static double[] Reduce(cv.Mat luMatrix, double[] b) // helper
{
int n = luMatrix.Rows;
double[] x = new double[n];
for (int i = 0; i < n; ++i)
{
x[i] = b[i];
}
for (int i = 1; i < n; ++i)
{
double sum = x[i];
for (int j = 0; j < i; ++j)
{
sum -= luMatrix.At <double>(i, j) * x[j];
}
x[i] = sum;
}
x[n - 1] /= luMatrix.At <double>(n - 1, n - 1);
for (int i = n - 2; i >= 0; --i)
{
double sum = x[i];
for (int j = i + 1; j < n; ++j)
{
sum -= luMatrix.At <double>(i, j) * x[j];
}
x[i] = sum / luMatrix.At <double>(i, i);
}
return(x);
}
public double[] GetRadiusCenter3P()
{
int dataSize = positionInfo[annotIdx].points.Count;
double a, b, r;
cv.Mat A = cv.Mat.Zeros(dataSize, 3, cv.MatType.CV_64FC1);
cv.Mat B = cv.Mat.Zeros(dataSize, 1, cv.MatType.CV_64FC1);
cv.Mat X = cv.Mat.Zeros(dataSize, 1, cv.MatType.CV_64FC1);
for (int i = 0; i < dataSize; i++)
{
A.Set <double>(i, 0, positionInfo[annotIdx].points[i].x);
A.Set <double>(i, 1, positionInfo[annotIdx].points[i].z);
A.Set <double>(i, 2, 1);
B.Set <double>(i, -Math.Pow(positionInfo[annotIdx].points[i].x, 2) - Math.Pow(positionInfo[annotIdx].points[i].z, 2));
}
cv.Cv2.Solve(A, B, X, cv.DecompTypes.SVD);
a = -X.At <double>(0, 0) / 2;
b = -X.At <double>(1, 0) / 2;
r = Math.Sqrt(Math.Pow(a, 2) + Math.Pow(b, 2) - X.At <double>(2, 0));
double[] data = { a, b, r };
return(data);
}
public void SetData(cv.Mat input)
{
//if (xSize != -1 || zSize != -1)
//{
// surfaceMeshRenderableSeries.DataSeries.Clear();
//}
zMap = new cv.Mat(new cv.Size(input.Width, input.Height), cv.MatType.CV_32FC1);
input.ConvertTo(zMap, cv.MatType.CV_32FC1);
//Init(zMap.Rows, zMap.Cols);
Init(zMap.Rows, zMap.Cols);
Parallel.For(0, xSize, x =>
{
for (int z = 0; z < zSize; ++z)
{
MeshDataSeries[z, x] = zMap.At <float>(x, z);
if (yMax < zMap.Get <float>(x, z))
{
yMax = zMap.Get <float>(x, z);
}
}
});
double min = 0.0f, max = 0.0f;
zMap.MinMaxLoc(out min, out max);
surfaceMeshRenderableSeries.Maximum = max;
surfaceMeshRenderableSeries.Minimum = min;
//backgroundSurfaceMesh.IsVisible = false;
}
// Use this for initialization
void Start()
{
Mat mat = Unity.TextureToMat(this.texture);
Vector3[,] v = new Vector3[mat.Height, mat.Width];
for (int yi = 0; yi < mat.Height; yi++)
{
for (int xi = 0; xi < mat.Width; xi++)
{
Vec3b vyx = mat.At <Vec3b>(yi, xi);
v[yi, xi][0] = vyx[0];
v[yi, xi][1] = vyx[1];
v[yi, xi][2] = vyx[2];
}
}
v = Median(v, mat.Height, mat.Width);
for (int yi = 0; yi < mat.Height; yi++)
{
for (int xi = 0; xi < mat.Width; xi++)
{
Vec3b vyx = new Vec3b();
vyx[0] = (byte)v[yi, xi][0];
vyx[1] = (byte)v[yi, xi][1];
vyx[2] = (byte)v[yi, xi][2];
mat.Set <Vec3b>(yi, xi, vyx);
}
}
Texture2D changedTex = Unity.MatToTexture(mat);
GetComponent <RawImage>().texture = changedTex;
}
// Use this for initialization
void Start()
