public static void Notch(IOperand x, bool spawn = true, float radius1 = 0f, float radius2 = 0f)
{
if (x == null)
{
return; // No tolerance!
}
//Fourier.CImage[] cimg = ((frmStandard)x).cimg;
Fourier.CImage[] cimg = new Fourier.CImage[3];
for (int i = 0; i < 3; i++)
{
cimg[i] = new Fourier.CImage(Normalize.ToFloat(((FormStandard)x).Image)[i], ((FormStandard)x).Image.Height, ((FormStandard)x).Image.Width);
}
if (!cimg[0].FrequencySpace)
{
for (int i = 0; i < 3; i++)
{
cimg[i] = _FFT(cimg[i]);
}
}
int H = cimg[0].Height, W = cimg[0].Width;
for (int c = 0; c < 3; c++)
{
for (int j = 0; j < H; j++)
{
for (int i = 0; i < W; i++)
{
if ((i - W / 2) * (i - W / 2) + (j - H / 2) * (j - H / 2) < radius2 * radius2 && (i - W / 2) * (i - W / 2) + (j - H / 2) * (j - H / 2) > radius1 * radius1)
{
cimg[c].Data[j * W + i].Re = 0f;
cimg[c].Data[j * W + i].Im = 0f;
}
}
}
}
// Debug d1 = new Debug(cimg[0].ToBitmap());
// d1.Show();
for (int i = 0; i < 3; i++)
{
cimg[i] = _IFFT(cimg[i]);
}
float[][][] img = new float[3][][];
for (int i = 0; i < 3; i++)
{
img[i] = cimg[i].FromFloatModulus();
}
if (spawn)
{
x.CreateSibling(img, "Notch filter of " + ((FormStandard)x).GetBitmap().ToString());
}
else
{
((FormStandard)x).Image = Normalize.FromFloat(img);
}
}
public static Fourier.CImage _FFT(Fourier.CImage cimg)
{
float scale = 1f / (float)Math.Sqrt(cimg.Width * cimg.Height);
ComplexF[] data = cimg.Data;
int offset = 0;
for (int y = 0; y < cimg.Height; y++)
{
for (int x = 0; x < cimg.Width; x++)
{
if (((x + y) & 0x1) != 0)
{
data[offset] *= -1;
}
offset++;
}
}
Exocortex.DSP.Fourier.FFT2(data, cimg.Width, cimg.Height, FourierDirection.Forward);
cimg.FrequencySpace = true;
for (int i = 0; i < data.Length; i++)
{
data[i] *= scale;
}
return(cimg);
}
private void ResetImg()
{
img = Normalize.ToFloat(bmp);
for (int i = 0; i < NCOLORS; i++)
{
rimg[i] = new Fourier.CImage(img[i], bmp.Height, bmp.Width);
}
}
private static Fourier.CImage _IFFT(Fourier.CImage cimg)
{
float scale = 1f / (float)Math.Sqrt(cimg.Width * cimg.Height);
ComplexF[] data = cimg.Data;
Exocortex.DSP.Fourier.FFT2(data, cimg.Width, cimg.Height, FourierDirection.Backward);
cimg.FrequencySpace = false;
for (int i = 0; i < data.Length; i++)
{
data[i] *= scale;
}
return(cimg);
}
public static void Enhance(IOperand X = null, bool spawn = true)
{
if (X == null)
{
X = ExecutionStack.X;
}
if (X == null)
{
return;
}
Bitmap bmp = ((FormStandard)X).GetBitmap();
float[][][] img = Normalize.ToFloat(bmp);
float[][][] hsi = ToHSI(img, bmp.Height, bmp.Width);
for (int h = 0; h < bmp.Height; h++)
{
for (int w = 0; w < bmp.Width; w++)
{
