#include <vpCalibration.h>

Public Types
enum	vpCalibrationMethodType { CALIB_LAGRANGE , CALIB_VIRTUAL_VS , CALIB_VIRTUAL_VS_DIST , CALIB_LAGRANGE_VIRTUAL_VS , CALIB_LAGRANGE_VIRTUAL_VS_DIST }

Public Member Functions
	vpCalibration ()
	vpCalibration (const vpCalibration &c)
virtual	~vpCalibration ()
int	addPoint (double X, double Y, double Z, vpImagePoint &ip)
vpCalibration &	operator= (const vpCalibration &twinCalibration)
int	clearPoint ()
int	computeCalibration (vpCalibrationMethodType method, vpHomogeneousMatrix &cMo_est, vpCameraParameters &cam_est, bool verbose=false)
void	computeStdDeviation (double &deviation, double &deviation_dist)
double	computeStdDeviation (const vpHomogeneousMatrix &cMo_est, const vpCameraParameters &camera)
double	computeStdDeviation_dist (const vpHomogeneousMatrix &cMo_est, const vpCameraParameters &camera)
int	displayData (vpImage< unsigned char > &I, vpColor color=vpColor::red, unsigned int thickness=1, int subsampling_factor=1)
int	displayGrid (vpImage< unsigned char > &I, vpColor color=vpColor::yellow, unsigned int thickness=1, int subsampling_factor=1)
double	getResidual (void) const
double	getResidual_dist (void) const
unsigned int	get_npt () const
int	init ()
int	readData (const std::string &filename)
void	setAspectRatio (double aspect_ratio)
int	writeData (const std::string &filename)

Static Public Member Functions
static int	computeCalibrationMulti (vpCalibrationMethodType method, std::vector< vpCalibration > &table_cal, vpCameraParameters &cam_est, double &globalReprojectionError, bool verbose=false)
static double	getLambda ()
static int	readGrid (const std::string &filename, unsigned int &n, std::list< double > &oX, std::list< double > &oY, std::list< double > &oZ, bool verbose=false)
static void	setLambda (const double &lambda)

Public Attributes
vpHomogeneousMatrix	cMo
vpHomogeneousMatrix	cMo_dist
vpCameraParameters	cam
vpCameraParameters	cam_dist
vpHomogeneousMatrix	rMe
vpHomogeneousMatrix	eMc
vpHomogeneousMatrix	eMc_dist
double	m_aspect_ratio

Detailed Description

Tools for perspective camera intrinsic parameters calibration.

See Tutorial: Camera intrinsic calibration for more details.

Examples: visp-calibrate-camera.cpp.

Definition at line 63 of file vpCalibration.h.

Member Enumeration Documentation

◆ vpCalibrationMethodType

enum vpCalibration::vpCalibrationMethodType

Minimization algorithm use to estimate the camera parameters.

Enumerator
CALIB_LAGRANGE	Lagrange approach without estimation of the distortion.
CALIB_VIRTUAL_VS	Virtual visual servoing approach without estimation of the distortion (results are similar to Lowe approach).
CALIB_VIRTUAL_VS_DIST	Virtual visual servoing approach with estimation of the distortion.
CALIB_LAGRANGE_VIRTUAL_VS	Lagrange approach first, than virtual visual servoing approach, without estimation of the distortion.
CALIB_LAGRANGE_VIRTUAL_VS_DIST	Lagrange approach first, than virtual visual servoing approach, with estimation of the distortion.

Definition at line 69 of file vpCalibration.h.

Constructor & Destructor Documentation

◆ vpCalibration() [1/2]

vpCalibration::vpCalibration ( )

Default constructor.

Definition at line 64 of file vpCalibration.cpp.

References cam, cam_dist, cMo, cMo_dist, eMc, eMc_dist, init(), m_aspect_ratio, and rMe.

Referenced by operator=(), and vpCalibration().

◆ vpCalibration() [2/2]

vpCalibration::vpCalibration ( const vpCalibration & c )

Copy constructor.

Definition at line 72 of file vpCalibration.cpp.

References cam, cam_dist, cMo, cMo_dist, eMc, eMc_dist, m_aspect_ratio, rMe, and vpCalibration().

◆ ~vpCalibration()

vpCalibration::~vpCalibration ( )

virtual

Destructor : delete the array of point (freed the memory)

Definition at line 79 of file vpCalibration.cpp.

References clearPoint().

Member Function Documentation

◆ addPoint()

int vpCalibration::addPoint	(	double	X,
		double	Y,
		double	Z,
		vpImagePoint &	ip )

Add a new point in the array of points.

