private void CoordinateMapper_CoordinateMappingChanged(object sender, CoordinateMappingChangedEventArgs e)
{
if (this.DepthFrameToCameraSpaceTable.HasSubscribers)
{
this.DepthFrameToCameraSpaceTable.Post(this.kinectSensor.CoordinateMapper.GetDepthFrameToCameraSpaceTable(), this.pipeline.GetCurrentTime());
}
if (this.configuration.OutputCalibration)
{
if (!this.calibrationPosted)
{
// Extract and created old style calibration
var kinectInternalCalibration = new KinectInternalCalibration();
kinectInternalCalibration.RecoverCalibrationFromSensor(this.kinectSensor);
Matrix <double> colorCameraMatrix = Matrix <double> .Build.Dense(3, 3);
Matrix <double> depthCameraMatrix = Matrix <double> .Build.Dense(3, 3);
for (int i = 0; i < 3; i++)
{
for (int j = 0; j < 3; j++)
{
colorCameraMatrix[i, j] = kinectInternalCalibration.colorCameraMatrix[i, j];
depthCameraMatrix[i, j] = kinectInternalCalibration.depthCameraMatrix[i, j];
}
}
Vector <double> colorLensDistortion = Vector <double> .Build.Dense(5);
Vector <double> depthLensDistortion = Vector <double> .Build.Dense(5);
for (int i = 0; i < 5; i++)
{
colorLensDistortion[i] = kinectInternalCalibration.colorLensDistortion[i];
depthLensDistortion[i] = kinectInternalCalibration.depthLensDistortion[i];
}
Matrix <double> depthToColorTransform = Matrix <double> .Build.Dense(4, 4);
for (int i = 0; i < 4; i++)
{
for (int j = 0; j < 4; j++)
{
depthToColorTransform[i, j] = kinectInternalCalibration.depthToColorTransform[i, j];
}
}
// Kinect uses a basis under the hood that assumes Forward=Z, Left=X, Up=Y.
var kinectBasis = new CoordinateSystem(default, UnitVector3D.ZAxis, UnitVector3D.XAxis, UnitVector3D.YAxis);
private void CoordinateMapper_CoordinateMappingChanged(object sender, CoordinateMappingChangedEventArgs e)
{
if (this.DepthFrameToCameraSpaceTable.HasSubscribers)
{
this.DepthFrameToCameraSpaceTable.Post(this.kinectSensor.CoordinateMapper.GetDepthFrameToCameraSpaceTable(), this.pipeline.GetCurrentTime());
}
if (this.configuration.OutputCalibration)
{
if (!this.calibrationPosted)
{
// Extract and created old style calibration
var kinectInternalCalibration = new KinectInternalCalibration();
kinectInternalCalibration.RecoverCalibrationFromSensor(this.kinectSensor);
// Kinect uses a basis under the hood that assumes Forward=Z, Left=X, Up=Y.
var kinectBasis = new CoordinateSystem(default, UnitVector3D.ZAxis, UnitVector3D.XAxis, UnitVector3D.YAxis);
private static double CalibrateColorCamera(List <Vector <double> > worldPoints, List <System.Drawing.PointF> imagePoints, Matrix <double> cameraMatrix, Vector <double> distCoeffs, Vector <double> rotation, Vector <double> translation, bool silent = true)
{
int nPoints = worldPoints.Count;
{
Matrix <double> R;
Vector <double> t;
DLT(cameraMatrix, distCoeffs, worldPoints, imagePoints, out R, out t);
var r = RotationExtensions.MatrixToAxisAngle(R);
r.CopyTo(rotation);
t.CopyTo(translation);
}
// pack parameters into vector
// parameters: fx, fy, cx, cy, k1, k2, + 3 for rotation, 3 translation = 12
int nParameters = 12;
var parameters = Vector <double> .Build.Dense(nParameters);
{
int pi = 0;
parameters[pi++] = cameraMatrix[0, 0]; // fx
parameters[pi++] = cameraMatrix[1, 1]; // fy
parameters[pi++] = cameraMatrix[0, 2]; // cx
parameters[pi++] = cameraMatrix[1, 2]; // cy
parameters[pi++] = distCoeffs[0]; // k1
parameters[pi++] = distCoeffs[1]; // k2
parameters[pi++] = rotation[0];
parameters[pi++] = rotation[1];
