private void Train_bt_Click(object sender, EventArgs e)
{
// intialize.readTrainingData();
//richTextBox1.Text = "training data been readed";
//setup stopwatch and begin timing
if (back_propagation_chk.Checked)
{
var timer = System.Diagnostics.Stopwatch.StartNew();
Back_Propagation BP = new Back_Propagation(double.Parse(mse_threshold.Text), double.Parse(Learning_rate.Text), true);
BP.StartLearning(ref Layers);
BP.StartTesting(ref Layers, ref _MSE, ref Mis_Matchesl, ref accuracy_label);
timer.Stop();
var elapsed = timer.Elapsed;
MessageBox.Show("training time" + elapsed.ToString("mm':'ss':'fff"));
}
if (RBF_ch.Checked)
{
int count = Layers[0].Count;
RPF rpf = new RPF(count, int.Parse(epochs_num.Text), double.Parse(Learning_rate.Text), double.Parse(mse_threshold.Text));
var timer1 = System.Diagnostics.Stopwatch.StartNew();
rpf.Training(ref Layers);
//int[,] mat = rpf.Testing();
//int tmp = mat[0, 0];
//MessageBox.Show(" " + tmp + " ");
timer1.Stop();
var elapsed1 = timer1.Elapsed;
MessageBox.Show("training time" + elapsed1.ToString("mm':'ss':'fff"));
}
}
private void S_test_Click(object sender, EventArgs e)
{
Back_Propagation BP = new Back_Propagation(double.Parse(mse_threshold.Text), double.Parse(Learning_rate.Text), true);
BP.SingleTest(ref Layers, ref singleTest_Label);
if (singleTest_Label.Text == "closing eyes")
{
Bitmap B = PGMUtil.ToBitmap("Dataset\\Testing Dataset\\Closing Eyes\\BioID_0069.pgm");
//this.Size = B.Size;
pictureBox2.Image = (Image)B;
int s = fn.LastIndexOf('\\') + 1;
this.Text = fn.Substring(s) + " (W: " + B.Width.ToString() + ", H: " + B.Height.ToString() + ")";
}
if (singleTest_Label.Text == "looks down")
{
Bitmap B = PGMUtil.ToBitmap("Dataset\\Testing Dataset\\Closing Eyes\\BioID_0113.pgm");
//this.Size = B.Size;
pictureBox2.Image = (Image)B;
int s = fn.LastIndexOf('\\') + 1;
this.Text = fn.Substring(s) + " (W: " + B.Width.ToString() + ", H: " + B.Height.ToString() + ")";
}
if (singleTest_Label.Text == "looks front")
{
Bitmap B = PGMUtil.ToBitmap("Dataset\\Testing Dataset\\Looking Front\\BioID_0379.pgm");
//this.Size = B.Size;
pictureBox2.Image = (Image)B;
int s = fn.LastIndexOf('\\') + 1;
this.Text = fn.Substring(s) + " (W: " + B.Width.ToString() + ", H: " + B.Height.ToString() + ")";
}
if (singleTest_Label.Text == "looks left")
{
Bitmap B = PGMUtil.ToBitmap("Dataset\\Testing Dataset\\Looking Left\\BioID_0107.pgm");
//this.Size = B.Size;
pictureBox2.Image = (Image)B;
int s = fn.LastIndexOf('\\') + 1;
this.Text = fn.Substring(s) + " (W: " + B.Width.ToString() + ", H: " + B.Height.ToString() + ")";
}
}