Parameters

X	: 3D coordinate of a point in the object frame.
Y	: 3D coordinate of a point in the object frame.
Z	: 3D coordinate of a point in the object frame.
ip	: 2D Coordinates of the point in the camera frame.

Examples: visp-calibrate-camera.cpp.

Definition at line 118 of file vpCalibration.cpp.

Referenced by readData().

◆ clearPoint()

int vpCalibration::clearPoint ( )

Suppress all the point in the array of point.

Definition at line 107 of file vpCalibration.cpp.

Referenced by readData(), and ~vpCalibration().

◆ computeCalibration()

int vpCalibration::computeCalibration	(	vpCalibrationMethodType	method,
		vpHomogeneousMatrix &	cMo_est,
		vpCameraParameters &	cam_est,
		bool	verbose = false )

Compute the calibration according to the desired method using one pose.

Parameters

method	: Method that will be used to estimate the parameters.
cMo_est	: estimated homogeneous matrix that defines the pose.
cam_est	: estimated intrinsic camera parameters.
verbose	: set at true if information about the residual at each loop of the algorithm is hoped.

Returns: EXIT_SUCCESS if the calibration succeed, EXIT_FAILURE otherwise.

Examples: visp-calibrate-camera.cpp.

Definition at line 277 of file vpCalibration.cpp.

References CALIB_LAGRANGE, CALIB_LAGRANGE_VIRTUAL_VS, CALIB_LAGRANGE_VIRTUAL_VS_DIST, CALIB_VIRTUAL_VS, CALIB_VIRTUAL_VS_DIST, cam, cam_dist, cMo, cMo_dist, vpCameraParameters::get_px(), vpCameraParameters::get_py(), vpCameraParameters::get_u0(), vpCameraParameters::get_v0(), and vpCameraParameters::printParameters().

◆ computeCalibrationMulti()

int vpCalibration::computeCalibrationMulti	(	vpCalibrationMethodType	method,
		std::vector< vpCalibration > &	table_cal,
		vpCameraParameters &	cam_est,
		double &	globalReprojectionError,
		bool	verbose = false )

static

Compute the multi-images calibration according to the desired method using many poses.

Parameters

method	: Method used to estimate the camera parameters.
table_cal	: Vector of vpCalibration.
cam_est	: Estimated intrinsic camera parameters.
globalReprojectionError	: Global reprojection error or global residual.
verbose	: Set at true if information about the residual at each loop of the algorithm is hoped.

Returns: EXIT_SUCCESS if the calibration succeed, EXIT_FAILURE otherwise.

Examples: visp-calibrate-camera.cpp.

Definition at line 362 of file vpCalibration.cpp.

References CALIB_LAGRANGE, CALIB_LAGRANGE_VIRTUAL_VS, CALIB_LAGRANGE_VIRTUAL_VS_DIST, CALIB_VIRTUAL_VS, CALIB_VIRTUAL_VS_DIST, cMo, get_npt(), vpCameraParameters::get_px(), vpCameraParameters::get_py(), vpCameraParameters::get_u0(), vpCameraParameters::get_v0(), m_aspect_ratio, and vpCameraParameters::printParameters().

◆ computeStdDeviation() [1/2]

double vpCalibration::computeStdDeviation	(	const vpHomogeneousMatrix &	cMo_est,
		const vpCameraParameters &	camera )

Compute and return the standard deviation expressed in pixel for pose matrix and camera intrinsic parameters for model without distortion.

Parameters

cMo_est	: the matrix that defines the pose to be tested.
camera	: camera intrinsic parameters to be tested.

Returns: the standard deviation by point of the error in pixel .

Definition at line 168 of file vpCalibration.cpp.

References vpCameraParameters::get_px(), vpCameraParameters::get_py(), vpImagePoint::get_u(), vpCameraParameters::get_u0(), vpImagePoint::get_v(), vpCameraParameters::get_v0(), and vpMath::sqr().

◆ computeStdDeviation() [2/2]

void vpCalibration::computeStdDeviation	(	double &	deviation,
		double &	deviation_dist )

Compute and return the standard deviation expressed in pixel for pose matrix and camera intrinsic parameters.

Parameters

deviation	: the standard deviation computed for the model without distortion.
deviation_dist	: the standard deviation computed for the model with distortion.

Definition at line 271 of file vpCalibration.cpp.

References cam, cam_dist, cMo, cMo_dist, computeStdDeviation(), and computeStdDeviation_dist().

Referenced by computeStdDeviation().

