity(0.5);
BitmapData bitmapData = bitmap.LockBits(
new Rectangle(0, 0, bitmap.Width, bitmap.Height),
ImageLockMode.ReadWrite, bitmap.PixelFormat);
BitmapData grayImageData = grayImage.LockBits(
new Rectangle(0, 0, grayImage.Width, grayImage.Height),
ImageLockMode.ReadWrite, grayImage.PixelFormat);
UnmanagedImage unmanagedImage = new UnmanagedImage(bitmapData);
int w2 = 0, h2 = 0;
Color color = Color.Black;
int[] mVer = new int[19];
double[] mHor = new double[19];
double[] cVer = new double[19];
double[] cHor = new double[19];
int verCount = 0;
int horCount = 0;
foreach (HoughLine line in lines)
{
String temp = line.Theta.ToString();
// get line's radius and theta values
int r = line.Radius;
double t = line.Theta;
// check if line is in lower part of the image
if (r < 0)
{
t += 180;
r = -r;
}
// convert degrees to radians
t = (t / 180) * Math.PI;
// get image centers (all coordinate are measured relative
// to center)
w2 = grayImage.Width / 2;
h2 = grayImage.Height / 2;
double x0 = 0, x1 = 0, y0 = 0, y1 = 0;
if (line.Theta != 0)
{
// vertical line
if (line.Theta > 0 && line.Theta < 10 || line.Theta > 170)
{
if (verCount == 19)
{
bitmap.UnlockBits(bitmapData);
grayImage.UnlockBits(grayImageData);
return false;
}
y0 = -h2;
y1 = h2;
x0 = (r - (Math.Sin(t) * y0)) / Math.Cos(t);
x1 = (r - (Math.Sin(t) * y1)) / Math.Cos(t);
color = Color.Red;
x0 = w2 + (int)x0;
x1 = w2 + (int)x1;
y0 = (h2 - y0);
y1 = (h2 - y1);
//mVer[verCount] = (int) -(Math.Cos(t)/Math.Sin(t));
//cVer[verCount] = (double)r*(1/Math.Sin(t));
if ((int)x0 == (int)x1)
{
mVer[verCount] = (int)((y1 - y0) / (x1 - x0 + 1));
cVer[verCount] = y0 - (mVer[verCount] * x0);
}
else
{
mVer[verCount] = (int)((y1 - y0) / (x1 - x0));
cVer[verCount] = (y0 - (mVer[verCount] * x0));
}
Drawing.Line(bitmapData,
new IntPoint((int)x0, (int)y0),
new IntPoint((int)x1 ,(int)y1),
color);
Drawing.Line(grayImageData,
new IntPoint((int)x0 , (int)y0),
new IntPoint((int)x1 , (int)y1),
color);
verCount++;
}
// horizontal
if (line.Theta > 80 && line.Theta < 100)
{
if (horCount == 19)
{
bitmap.UnlockBits(bitmapData);
grayImage.UnlockBits(grayImageData);
return false;
}
x0 = -w2; // most left point
x1 = w2; // most right point6
y0 = (-Math.Cos(t) * x0 + r) / Math.Sin(t);
y1 = (-Math.Cos(t) * x1 + r) / Math.Sin(t);
x0 = x0 + w2;
x1 = x1 + w2;
y0 = (int)(h2 - (int)y0);
y1 = (int)(h2 - (int)y1);
//mHor[horCount] = (int)-(Math.Cos(t) / Math.Sin(t));
//cHor[horCount] = (double)r * (1 / Math.Sin(t));
if (y0 - (mHor[horCount] * x0) < 10 || y0 - (mHor[horCount] * x0) > bitmap.Height - 10)
continue;
mHor[horCount] = ((y1 - y0) / (x1 - x0));
cHor[horCount] = y0 - (mHor[horCount] * x0);
horCount++;
Drawing.Line(bitmapData,
new IntPoint((int)x0,(int)y0),
new IntPoint((int)x1, (int)y1),
Color.Blue);
Drawing.Line(grayImageData,
new IntPoint((int)x0, (int)y0),
new IntPoint((int)x1, (int)y1),
Color.Blue);
}
}
else
{
if (verCount == 19)
{
bitmap.UnlockBits(bitmapData);
grayImage.UnlockBits(grayImageData);
return false;
}
// vertical line
x0 = line.Radius;
x1 = line.Radius;
y0 = h2;
y1 = -h2;
color = Color.Yellow;
x0 = x0 + w2;
x1 = x1 + w2;
y0 = (h2 - (int)y0);
y1 = (h2 - (int)y1);
//mVer[verCount] = (int)-(Math.Cos(t) / Math.Sin(t));
//cVer[verCount] = (double)r * (1 / Math.Sin(t));
if (x0 < 10 || x0 > bitmap.Width - 10)
continue;
mVer[verCount] = (int)((y1 - y0) / (x1 - x0 + 1));
cVer[verCount] = y0 - (mVer[verCount] * x0);
Drawing.Line(bitmapData,
new IntPoint((int)x0, (int)y0),
new IntPoint((int)x1, (int)y1),