parameters[pi++] = rotation[2];
parameters[pi++] = translation[0];
parameters[pi++] = translation[1];
parameters[pi++] = translation[2];
}
// size of our error vector
int nValues = nPoints * 2; // each component (x,y) is a separate entry
LevenbergMarquardt.Function function = delegate(Vector <double> p)
{
var fvec = Vector <double> .Build.Dense(nValues);
// unpack parameters
int pi = 0;
double fx = p[pi++];
double fy = p[pi++];
double cx = p[pi++];
double cy = p[pi++];
double k1 = p[pi++];
double k2 = p[pi++];
var K = Matrix <double> .Build.DenseIdentity(3, 3);
K[0, 0] = fx;
K[1, 1] = fy;
K[0, 2] = cx;
K[1, 2] = cy;
var d = Vector <double> .Build.Dense(5, 0);
d[0] = k1;
d[1] = k2;
var r = Vector <double> .Build.Dense(3);
r[0] = p[pi++];
r[1] = p[pi++];
r[2] = p[pi++];
var t = Vector <double> .Build.Dense(3);
t[0] = p[pi++];
t[1] = p[pi++];
t[2] = p[pi++];
var R = RotationExtensions.AxisAngleToMatrix(r);
int fveci = 0;
for (int i = 0; i < worldPoints.Count; i++)
{
// transform world point to local camera coordinates
var x = R * worldPoints[i];
x += t;
// fvec_i = y_i - f(x_i)
double u, v;
KinectInternalCalibration.Project(K, d, x[0], x[1], x[2], out u, out v);
var imagePoint = imagePoints[i];
fvec[fveci++] = imagePoint.X - u;
fvec[fveci++] = imagePoint.Y - v;
}
return(fvec);
};
// optimize
var calibrate = new LevenbergMarquardt(function);
while (calibrate.State == LevenbergMarquardt.States.Running)
{
var rmsError = calibrate.MinimizeOneStep(parameters);
if (!silent)
{
Console.WriteLine("rms error = " + rmsError);
}
}
if (!silent)
{
for (int i = 0; i < nParameters; i++)
{
Console.WriteLine(parameters[i] + "\t");
}
Console.WriteLine();
}
// unpack parameters
{
int pi = 0;
double fx = parameters[pi++];
double fy = parameters[pi++];
double cx = parameters[pi++];
double cy = parameters[pi++];
double k1 = parameters[pi++];
double k2 = parameters[pi++];
cameraMatrix[0, 0] = fx;
cameraMatrix[1, 1] = fy;
cameraMatrix[0, 2] = cx;
cameraMatrix[1, 2] = cy;
distCoeffs[0] = k1;
distCoeffs[1] = k2;
rotation[0] = parameters[pi++];
rotation[1] = parameters[pi++];
rotation[2] = parameters[pi++];
translation[0] = parameters[pi++];
translation[1] = parameters[pi++];
translation[2] = parameters[pi++];
}
return(calibrate.RMSError);
}
private static double CalibrateDepthCamera(List <Vector <double> > worldPoints, List <System.Drawing.PointF> imagePoints, Matrix <double> cameraMatrix, Vector <double> distCoeffs, bool silent = true)
{
int nPoints = worldPoints.Count;
// pack parameters into vector
// parameters: fx, fy, cx, cy, k1, k2 = 6 parameters
int nParameters = 6;
var parameters = Vector <double> .Build.Dense(nParameters);
{
int pi = 0;
parameters[pi++] = cameraMatrix[0, 0]; // fx
parameters[pi++] = cameraMatrix[1, 1]; // fy
parameters[pi++] = cameraMatrix[0, 2]; // cx
parameters[pi++] = cameraMatrix[1, 2]; // cy
parameters[pi++] = distCoeffs[0]; // k1
parameters[pi++] = distCoeffs[1]; // k2
}
// size of our error vector
int nValues = nPoints * 2; // each component (x,y) is a separate entry
LevenbergMarquardt.Function function = delegate(Vector <double> p)
{
var fvec = Vector <double> .Build.Dense(nValues);
// unpack parameters
int pi = 0;
double fx = p[pi++];
double fy = p[pi++];
double cx = p[pi++];
double cy = p[pi++];
double k1 = p[pi++];
double k2 = p[pi++];
var K = Matrix <double> .Build.DenseIdentity(3, 3);
K[0, 0] = fx;
K[1, 1] = fy;
K[0, 2] = cx;
K[1, 2] = cy;