{
Mat mat = Unity.TextureToMat(this.texture);
for (int yi = 0; yi < mat.Height; yi++)
{
for (int xi = 0; xi < mat.Width; xi++)
{
Vec3b v = mat.At <Vec3b>(yi, xi);
Debug.Log(v[0]);
float gr = 0.2126f * v[2] + 0.7152f * v[1] + 0.0722f * v[0];
if (gr < 128)
{
gr = 0;
}
else
{
gr = 255;
}
v[0] = (byte)gr;
v[1] = (byte)gr;
v[2] = (byte)gr;
mat.Set <Vec3b>(yi, xi, v);
}
}
Texture2D changedTex = Unity.MatToTexture(mat);
GetComponent <RawImage>().texture = changedTex;
}
static cv.Mat MatProduct(cv.Mat matA, cv.Mat matB)
{
int aRows = matA.Rows;
int aCols = matA.Cols;
int bRows = matB.Rows;
int bCols = matB.Cols;
if (aCols != bRows)
{
throw new Exception("Non-conformable matrices");
}
cv.Mat result = new cv.Mat(aRows, bCols, cv.MatType.CV_64F, 0);
for (int i = 0; i < aRows; ++i) // each row of A
{
for (int j = 0; j < bCols; ++j) // each col of B
{
for (int k = 0; k < aCols; ++k) // could use bRows
{
result.Set <double>(i, j, result.At <double>(i, j) + matA.At <double>(i, k) * matB.At <double>(k, j));
}
}
}
return(result);
}
/// <summary>
/// Solve equation AX = Y
/// </summary>
private void ByMat()
{
// x + y = 10
// 2x + 3y = 26
// (x=4, y=6)
double[,] av = {{1, 1},
{2, 3}};
double[] yv = {10, 26};
Mat a = new Mat(2, 2, MatType.CV_64FC1, av);
Mat y = new Mat(2, 1, MatType.CV_64FC1, yv);
Mat x = new Mat();
Cv2.Solve(a, y, x, DecompTypes.LU);
Console.WriteLine("ByMat:");
Console.WriteLine("X1 = {0}, X2 = {1}", x.At<double>(0), x.At<double>(1));
}
public void ApplyMinMaxCalc(cv.Mat input)
{
double zMax = double.MinValue;
double zMin = double.MaxValue;
for (int x = 0; x < xSize; ++x)
{
for (int z = 0; z < zSize; ++z)
{
if (zMax < input.At <double>(x, z))
{
zMax = input.At <double>(x, z);
}
if (zMin > input.At <double>(x, z))
{
zMin = input.At <double>(x, z);
}
}
}
for (int x = 0; x < xSize; ++x)
{
for (int z = 0; z < zSize; ++z)
{
input.Set <float>(x, z, input.At <float>(x, z) - (float)zMin);
input.Set <float>(x, z, input.At <float>(x, z) * 1000.0f / (float)(zMax - zMin));
MeshDataSeries[z, x] = input.Get <float>(x, z);
}
}
}
static void MatShow(cv.Mat m, int dec, int wid)
{
for (int i = 0; i < m.Rows; ++i)
{
for (int j = 0; j < m.Cols; ++j)
{
double v = m.At <double>(i, j);
if (Math.Abs(v) < 1.0e-5)
{
v = 0.0; // avoid "-0.00"
}
Console.Write(v.ToString("F" + dec).PadLeft(wid));
}
Console.WriteLine("");
}
}
static cv.Mat ExtractUpper(cv.Mat lum)
{
// upper part of an LU (lu values on diagional and above, 0.0s below)
int n = lum.Rows;
cv.Mat result = lum.Clone().SetTo(0);
for (int i = 0; i < n; ++i)
{
for (int j = 0; j < n; ++j)
{
if (i <= j)
{
result.Set <double>(i, j, lum.At <double>(i, j));
}
}
}
return(result);
}
// Use this for initialization
void Start()
{
Mat mat = Unity.TextureToMat(this.texture);
for (int yi = 0; yi < mat.Height; yi++)