color);
Drawing.Line(grayImageData,
new IntPoint((int)x0, (int)y0),
new IntPoint((int)x1, (int)y1),
color);
//MessageBox.Show("y0 = " + y0 + " y1 = " + y1 + " x0 = " + x0 + " x1 = " + x1 +
// " m = " + mVer[verCount] + " c = " + cVer[verCount], "ok", MessageBoxButtons.OK);
verCount++;
}
}
int m = 0;
int n = 0;
if (horCount == 19 && verCount == 19)
{
for (int i = 0; i < 19; i++)
{
for (int j = 0; j < 19; j++)
{
intersectPoint[0, i, j] = (int)((cHor[j] - cVer[i]) / (mVer[i] - mHor[j]));
intersectPoint[1, i, j] = (int)((mHor[j] * intersectPoint[0, i, j]) + cHor[j]);
Debug.WriteLine(intersectPoint[0, i, j] + " " + intersectPoint[1, i, j] + " " + cHor[j] + " " + mHor[j]);
}
}
bitmap.UnlockBits(bitmapData);
grayImage.UnlockBits(grayImageData);
return true;
}
else {
bitmap.UnlockBits(bitmapData);
grayImage.UnlockBits(grayImageData);
return false;
}
//int num = 0;
//MessageBox.Show("num = " + num + " mv =" + mVer[num] + "," + " cv = " + cVer[num] + " mh =" + mHor[num] + "," + " ch = " + cHor[num] + "," + "x = "
// + intersectPoint[0, num, num] + "y = " + intersectPoint[1, num, num], "ok", MessageBoxButtons.OK);
//MessageBox.Show(mVer[18] + "," + cVer[18] + "," + intersectPoint[0, 18, 18], "ok", MessageBoxButtons.OK);
//MessageBox.Show(intersectPoint. + "", "ok", MessageBoxButtons.OK);
}
// Process image
private void ProcessImage( Bitmap bitmap )
{
Grayscale grayscaleFilter = new Grayscale(0.33, 0.33, 0.34);
// apply the filter
Bitmap grayImage = grayscaleFilter.Apply(bitmap);
//Get Histogram
/*int[] histogram = new int[256];
for (int i = 0; i < 256; i++) {
histogram[i] = 0;
}
for (int i = 0; i < grayImage.Width; i++ )
{
for (int j = 0; j < grayImage.Height; j++) {
histogram[(Convert.ToInt32(grayImage.GetPixel(i, j).R.ToString()) + Convert.ToInt32(grayImage.GetPixel(i, j).G.ToString()) +
Convert.ToInt32(grayImage.GetPixel(i, j).B.ToString()))/3] +=1;
}
}*/
//create filter
SobelEdgeDetector sobelFilter = new SobelEdgeDetector();
// apply the filter
sobelFilter.ApplyInPlace(grayImage);
Threshold filter = new Threshold(243);
// apply the filter
filter.ApplyInPlace(grayImage);
HoughLineTransformation lineTransform = new HoughLineTransformation();
lineTransform.ProcessImage(grayImage);
Bitmap houghLineImage = lineTransform.ToBitmap();
// get lines using relative intensity
HoughLine[] lines = lineTransform.GetLinesByRelativeIntensity(0.5);
BitmapData bitmapData = bitmap.LockBits(
new Rectangle(0, 0, bitmap.Width, bitmap.Height),
ImageLockMode.ReadWrite, bitmap.PixelFormat);
BitmapData grayImageData = grayImage.LockBits(
new Rectangle(0, 0, grayImage.Width, grayImage.Height),
ImageLockMode.ReadWrite, grayImage.PixelFormat);
UnmanagedImage unmanagedImage = new UnmanagedImage(bitmapData);
int w2 = 0, h2 = 0;
int vertical = 0;
int horizons = 0;
int testColor = 0;
Color color = Color.Black;
foreach (HoughLine line in lines)
{
String temp = line.Theta.ToString();
//MessageBox.Show(temp, "ok", MessageBoxButtons.OK);
// get line's radius and theta values
int r = line.Radius;
double t = line.Theta;
// check if line is in lower part of the image
if (r < 0)
{
t += 180;
r = -r;
}
// convert degrees to radians
t = (t / 180) * Math.PI;
// get image centers (all coordinate are measured relative
// to center)
w2 = grayImage.Width / 2;
h2 = grayImage.Height / 2;
double x0 = 0, x1 = 0, y0 = 0, y1 = 0;
if (line.Theta != 0)
{
// horizontal
// none-vertical line
if (line.Theta > 0 && line.Theta < 10 || line.Theta > 170)
{
