private void bulkClassifyButton_Click_1(object sender, EventArgs e)
{
string[] file_extensions = new string[8] {
"*.png", "*.jpg", "*.jpeg", "*.jfif", "*.bmp", "*.tif", "*.tiff", "*.gif"
};
//string[]
IEnumerable <string> filenames = new List <string>();
foreach (string s in file_extensions)
{
filenames = filenames.Concat(Directory.GetFiles(fbd.SelectedPath, s, SearchOption.AllDirectories).ToList());
}
string to_write = "";
to_write += "filename,";
to_write += "recognition\n";
List <Image> images = new List <Image>();
foreach (string filename in filenames)
{
images.Add(Image.FromFile(filename));
}
for (int ctr = 0; ctr < images.Count; ctr++)
{
if (classifyBox.InvokeRequired)
{
SetClassifyBoxCallBack c = new SetClassifyBoxCallBack(SetClassifyBoxImage);
this.Invoke(c, new object[] { images[ctr] });
}
else
{
classifyBox.Image = images[ctr];
}
classify();
to_write += Path.GetFileName(filenames.ElementAt(ctr)) + ",";
to_write += resultBox.Text.ToString() + "\n";
haralickglcm = null;
classifyBox.Refresh();
}
StreamWriter sw = new StreamWriter(fbd.SelectedPath + "\\recognitions.csv");
sw.Write(to_write);
sw.Close();
Console.WriteLine("Finished!");
MessageBox.Show("Recognition Finished!\n Look at your results at:\n" + fbd.SelectedPath + "\\recognitions.csv");
}
private void classify()
{
haralickglcm = new HaralickGLCM(ImageProcessing.grayscale(classifyBox.Image), g, d);
if (haralickglcm != null)
{
if (haralickglcm.MeanF14 > 0.810434)
{
if (haralickglcm.RangeF14 > 0.022991)
{
if (haralickglcm.MeanF3 > 84215.08293)
{
if (haralickglcm.RangeF3 > 107.372557)
{
if (haralickglcm.RangeF6 > 0.004285)
{
if (haralickglcm.RangeF14 > 0.033765)
{
if (haralickglcm.RangeF3 > 225.352415)
{
if (haralickglcm.MeanF3 > 86897.84964)
{
if (haralickglcm.RangeF3 > 420.345385)
{
if (haralickglcm.MeanF2 > 0.643759)
{
resultBox.SelectedItem = Status.Infected;
}
else if (haralickglcm.MeanF2 <= 0.643759)
{
resultBox.SelectedItem = Status.Healthy;
}
}
else if (haralickglcm.RangeF3 <= 420.345385)
{
resultBox.SelectedItem = Status.Infected;
}
}
else if (haralickglcm.MeanF3 <= 86897.84964)
{
resultBox.SelectedItem = Status.Healthy;
}
}
else if (haralickglcm.RangeF3 <= 225.352415)
{
resultBox.SelectedItem = Status.Healthy;
}
}
else if (haralickglcm.RangeF14 <= 0.033765)
{
resultBox.SelectedItem = Status.Infected;
}
}
else if (haralickglcm.RangeF6 <= 0.004285)
{
if (haralickglcm.RangeF4 > 0.012583)
{
if (haralickglcm.RangeF6 > 0.004022)
{
resultBox.SelectedItem = Status.Healthy;
}
else if (haralickglcm.RangeF6 <= 0.004022)
{
if (haralickglcm.MeanF3 > 93841.41003)
{
if (haralickglcm.MeanF1 > 0.122648)
{
resultBox.SelectedItem = Status.Infected;
}
else if (haralickglcm.MeanF1 <= 0.122648)
{
resultBox.SelectedItem = Status.Healthy;
}
}
else if (haralickglcm.MeanF3 <= 93841.41003)
{
resultBox.SelectedItem = Status.Infected;