{
for (int xi = 0; xi < mat.Width; xi++)
{
Vec3b v = mat.At <Vec3b>(yi, xi);
v[0] = (byte)(ReduceColor(v[0]));
v[1] = (byte)(ReduceColor(v[1]));
v[2] = (byte)(ReduceColor(v[2]));
mat.Set <Vec3b>(yi, xi, v);
}
}
Texture2D changedTex = Unity.MatToTexture(mat);
GetComponent <RawImage>().texture = changedTex;
}
private static Dictionary <string, double> TransformToDict(OpenCvSharp.Mat cvMat)
{
var dict = new Dictionary <string, double>
{
{ "m11", cvMat.At <double>(0, 0) },
{ "m12", cvMat.At <double>(0, 1) },
{ "m21", cvMat.At <double>(1, 0) },
{ "m22", cvMat.At <double>(1, 1) },
{ "m13", Math.Round(cvMat.At <double>(0, 2), 0) },
{ "m23", Math.Round(cvMat.At <double>(1, 2), 0) }
};
return(dict);
}
static double[] MatVecProd(cv.Mat m, double[] v)
{
int n = v.Length;
if (m.Cols != n)
{
throw new Exception("non-comform in MatVecProd");
}
double[] result = new double[n];
for (int i = 0; i < m.Rows; ++i)
{
for (int j = 0; j < m.Cols; ++j)
{
result[i] += m.At <double>(i, j) * v[j];
}
}
return(result);
}
// Use this for initialization
void Start()
{
Mat mat = Unity.TextureToMat(this.texture);
for (int yi = 0; yi < 16; yi++)
{
for (int xi = 0; xi < 16; xi++)
{
Vec3b max = new Vec3b();
for (int yj = 0; yj < 8; yj++)
{
for (int xj = 0; xj < 8; xj++)
{
Vec3b v = mat.At <Vec3b>(yi * 8 + yj, xi * 8 + xj);
if (max[0] < v[0])
{
max[0] = v[0];
}
if (max[1] < v[1])
{
max[1] = v[1];
}
if (max[2] < v[2])
{
max[2] = v[2];
}
}
}
for (int yj = 0; yj < 8; yj++)
{
for (int xj = 0; xj < 8; xj++)
{
mat.Set <Vec3b>(yi * 8 + yj, xi * 8 + xj, max);
}
}
}
}
Texture2D changedTex = Unity.MatToTexture(mat);
GetComponent <RawImage>().texture = changedTex;
}
// Use this for initialization
void Start()
{
Mat mat = Unity.TextureToMat(this.texture);
Mat changedMat = new Mat();
Mat changedMat1 = new Mat();
Cv2.CvtColor(mat, changedMat, ColorConversionCodes.BGR2HSV);
for (int yi = 0; yi < mat.Height; yi++)
{
for (int xi = 0; xi < mat.Width; xi++)
{
Vec3b v = changedMat.At <Vec3b>(yi, xi);
Debug.Log(v[0]);
v[0] = (byte)((v[0] - 180) % 360);
changedMat.Set <Vec3b>(yi, xi, v);
}
}
Cv2.CvtColor(changedMat, changedMat1, ColorConversionCodes.HSV2BGR);
Texture2D changedTex = Unity.MatToTexture(changedMat1);
GetComponent <RawImage>().texture = changedTex;
}
// Use this for initialization
void Start()
{
Mat mat = Unity.TextureToMat(this.texture);
for (int yi = 0; yi < 16; yi++)
{
for (int xi = 0; xi < 16; xi++)
{
Vector3 sum = new Vector3();
for (int yj = 0; yj < 8; yj++)
{
for (int xj = 0; xj < 8; xj++)
{
Vec3b v = mat.At <Vec3b>(yi * 8 + yj, xi * 8 + xj);
sum[0] += v[0];
sum[1] += v[1];
sum[2] += v[2];
}
}
Debug.Log(sum[0]);
Vec3b ave = new Vec3b();
ave[0] = (byte)(sum[0] / 64);
ave[1] = (byte)(sum[1] / 64);
ave[2] = (byte)(sum[2] / 64);