x0 = -w2; // most left point
x1 = w2; // most right point
y0 = (-Math.Cos(t) * x0 + r) / Math.Sin(t);
y1 = (-Math.Cos(t) * x1 + r) / Math.Sin(t);
color = Color.Red;
Drawing.Line(bitmapData,
new IntPoint((int)x0 + w2, h2 - (int)y0),
new IntPoint((int)x1 + w2, h2 - (int)y1),
color);
Drawing.Line(grayImageData,
new IntPoint((int)x0 + w2, h2 - (int)y0),
new IntPoint((int)x1 + w2, h2 - (int)y1),
color);
}
if (line.Theta > 80 && line.Theta < 100)
{
x0 = -w2; // most left point
x1 = w2; // most right point
y0 = (-Math.Cos(t) * x0 + r) / Math.Sin(t);
y1 = (-Math.Cos(t) * x1 + r) / Math.Sin(t);
Drawing.Line(bitmapData,
new IntPoint((int)x0 + w2, h2 - (int)y0),
new IntPoint((int)x1 + w2, h2 - (int)y1),
Color.Blue);
Drawing.Line(grayImageData,
new IntPoint((int)x0 + w2, h2 - (int)y0),
new IntPoint((int)x1 + w2, h2 - (int)y1),
Color.Blue);
}
}
else
{
// vertical line
x0 = line.Radius;
x1 = line.Radius;
y0 = h2;
y1 = -h2;
color = Color.Red;
Drawing.Line(bitmapData,
new IntPoint((int)x0 + w2, h2 - (int)y0),
new IntPoint((int)x1 + w2, h2 - (int)y1),
color);
Drawing.Line(grayImageData,
new IntPoint((int)x0 + w2, h2 - (int)y0),
new IntPoint((int)x1 + w2, h2 - (int)y1),
color);
}
}
bitmap.UnlockBits(bitmapData);
grayImage.UnlockBits(grayImageData);
MessageBox.Show(lines.Length+"", "ok", MessageBoxButtons.OK);
// put new image to clipboard
Clipboard.SetDataObject(bitmap);
// and to picture box
pictureBox.Image = bitmap;
UpdatePictureBoxPosition();
}
/// <summary>
/// Apply - search for broken bones - by finding lines and detecting angles between them
/// </summary>
/// <param name="bmp">Bitmap - original</param>
/// <returns>Bitmap - processed</returns>
public Bitmap Apply(Bitmap bmp)
{
System.Drawing.Imaging.PixelFormat pf = bmp.PixelFormat;
ROI = bmp.Rectangle();
var lineTransform = new AForge.Imaging.HoughLineTransformation();
lineTransform.MinLineIntensity = 60;
lineTransform.LocalPeakRadius = 15;
//lineTransform.StepsPerDegree = 10;
//lineTransform.LocalPeakRadius = 10;
// apply Hough line transofrm
lineTransform.ProcessImage(bmp);
Bitmap houghLineImage = lineTransform.ToBitmap();
// get lines using relative intensity
var lines = lineTransform.GetLinesByRelativeIntensity(0.5);
lines = filterLinesByTheta(lines);
Dilatation dl = new Dilatation();
dl.ApplyInPlace(bmp);
Invert filter = new Invert();
filter.ApplyInPlace(bmp);
bmp = bmp.Bit8ToBit24();
foreach (var line in lines)
{
// get line's radius and theta values
int radius = line.Radius;
double lineSlopeInDegrees = line.Theta;
// check if line is in lower part of the image
if (radius < 0)
{
lineSlopeInDegrees += 180;
radius = -radius;
}
var radians = lineSlopeInDegrees.DegreesToRadians();
var imageCenter = bmp.GetCenter();
double x0 = 0, //most left point
y0 = 0,
x1 = 0, //most right point
y1 = 0;
if (line.Theta != 0)
{
// none-vertical line
x0 = -imageCenter.X; // most left point
x1 = imageCenter.X; // most right point
// calculate corresponding y values
y0 = (-radians.Cosinus() * x0 + radius) / radians.Sinus();
y1 = (-radians.Cosinus() * x1 + radius) / radians.Sinus();
}
else
{
// vertical line
x0 = line.Radius;
x1 = line.Radius;
y0 = imageCenter.Y;
y1 = -imageCenter.Y;
}
var line2 = new Line(
(int)x0 + imageCenter.X, imageCenter.Y - (int)y0,
(int)x1 + imageCenter.X, imageCenter.Y - (int)y1);
line2.X1 = (int)x0 + imageCenter.X;
line2.Y1 = imageCenter.Y - (int)y0;
line2.X2 = (int)x1 + imageCenter.X;
line2.Y2 = imageCenter.Y - (int)y1;
Lines.Add(line2);
}
return(drawLines(bmp));
}