◆ computeStdDeviation_dist()

double vpCalibration::computeStdDeviation_dist	(	const vpHomogeneousMatrix &	cMo_est,
		const vpCameraParameters &	camera )

Compute and return the standard deviation expressed in pixel for pose matrix and camera intrinsic parameters with pixel to meter model.

Parameters

cMo_est	: the matrix that defines the pose to be tested.
camera	: camera intrinsic parameters to be tested.

Returns: the standard deviation by point of the error in pixel .

Definition at line 212 of file vpCalibration.cpp.

References vpCameraParameters::get_kdu(), vpCameraParameters::get_kud(), vpCameraParameters::get_px(), vpCameraParameters::get_py(), vpImagePoint::get_u(), vpCameraParameters::get_u0(), vpImagePoint::get_v(), vpCameraParameters::get_v0(), and vpMath::sqr().

Referenced by computeStdDeviation().

◆ displayData()

int vpCalibration::displayData	(	vpImage< unsigned char > &	I,
		vpColor	color = vpColor::red,
		unsigned int	thickness = 1,
		int	subsampling_factor = 1 )

Display the data of the calibration (center of the tracked dots).

Parameters

I	: Image where to display data.
color	: Color of the data.
thickness	: Thickness of the displayed data.
subsampling_factor	: Subsampling factor. Default value is 1. Admissible values are multiple of 2. Divide by this parameter the coordinates of the data points resulting from image processing.

Definition at line 567 of file vpCalibration.cpp.

References vpDisplay::displayCross(), vpImagePoint::get_u(), vpImagePoint::get_v(), vpImagePoint::set_u(), and vpImagePoint::set_v().

◆ displayGrid()

int vpCalibration::displayGrid	(	vpImage< unsigned char > &	I,
		vpColor	color = vpColor::yellow,
		unsigned int	thickness = 1,
		int	subsampling_factor = 1 )

Display estimated centers of dots using intrinsic camera parameters with model with distortion and the computed pose.

Parameters

I	: Image where to display grid data.
color	: Color of the data.
thickness	: Thickness of the displayed data.
subsampling_factor	: Subsampling factor. Default value is 1. Admissible values are multiple of 2. Divide by this parameter the values of the camera parameters.

Definition at line 581 of file vpCalibration.cpp.

References cam_dist, cMo_dist, vpDisplay::displayCross(), vpImagePoint::set_u(), and vpMath::sqr().

◆ get_npt()

unsigned int vpCalibration::get_npt ( ) const

inline

Get the number of points.

Definition at line 262 of file vpCalibration.h.

Referenced by computeCalibrationMulti().

◆ getLambda()

double vpCalibration::getLambda ( )

inlinestatic

Get the gain of the virtual visual servoing algorithm.

Definition at line 247 of file vpCalibration.h.

◆ getResidual()

double vpCalibration::getResidual ( void ) const

inline

Get the residual in pixels.

Examples: visp-calibrate-camera.cpp.

Definition at line 252 of file vpCalibration.h.

◆ getResidual_dist()

double vpCalibration::getResidual_dist ( void ) const

inline

Get the residual for perspective projection with distortion (in pixels).

Definition at line 257 of file vpCalibration.h.

◆ init()

int vpCalibration::init ( )

Basic initialisation (called by the constructors).

Definition at line 50 of file vpCalibration.cpp.

Referenced by vpCalibration().

◆ operator=()

vpCalibration & vpCalibration::operator= ( const vpCalibration & twinCalibration )

Copy operator.

Parameters

twinCalibration : Object to be copied.

Definition at line 81 of file vpCalibration.cpp.

References cam, cam_dist, cMo, cMo_dist, eMc, eMc_dist, m_aspect_ratio, rMe, and vpCalibration().

◆ readData()

int vpCalibration::readData ( const std::string & filename )

Read data from disk : data are organized as follow oX oY oZ u v

Parameters

filename : Name of the file.

Definition at line 490 of file vpCalibration.cpp.

References addPoint(), vpException::badValue, clearPoint(), vpImagePoint::set_u(), and vpImagePoint::set_v().

◆ readGrid()

int vpCalibration::readGrid	(	const std::string &	filename,
		unsigned int &	n,
		std::list< double > &	oX,
		std::list< double > &	oY,
		std::list< double > &	oZ,
		bool	verbose = false )

static

Read calibration grid coordinates from disk. Data are organized as follow oX oY oZ

Parameters

filename	: Name of the file.
n	: Number of points in the calibration grid.
oX	: List of oX coordinates.
oY	: List of oY coordinates.
oZ	: List of oZ coordinates.
verbose	: Additional printings if true (number of points on the calibration grid and their respective coordinates in the object frame).