}
}
}
else if (haralickglcm.RangeF4 <= 0.012583)
{
resultBox.SelectedItem = Status.Healthy;
}
}
}
else if (haralickglcm.RangeF3 <= 107.372557)
{
resultBox.SelectedItem = Status.Healthy;
}
}
else if (haralickglcm.MeanF3 <= 84215.08293)
{
if (haralickglcm.MeanF11 > 0.175617)
{
if (haralickglcm.MeanF6 > 8.720345)
{
if (haralickglcm.MeanF11 > 0.340539)
{
if (haralickglcm.RangeF7 > 0.209472)
{
resultBox.SelectedItem = Status.Infected;
}
else if (haralickglcm.RangeF7 <= 0.209472)
{
if (haralickglcm.MeanF11 > 0.080821)
{
resultBox.SelectedItem = Status.Infected;
}
else if (haralickglcm.MeanF11 <= 0.080821)
{
resultBox.SelectedItem = Status.Healthy;
}
}
}
else if (haralickglcm.MeanF11 <= 0.340539)
{
if (haralickglcm.MeanF11 > 0.327348)
{
resultBox.SelectedItem = Status.Healthy;
}
else if (haralickglcm.MeanF11 <= 0.327348)
{
if (haralickglcm.MeanF7 > 68.131014)
{
resultBox.SelectedItem = Status.Infected;
}
else if (haralickglcm.MeanF7 <= 68.131014)
{
if (haralickglcm.RangeF14 > 0.072043)
{
resultBox.SelectedItem = Status.Infected;
}
else if (haralickglcm.RangeF14 <= 0.072043)
{
resultBox.SelectedItem = Status.Healthy;
}
}
}
}
}
else if (haralickglcm.MeanF6 <= 8.720345)
{
if (haralickglcm.MeanF1 > 0.312391)
{
if (haralickglcm.MeanF7 > 25.442828)
{
if (haralickglcm.MeanF8 > 0.559666)
{
resultBox.SelectedItem = Status.Healthy;
}
else if (haralickglcm.MeanF8 <= 0.559666)
{
resultBox.SelectedItem = Status.Infected;
}
}
else if (haralickglcm.MeanF7 <= 25.442828)
{
resultBox.SelectedItem = Status.Infected;
}
}
else if (haralickglcm.MeanF1 <= 0.312391)
{
resultBox.SelectedItem = Status.Infected;
}
}
}
else if (haralickglcm.MeanF11 <= 0.175617)
{
if (haralickglcm.RangeF5 > 0.0215)
{
resultBox.SelectedItem = Status.Healthy;
}
else if (haralickglcm.RangeF5 <= 0.0215)
{
resultBox.SelectedItem = Status.Infected;
}
}
}
}
else if (haralickglcm.RangeF14 <= 0.022991)
{
resultBox.SelectedItem = Status.Infected;
}
}
else if (haralickglcm.MeanF14 <= 0.810434)
{
if (haralickglcm.MeanF7 > 43.022442)
{
if (haralickglcm.MeanF9 > 1.266173)
{
if (haralickglcm.RangeF2 > 0.254959)
{
resultBox.SelectedItem = Status.Infected;
}
else if (haralickglcm.RangeF2 <= 0.254959)
{
resultBox.SelectedItem = Status.Healthy;
}
}
else if (haralickglcm.MeanF9 <= 1.266173)
{
if (haralickglcm.MeanF7 > 130.081531)
{
resultBox.SelectedItem = Status.Healthy;
}
else if (haralickglcm.MeanF7 <= 130.081531)
{
if (haralickglcm.MeanF12 > -0.159637)
{
resultBox.SelectedItem = Status.Healthy;
}
else if (haralickglcm.MeanF12 <= -0.159637)
{
if (haralickglcm.RangeF7 > 0.100611)
{
if (haralickglcm.MeanF11 > 0.293679)
{
if (haralickglcm.RangeF14 > 0.041102)
{
if (haralickglcm.MeanF6 > 8.858041)
{
if (haralickglcm.RangeF2 > 0.117879)
{
if (haralickglcm.RangeF2 > 0.239765)
{
if (haralickglcm.MeanF2 > 0.822905)
{