hsi[1][h][w] = (hsi[1][h][w] * 1.10f > 1f ? 1f : hsi[1][h][w] * 1.10f);
hsi[2][h][w] = (hsi[2][h][w] * 1.10f > 1f ? 1f : hsi[2][h][w] * 1.10f);
}
}
img = FromHSI(hsi, bmp.Height, bmp.Width);
if (spawn)
{
X.CreateSibling(img, "HSI Color Enhancement of " + bmp.ToString());
}
else
{
((FormStandard)X).Image = Normalize.FromFloat(img);
Fourier.CImage[] cimg = new Fourier.CImage[3];
for (int i = 0; i < 3; i++)
{
cimg[i] = new Fourier.CImage(img[i], bmp.Height, bmp.Width);
}
}
}
public static void FFT(IOperand X = null, bool spawn = true)
{
if (X == null)
{
X = ExecutionStack.X;
}
if (X == null)
{
return;
}
Bitmap bmp = X.GetBitmap();
float[][][] img = Normalize.ToFloat(bmp);
int H = bmp.Height, W = bmp.Width;
img = Pad(img, H, W);
Bitmap temp = Normalize.FromFloat(img);
Fourier.CImage[] cimg = new Fourier.CImage[3];
for (int i = 0; i < 3; i++)
{
cimg[i] = new Fourier.CImage(img[i], temp.Height, temp.Width);
cimg[i] = _FFT(cimg[i]);
img[i] = cimg[i].FromFloatModulus();
}
if (spawn)
{
((FormStandard)X).CreateSibling(img, "( Magnitude) FFT of " + bmp.ToString(), cimg);
}
else
{
((FormStandard)X).Image = Normalize.FromFloat(img);
((FormStandard)X).CImg = cimg;
}
}
public static void ButterworthHigh(IOperand x, bool spawn = true, float radius = 0f)
{
if (x == null)
{
return; // No tolerance!
}
//Fourier.CImage[] cimg = ((frmStandard)x).cimg;
Fourier.CImage[] cimg = new Fourier.CImage[3];
for (int i = 0; i < 3; i++)
{
cimg[i] = new Fourier.CImage(Normalize.ToFloat(((FormStandard)x).Image)[i], ((FormStandard)x).Image.Height, ((FormStandard)x).Image.Width);
}
if (!cimg[0].FrequencySpace)
{
for (int i = 0; i < 3; i++)
{
cimg[i] = _FFT(cimg[i]);
}
}
int H = cimg[0].Height, W = cimg[0].Width;
for (int c = 0; c < 3; c++)
{
for (int j = 0; j < H; j++)
{
for (int i = 0; i < W; i++)
{
int D = (i - W / 2) * (i - W / 2) + (j - H / 2) * (j - H / 2);
int D0 = (int)(radius * radius);
if ((i - W / 2) * (i - W / 2) + (j - H / 2) * (j - H / 2) != 0)
{
cimg[c].Data[j * W + i].Re *= (1.0f - 1.0f / (float)Math.Pow(1.0f + (D / D0), 4));
cimg[c].Data[j * W + i].Im *= (1.0f - 1.0f / (float)Math.Pow(1.0f + (D / D0), 4));
}
}
}
}
// Debug d1 = new Debug(cimg[0].ToBitmap());
// d1.Show();
for (int i = 0; i < 3; i++)
{
cimg[i] = _IFFT(cimg[i]);
}
float[][][] img = new float[3][][];
for (int i = 0; i < 3; i++)
{
img[i] = cimg[i].FromFloatModulus();
}
if (spawn)
{
x.CreateSibling(img, "Butterworth High Pass filter of " + ((FormStandard)x).GetBitmap().ToString());
}
else
{
((FormStandard)x).Image = Normalize.FromFloat(img);
}
}
public static void HighPass(IOperand x, bool spawn = true, float radius = 0f)
{
if (x == null)
{
return; // No tolerance!