for (int yj = 0; yj < 8; yj++)
{
for (int xj = 0; xj < 8; xj++)
{
mat.Set <Vec3b>(yi * 8 + yj, xi * 8 + xj, ave);
}
}
}
}
Texture2D changedTex = Unity.MatToTexture(mat);
GetComponent <RawImage>().texture = changedTex;
}
static cv.Mat ExtractLower(cv.Mat lum)
{
// lower part of an LU Crout's decomposition
// (dummy 1.0s on diagonal, 0.0s above)
int n = lum.Rows;
cv.Mat result = lum.Clone().SetTo(0);
for (int i = 0; i < n; ++i)
{
for (int j = 0; j < n; ++j)
{
if (i == j)
{
result.Set <double>(i, j, 1.0);
}
else if (i > j)
{
result.Set <double>(i, j, lum.At <double>(i, j));
}
}
}
return(result);
}
void drawCamera()
{
// Configuration
Scalar camera_color = new Scalar(255, 117, 44, 255);
int camera_size = 10;
int camera_height = window_height - camera_offset;
Point camera_left_pt = new Point(window_width / 2 - camera_size / 2, camera_height);
Point camera_right_pt = new Point(window_width / 2 + camera_size / 2, camera_height);
// Drawing camera
List <Point> camera_pts = new List <Point> {
new Point(window_width / 2 - camera_size, camera_height),
new Point(window_width / 2 + camera_size, camera_height),
new Point(window_width / 2 + camera_size, camera_height + camera_size / 2),
new Point(window_width / 2 - camera_size, camera_height + camera_size / 2)
};
Cv2.FillConvexPoly(background, camera_pts, camera_color);
// Compute the FOV
if (fov < 0.0f)
{
computeFOV();
}
// Get FOV intersection with window borders
float z_at_x_max = x_max / (float)Math.Tan(fov / 2.0f);
Point left_intersection_pt = toCVPoint(x_min, -z_at_x_max), right_intersection_pt = toCVPoint(x_max, -z_at_x_max);
Scalar clr = camera_color;
// Draw FOV
// Second try: dotted line
LineIterator left_line_it = new LineIterator(background, camera_left_pt, left_intersection_pt, PixelConnectivity.Connectivity8);
int i = 0;
foreach (var it in left_line_it)
{
Point current_pos = it.Pos;
/*if (i % 5 == 0 || i % 5 == 1)
* {
* it.SetValue<Scalar>(clr);
* }*/
for (int r = 0; r < current_pos.Y; ++r)
{
float ratio = (float)r / camera_height;
background.At <Vec4b>(r, current_pos.X) = Utils.applyFading(background_color, ratio, fov_color);
}
i++;
}
LineIterator right_line_it = new LineIterator(background, camera_right_pt, right_intersection_pt, PixelConnectivity.Connectivity8);
int j = 0;
foreach (var it in right_line_it)
{
Point current_pos = it.Pos;
/*if (j % 5 == 0 || j % 5 == 1)
* {
* it.SetValue<Scalar>(clr);
* }*/
for (int r = 0; r < current_pos.Y; ++r)
{
float ratio = (float)r / camera_height;
background.At <Vec4b>(r, current_pos.X) = Utils.applyFading(background_color, ratio, fov_color);
}
j++;
}
for (int c = window_width / 2 - camera_size / 2; c <= window_width / 2 + camera_size / 2; ++c)
{
for (int r = 0; r < camera_height; ++r)
{
float ratio = (float)r / camera_height;