var d = Vector <double> .Build.Dense(5, 0);
d[0] = k1;
d[1] = k2;
int fveci = 0;
for (int i = 0; i < worldPoints.Count; i++)
{
double u, v;
var x = worldPoints[i];
KinectInternalCalibration.Project(K, d, x[0], x[1], x[2], out u, out v);
var imagePoint = imagePoints[i];
fvec[fveci++] = imagePoint.X - u;
fvec[fveci++] = imagePoint.Y - v;
}
return(fvec);
};
// optimize
var calibrate = new LevenbergMarquardt(function);
while (calibrate.State == LevenbergMarquardt.States.Running)
{
var rmsError = calibrate.MinimizeOneStep(parameters);
if (!silent)
{
Console.WriteLine("rms error = " + rmsError);
}
}
if (!silent)
{
for (int i = 0; i < nParameters; i++)
{
Console.WriteLine(parameters[i] + "\t");
}
Console.WriteLine();
}
// unpack parameters
{
int pi = 0;
double fx = parameters[pi++];
double fy = parameters[pi++];
double cx = parameters[pi++];
double cy = parameters[pi++];
double k1 = parameters[pi++];
double k2 = parameters[pi++];
cameraMatrix[0, 0] = fx;
cameraMatrix[1, 1] = fy;
cameraMatrix[0, 2] = cx;
cameraMatrix[1, 2] = cy;
distCoeffs[0] = k1;
distCoeffs[1] = k2;
}
return(calibrate.RMSError);
}
private void CoordinateMapper_CoordinateMappingChanged(object sender, CoordinateMappingChangedEventArgs e)
{
if (this.DepthFrameToCameraSpaceTable.HasSubscribers)
{
this.DepthFrameToCameraSpaceTable.Post(this.kinectSensor.CoordinateMapper.GetDepthFrameToCameraSpaceTable(), this.pipeline.GetCurrentTime());
}
if (this.configuration.OutputCalibration)
{
if (!this.calibrationPosted)
{
// Extract and created old style calibration
var kinectInternalCalibration = new KinectInternalCalibration();
kinectInternalCalibration.RecoverCalibrationFromSensor(this.kinectSensor);
Matrix <double> colorCameraMatrix = Matrix <double> .Build.Dense(3, 3);
Matrix <double> depthCameraMatrix = Matrix <double> .Build.Dense(3, 3);
for (int i = 0; i < 3; i++)
{
for (int j = 0; j < 3; j++)
{
colorCameraMatrix[i, j] = kinectInternalCalibration.colorCameraMatrix[i, j];
depthCameraMatrix[i, j] = kinectInternalCalibration.depthCameraMatrix[i, j];
}
}
Vector <double> colorLensDistortion = Vector <double> .Build.Dense(5);
Vector <double> depthLensDistortion = Vector <double> .Build.Dense(5);
for (int i = 0; i < 5; i++)
{
colorLensDistortion[i] = kinectInternalCalibration.colorLensDistortion[i];
depthLensDistortion[i] = kinectInternalCalibration.depthLensDistortion[i];
}
Matrix <double> depthToColorTransform = Matrix <double> .Build.Dense(4, 4);
for (int i = 0; i < 4; i++)
{
for (int j = 0; j < 4; j++)
{
depthToColorTransform[i, j] = kinectInternalCalibration.depthToColorTransform[i, j];
}
}
// Extract and create new style calibration
this.kinectCalibration = new KinectCalibration(
this.kinectSensor.ColorFrameSource.FrameDescription.Width,
this.kinectSensor.ColorFrameSource.FrameDescription.Height,
colorCameraMatrix,
kinectInternalCalibration.colorLensDistortion[0],
kinectInternalCalibration.colorLensDistortion[1],
0.0,
0.0,
depthToColorTransform,
this.kinectSensor.DepthFrameSource.FrameDescription.Width,
this.kinectSensor.DepthFrameSource.FrameDescription.Height,
depthCameraMatrix,
kinectInternalCalibration.depthLensDistortion[0],
kinectInternalCalibration.depthLensDistortion[1],
0.0,
0.0);
/* Warning about comments being preceded by blank line */
#pragma warning disable SA1515
// KinectCalibrationOld's original ToColorSpace() method flips the Y axis (height-Y). To account
// for this we adjust our Transform.