}
//Fourier.CImage[] cimg = ((frmStandard)x).cimg;
Fourier.CImage[] cimg = new Fourier.CImage[3];
for (int i = 0; i < 3; i++)
{
cimg[i] = new Fourier.CImage(Normalize.ToFloat(((FormStandard)x).Image)[i], ((FormStandard)x).Image.Height, ((FormStandard)x).Image.Width);
}
if (!cimg[0].FrequencySpace)
{
for (int i = 0; i < 3; i++)
{
cimg[i] = _FFT(cimg[i]);
}
}
int H = cimg[0].Height, W = cimg[0].Width;
for (int c = 0; c < 3; c++)
{
for (int j = 0; j < H; j++)
{
for (int i = 0; i < W; i++)
{
if ((i - W / 2) * (i - W / 2) + (j - H / 2) * (j - H / 2) < radius * radius && !((i - W / 2) * (i - W / 2) + (j - H / 2) * (j - H / 2) == 0))
{
cimg[c].Data[j * W + i].Re = 0f;
cimg[c].Data[j * W + i].Im = 0f;
}
}
}
}
// Debug d1 = new Debug(cimg[0].ToBitmap());
// d1.Show();
for (int i = 0; i < 3; i++)
{
cimg[i] = _IFFT(cimg[i]);
}
float[][][] img = new float[3][][];
for (int i = 0; i < 3; i++)
{
img[i] = cimg[i].FromFloatModulus();
}
if (spawn)
{
x.CreateSibling(img, "High Pass filter of " + ((FormStandard)x).GetBitmap().ToString());
}
else
{
((FormStandard)x).Image = Normalize.FromFloat(img);
}
/*
*
* float[][][] real = new float[3][][];
* float[][][] imag = new float[3][][];
* for (int c = 0; c < 3; c++ )
* {
* real[c] = cimg[c].FromFloatReal();
* imag[c] = cimg[c].FromFloatImag();
* }
* /*
* for (int c = 0; c < 3; c++ )
* for (int j = 0; j < cimg[0].Height; j++)
* {
* for (int i = 0; i < cimg[0].Width; i++)
* {
* if ((i - W / 2) * (i - W / 2) + (j - H / 2) * (j - H / 2) < radius * radius)
* {
* real[c][j][i] = 0f;
* imag[c][j][i] = 0f;
*
* }
* }
* }
*/
/*
* Fourier.CImage[] cr = new Fourier.CImage[3], ci = new Fourier.CImage[3];
* float[][][] img = new float[3][][];
* for (int i = 0; i < 3; i++ )
* {
* cr[i] = new Fourier.CImage(real[i], H, W);
* ci[i] = new Fourier.CImage(imag[i], H, W);
* for (int j=0; j<cr[i].Data.Length; j++)
* {
* cr[i].Data[j].Im = ci[i].Data[j].Re;
* }
* cr[i] = _FFT(cr[i]);
* img[i] = cr[i].FromFloatModulus();
* }
*/
//Fourier.CImage ci2 = new Fourier.CImage(Normalize.FromFloat(real), Normalize.FromFloat(imag));
//ci2 = _IFFT(ci2);
/*
* Fourier.CImage ci2 = new Fourier.CImage(Normalize.FromFloat(real), Normalize.FromFloat(imag));
*
* Debug w1 = new Debug(ci2.ToBitmap());
* Debug w2 = new Debug(ci2.Magnitude());
* Debug w3 = new Debug(Normalize.FromFloat(real));
* Debug w4 = new Debug(Normalize.FromFloat(real));
* Debug w5 = new Debug(Normalize.FromFloat(imag));
*
* ci2 = _IFFT(ci2);
*
* for (int i = 0; i < 3; i++ )
* cimg = new Fourier.CImage(cimg.Real(), cimg.Imag());
* //cimg = _IFFT(cimg);
* float[][][] img = Normalize.ToFloat(cimg.ToBitmap());
*
* Debug w6 = new Debug(ci2.ToBitmap());
* Debug w7 = new Debug(ci2.Magnitude());
* Debug w8 = new Debug(ci2.Real());
*
* w1.Show();
* w2.Show();
* w3.Show();
* w4.Show();
* w5.Show();
* w6.Show();
* w7.Show();
* w8.Show();
*
*
* cimg = _IFFT(cimg);
*
* Debug w9 = new Debug(cimg.ToBitmap());
* Debug w10 = new Debug(cimg.Magnitude());
* Debug w11 = new Debug(cimg.Real());
*
* w9.Show();
* w10.Show();
* w11.Show();
*/
//float[][][] img = new float[3][][];
//for (int i = 0; i < 3; i++)
//{
// img[i] = real[i];
//}
}