background.At <Vec4b>(r, c) = Utils.applyFading(background_color, ratio, fov_color);
}
}
}
// Use this for initialization
void Start()
{
Mat mat = Unity.TextureToMat(this.texture);
float[] results = new float[256];
float[,] grs = new float[mat.Height, mat.Width];
for (int yi = 0; yi < mat.Height; yi++)
{
for (int xi = 0; xi < mat.Width; xi++)
{
Vec3b v = mat.At <Vec3b>(yi, xi);
float gr = 0.2126f * v[2] + 0.7152f * v[1] + 0.0722f * v[0];
grs[yi, xi] = gr;
}
}
for (int thi = 1; thi < 255; thi++)
{
int w0 = 0;
int w1 = 0;
float M0 = 0;
float M1 = 0;
foreach (float gr in grs)
{
if (gr < thi)
{
w0++;
M0 += gr;
}
else
{
w1++;
M1 += gr;
}
}
Debug.Log(w0 + w1);
float tmp0 = w0 == 0 ? 0 : M0 / w0;
float tmp1 = w1 == 0 ? 0 : M1 / w1;
results[thi] = ((float)w0 / (mat.Height * mat.Width)) * ((float)w1 / (mat.Height * mat.Width)) * Mathf.Pow(tmp0 - tmp1, 2);
}
int z = 0;
for (int i = 1; i < 255; i++)
{
if (results[i] > results[z])
{
z = i;
}
}
for (int yi = 0; yi < mat.Height; yi++)
{
for (int xi = 0; xi < mat.Width; xi++)
{
if (grs[yi, xi] < z)
{
Vec3b v = new Vec3b();
v[0] = (byte)0; v[1] = (byte)0; v[2] = (byte)0;
mat.Set <Vec3b>(yi, xi, v);
}
else
{
Vec3b v = new Vec3b();
v[0] = (byte)255; v[1] = (byte)255; v[2] = (byte)255;
mat.Set <Vec3b>(yi, xi, v);
}
}
}
Texture2D changedTex = Unity.MatToTexture(mat);
GetComponent <RawImage>().texture = changedTex;
}
static int MatDecompose(cv.Mat m, out cv.Mat lum, out int[] perm)
{
// Crout's LU decomposition for matrix determinant and inverse
// stores combined lower & upper in lum[][]
// stores row permuations into perm[]
// returns +1 or -1 according to even or odd number of row permutations
// lower gets dummy 1.0s on diagonal (0.0s above)
// upper gets lum values on diagonal (0.0s below)
int toggle = +1; // even (+1) or odd (-1) row permutatuions
int n = m.Rows;
// make a copy of m[][] into result lum[][]
lum = m.Clone();
// make perm[]
perm = new int[n];
for (int i = 0; i < n; ++i)
{
perm[i] = i;
}
for (int j = 0; j < n - 1; ++j) // process by column. note n-1
{
double max = Math.Abs(lum.At <double>(j, j));
int piv = j;
for (int i = j + 1; i < n; ++i) // find pivot index
{
double xij = Math.Abs(lum.At <double>(i, j));
if (xij > max)
{
max = xij;
piv = i;
}
} // i
if (piv != j)
{
cv.Mat tmp = lum.Row(piv).Clone(); // swap rows j, piv
lum.Row(j).CopyTo(lum.Row(piv));
tmp.CopyTo(lum.Row(j));
int t = perm[piv]; // swap perm elements
perm[piv] = perm[j];
perm[j] = t;
toggle = -toggle;
}
double xjj = lum.At <double>(j, j);
if (xjj != 0.0)
{
for (int i = j + 1; i < n; ++i)
{
double xij = lum.At <double>(i, j) / xjj;
lum.Set <double>(i, j, xij);
for (int k = j + 1; k < n; ++k)
{
lum.Set <double>(i, k, lum.At <double>(i, k) - xij * lum.At <double>(j, k));
}
}
}
}
return(toggle); // for determinant
}