Returns: 0 if success, -1 if an error occurs.

Definition at line 522 of file vpCalibration.cpp.

References vpException::badValue.

◆ setAspectRatio()

void vpCalibration::setAspectRatio ( double aspect_ratio )

Set pixel aspect ratio px/py.

Parameters

[in] aspect_ratio : px/py aspect ratio. Value need to be positive. To estimate a model where px=py set 1 as aspect ratio.

Examples: visp-calibrate-camera.cpp.

Definition at line 629 of file vpCalibration.cpp.

References m_aspect_ratio.

◆ setLambda()

void vpCalibration::setLambda ( const double & lambda )

inlinestatic

Set the gain for the virtual visual servoing algorithm.

Examples: visp-calibrate-camera.cpp.

Definition at line 298 of file vpCalibration.h.

◆ writeData()

int vpCalibration::writeData ( const std::string & filename )

Write data into a file.

Data are organized as follow oX oY oZ u v

Parameters

filename : Name of the file.

Definition at line 454 of file vpCalibration.cpp.

References vpImagePoint::get_u(), and vpImagePoint::get_v().

Member Data Documentation

◆ cam

vpCameraParameters vpCalibration::cam

Camera intrinsic parameters for perspective projection model without distortion

Definition at line 98 of file vpCalibration.h.

Referenced by computeCalibration(), computeStdDeviation(), operator=(), vpCalibration(), and vpCalibration().

◆ cam_dist

vpCameraParameters vpCalibration::cam_dist

Camera intrinsic parameters for perspective projection model with distortion

Definition at line 102 of file vpCalibration.h.

Referenced by computeCalibration(), computeStdDeviation(), displayGrid(), operator=(), vpCalibration(), and vpCalibration().

◆ cMo

vpHomogeneousMatrix vpCalibration::cMo

Pose computed using camera parameters without distortion (as a 3x4 matrix [R T])

Definition at line 89 of file vpCalibration.h.

Referenced by computeCalibration(), computeCalibrationMulti(), computeStdDeviation(), operator=(), vpCalibration(), and vpCalibration().

◆ cMo_dist

vpHomogeneousMatrix vpCalibration::cMo_dist

Pose computed using camera parameters with distortion with distortion model (as a 3x4 matrix [R T])

Definition at line 94 of file vpCalibration.h.

Referenced by computeCalibration(), computeStdDeviation(), displayGrid(), operator=(), vpCalibration(), and vpCalibration().

◆ eMc

vpHomogeneousMatrix vpCalibration::eMc

Position of the camera in end-effector frame using camera parameters without distortion

Definition at line 111 of file vpCalibration.h.

Referenced by operator=(), vpCalibration(), and vpCalibration().

◆ eMc_dist

vpHomogeneousMatrix vpCalibration::eMc_dist

Position of the camera in end-effector frame using camera parameters with distortion

Definition at line 115 of file vpCalibration.h.

Referenced by operator=(), vpCalibration(), and vpCalibration().

◆ m_aspect_ratio

double vpCalibration::m_aspect_ratio

Fix aspect ratio (px/py)

Definition at line 120 of file vpCalibration.h.

Referenced by computeCalibrationMulti(), operator=(), setAspectRatio(), vpCalibration(), and vpCalibration().

◆ rMe

vpHomogeneousMatrix vpCalibration::rMe

Position of the effector in relation to the reference coordinates (manipulator base coordinates)

Definition at line 107 of file vpCalibration.h.

Referenced by operator=(), vpCalibration(), and vpCalibration().

Public Types

Public Member Functions

Static Public Member Functions

Public Attributes

Detailed Description

Member Enumeration Documentation

◆ vpCalibrationMethodType

Constructor & Destructor Documentation

◆ vpCalibration() [1/2]

◆ vpCalibration() [2/2]

◆ ~vpCalibration()

Member Function Documentation

◆ addPoint()

◆ clearPoint()

◆ computeCalibration()

◆ computeCalibrationMulti()

◆ computeStdDeviation() [1/2]

◆ computeStdDeviation() [2/2]

◆ computeStdDeviation_dist()

◆ displayData()

◆ displayGrid()

◆ get_npt()

◆ getLambda()

◆ getResidual()

◆ getResidual_dist()

◆ init()

◆ operator=()

◆ readData()

◆ readGrid()

◆ setAspectRatio()

◆ setLambda()

◆ writeData()

Member Data Documentation

◆ cam

◆ cam_dist

◆ cMo

◆ cMo_dist

◆ eMc

◆ eMc_dist

◆ m_aspect_ratio

◆ rMe