resultBox.SelectedItem = Status.Infected;
}
else if (haralickglcm.MeanF2 <= 0.822905)
{
resultBox.SelectedItem = Status.Healthy;
}
}
else if (haralickglcm.RangeF2 <= 0.239765)
{
if (haralickglcm.MeanF6 > 10.722359)
{
if (haralickglcm.RangeF7 > 0.307628)
{
if (haralickglcm.MeanF12 > -0.288538)
{
resultBox.SelectedItem = Status.Infected;
}
else if (haralickglcm.MeanF12 <= -0.288538)
{
resultBox.SelectedItem = Status.Healthy;
}
}
else if (haralickglcm.RangeF7 <= 0.307628)
{
if (haralickglcm.MeanF3 > 96278.68961)
{
resultBox.SelectedItem = Status.Healthy;
}
else if (haralickglcm.MeanF3 <= 96278.68961)
{
resultBox.SelectedItem = Status.Infected;
}
}
}
else if (haralickglcm.MeanF6 <= 10.722359)
{
resultBox.SelectedItem = Status.Healthy;
}
}
}
else if (haralickglcm.RangeF2 <= 0.117879)
{
if (haralickglcm.MeanF5 > 0.82149)
{
resultBox.SelectedItem = Status.Infected;
}
else if (haralickglcm.MeanF5 <= 0.82149)
{
if (haralickglcm.MeanF5 > 0.814006)
{
resultBox.SelectedItem = Status.Healthy;
}
else if (haralickglcm.MeanF5 <= 0.814006)
{
if (haralickglcm.RangeF7 > 0.171803)
{
resultBox.SelectedItem = Status.Infected;
}
else if (haralickglcm.RangeF7 <= 0.171803)
{
if (haralickglcm.MeanF1 > 0.214119)
{
resultBox.SelectedItem = Status.Infected;
}
else if (haralickglcm.MeanF1 <= 0.214119)
{
resultBox.SelectedItem = Status.Healthy;
}
}
}
}
}
}
else if (haralickglcm.MeanF6 <= 8.858041)
{
if (haralickglcm.MeanF1 > 0.210067)
{
resultBox.SelectedItem = Status.Healthy;
}
else if (haralickglcm.MeanF1 <= 0.210067)
{
if (haralickglcm.RangeF6 > 0.004217)
{
resultBox.SelectedItem = Status.Infected;
}
else if (haralickglcm.RangeF6 <= 0.004217)
{
if (haralickglcm.MeanF6 > 8.061608)
{
resultBox.SelectedItem = Status.Healthy;
}
else if (haralickglcm.MeanF6 <= 8.061608)
{
resultBox.SelectedItem = Status.Infected;
}
}
}
}
}
else if (haralickglcm.RangeF14 <= 0.041102)
{
resultBox.SelectedItem = Status.Infected;
}
}
else if (haralickglcm.MeanF11 <= 0.293679)
{
resultBox.SelectedItem = Status.Healthy;
}
}
else if (haralickglcm.RangeF7 <= 0.100611)
{
if (haralickglcm.MeanF2 > 0.686168)
{
if (haralickglcm.MeanF12 > -0.207568)
{
resultBox.SelectedItem = Status.Infected;
}
else if (haralickglcm.MeanF12 <= -0.207568)
{
resultBox.SelectedItem = Status.Healthy;
}
}
else if (haralickglcm.MeanF2 <= 0.686168)
{
resultBox.SelectedItem = Status.Healthy;
}
}
}
}
}
}
else if (haralickglcm.MeanF7 <= 43.022442)
{
if (haralickglcm.MeanF8 > 0.504057)
{
if (haralickglcm.MeanF14 > 0.61011)
{
resultBox.SelectedItem = Status.Infected;
}
else if (haralickglcm.MeanF14 <= 0.61011)
{
if (haralickglcm.MeanF2 > 0.631352)
{
resultBox.SelectedItem = Status.Infected;
}
else if (haralickglcm.MeanF2 <= 0.631352)
{
resultBox.SelectedItem = Status.Healthy;
}
}
}
else if (haralickglcm.MeanF8 <= 0.504057)
{
resultBox.SelectedItem = Status.Healthy;
}
}
}
}
}