// Matrix<double> flipY = Matrix<double>.Build.DenseIdentity(3, 3);
// flipY[1, 1] = -1.0;
// flipY[1, 2] = this.kinectSensor.ColorFrameSource.FrameDescription.Height;
// this.kinectCalibration.ColorIntrinsics.Transform = flipY * this.kinectCalibration.ColorIntrinsics.Transform;
#pragma warning restore SA1515
this.Calibration.Post(this.kinectCalibration, this.pipeline.GetCurrentTime());
this.calibrationPosted = true;
}
}
}
static double CalibrateColorCamera(List <Matrix> worldPoints, List <System.Drawing.PointF> imagePoints, Matrix cameraMatrix, Matrix distCoeffs, Matrix rotation, Matrix translation, bool silent)
{
int nPoints = worldPoints.Count;
{
Matrix R, t;
DLT(cameraMatrix, distCoeffs, worldPoints, imagePoints, out R, out t);
var r = Orientation.RotationVector(R);
rotation.Copy(r);
translation.Copy(t);
}
// pack parameters into vector
// parameters: fx, fy, cx, cy, k1, k2, + 3 for rotation, 3 translation = 12
int nParameters = 12;
var parameters = new Matrix(nParameters, 1);
{
int pi = 0;
parameters[pi++] = cameraMatrix[0, 0]; // fx
parameters[pi++] = cameraMatrix[1, 1]; // fy
parameters[pi++] = cameraMatrix[0, 2]; // cx
parameters[pi++] = cameraMatrix[1, 2]; // cy
parameters[pi++] = distCoeffs[0]; // k1
parameters[pi++] = distCoeffs[1]; // k2
parameters[pi++] = rotation[0];
parameters[pi++] = rotation[1];
parameters[pi++] = rotation[2];
parameters[pi++] = translation[0];
parameters[pi++] = translation[1];
parameters[pi++] = translation[2];
}
// size of our error vector
int nValues = nPoints * 2; // each component (x,y) is a separate entry
LevenbergMarquardt.Function function = delegate(Matrix p)
{
var fvec = new Matrix(nValues, 1);
// unpack parameters
int pi = 0;
double fx = p[pi++];
double fy = p[pi++];
double cx = p[pi++];
double cy = p[pi++];
double k1 = p[pi++];
double k2 = p[pi++];
var K = Matrix.Identity(3, 3);
K[0, 0] = fx;
K[1, 1] = fy;
K[0, 2] = cx;
K[1, 2] = cy;
var d = Matrix.Zero(5, 1);
d[0] = k1;
d[1] = k2;
var r = new Matrix(3, 1);
r[0] = p[pi++];
r[1] = p[pi++];
r[2] = p[pi++];
var t = new Matrix(3, 1);
t[0] = p[pi++];
t[1] = p[pi++];
t[2] = p[pi++];
var R = Orientation.Rodrigues(r);
var x = new Matrix(3, 1);
int fveci = 0;
for (int i = 0; i < worldPoints.Count; i++)
{
// transform world point to local camera coordinates
x.Mult(R, worldPoints[i]);
x.Add(t);
// fvec_i = y_i - f(x_i)
double u, v;
KinectInternalCalibration.Project(K, d, x[0], x[1], x[2], out u, out v);
var imagePoint = imagePoints[i];
fvec[fveci++] = imagePoint.X - u;
fvec[fveci++] = imagePoint.Y - v;
}
return(fvec);
};
// optimize
var calibrate = new LevenbergMarquardt(function);
while (calibrate.State == LevenbergMarquardt.States.Running)
{
var rmsError = calibrate.MinimizeOneStep(parameters);
if (!silent)
{
Console.WriteLine("rms error = " + rmsError);
}
}
if (!silent)
{
for (int i = 0; i < nParameters; i++)
{
Console.WriteLine(parameters[i] + "\t");
}
Console.WriteLine();
}
// unpack parameters
{
int pi = 0;
double fx = parameters[pi++];
double fy = parameters[pi++];
double cx = parameters[pi++];
double cy = parameters[pi++];
double k1 = parameters[pi++];
double k2 = parameters[pi++];
cameraMatrix[0, 0] = fx;
cameraMatrix[1, 1] = fy;
cameraMatrix[0, 2] = cx;
cameraMatrix[1, 2] = cy;
distCoeffs[0] = k1;
distCoeffs[1] = k2;
rotation[0] = parameters[pi++];
rotation[1] = parameters[pi++];
rotation[2] = parameters[pi++];
translation[0] = parameters[pi++];
translation[1] = parameters[pi++];
translation[2] = parameters[pi++];
}
return(calibrate.RMSError);
}