Visual Servoing Platform  version 3.6.1 under development (2024-11-15)
vpCalibration.cpp
1 /*
2  * ViSP, open source Visual Servoing Platform software.
3  * Copyright (C) 2005 - 2023 by Inria. All rights reserved.
4  *
5  * This software is free software; you can redistribute it and/or modify
6  * it under the terms of the GNU General Public License as published by
7  * the Free Software Foundation; either version 2 of the License, or
8  * (at your option) any later version.
9  * See the file LICENSE.txt at the root directory of this source
10  * distribution for additional information about the GNU GPL.
11  *
12  * For using ViSP with software that can not be combined with the GNU
13  * GPL, please contact Inria about acquiring a ViSP Professional
14  * Edition License.
15  *
16  * See https://visp.inria.fr for more information.
17  *
18  * This software was developed at:
19  * Inria Rennes - Bretagne Atlantique
20  * Campus Universitaire de Beaulieu
21  * 35042 Rennes Cedex
22  * France
23  *
24  * If you have questions regarding the use of this file, please contact
25  * Inria at visp@inria.fr
26  *
27  * This file is provided AS IS with NO WARRANTY OF ANY KIND, INCLUDING THE
28  * WARRANTY OF DESIGN, MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE.
29  *
30  * Description:
31  * Camera calibration.
32  */
33 
39 #include <visp3/core/vpDebug.h>
40 #include <visp3/core/vpPixelMeterConversion.h>
41 #include <visp3/vision/vpCalibration.h>
42 #include <visp3/vision/vpPose.h>
43 
44 BEGIN_VISP_NAMESPACE
45 
46 double vpCalibration::m_threshold = 1e-10f;
47 unsigned int vpCalibration::m_nbIterMax = 4000;
48 double vpCalibration::m_gain = 0.25;
49 
51 {
52  m_npt = 0;
53 
54  m_residual = m_residual_dist = 1000.;
55 
56  m_LoX.clear();
57  m_LoY.clear();
58  m_LoZ.clear();
59  m_Lip.clear();
60 
61  return 0;
62 }
63 
65  : cMo(), cMo_dist(), cam(), cam_dist(), rMe(), eMc(), eMc_dist(), m_aspect_ratio(-1), m_npt(0),
66  m_LoX(), m_LoY(), m_LoZ(), m_Lip(), m_residual(1000.), m_residual_dist(1000.)
67 
68 {
69  init();
70 }
71 
73  : cMo(), cMo_dist(), cam(), cam_dist(), rMe(), eMc(), eMc_dist(), m_aspect_ratio(-1), m_npt(0),
74  m_LoX(), m_LoY(), m_LoZ(), m_Lip(), m_residual(1000.), m_residual_dist(1000.)
75 {
76  (*this) = c;
77 }
78 
80 
82 {
83  m_npt = twinCalibration.m_npt;
84  m_LoX = twinCalibration.m_LoX;
85  m_LoY = twinCalibration.m_LoY;
86  m_LoZ = twinCalibration.m_LoZ;
87  m_Lip = twinCalibration.m_Lip;
88 
89  m_residual = twinCalibration.m_residual;
90  cMo = twinCalibration.cMo;
91  m_residual_dist = twinCalibration.m_residual_dist;
92  cMo_dist = twinCalibration.cMo_dist;
93 
94  cam = twinCalibration.cam;
95  cam_dist = twinCalibration.cam_dist;
96 
97  rMe = twinCalibration.rMe;
98 
99  eMc = twinCalibration.eMc;
100  eMc_dist = twinCalibration.eMc_dist;
101 
102  m_aspect_ratio = twinCalibration.m_aspect_ratio;
103 
104  return (*this);
105 }
106 
108 {
109  m_LoX.clear();
110  m_LoY.clear();
111  m_LoZ.clear();
112  m_Lip.clear();
113  m_npt = 0;
114 
115  return 0;
116 }
117 
118 int vpCalibration::addPoint(double X, double Y, double Z, vpImagePoint &ip)
119 {
120  m_LoX.push_back(X);
121  m_LoY.push_back(Y);
122  m_LoZ.push_back(Z);
123 
124  m_Lip.push_back(ip);
125 
126  m_npt++;
127 
128  return 0;
129 }
130 
136 void vpCalibration::computePose(const vpCameraParameters &camera, vpHomogeneousMatrix &cMo_est)
137 {
138  // The vpPose class mainly contents a list of vpPoint (that is (X,Y,Z, x, y)
139  // )
140  vpPose pose;
141  // the list of point is cleared (if that's not done before)
142  pose.clearPoint();
143  // we set the 3D points coordinates (in meter !) in the object/world frame
144  std::list<double>::const_iterator it_LoX = m_LoX.begin();
145  std::list<double>::const_iterator it_LoY = m_LoY.begin();
146  std::list<double>::const_iterator it_LoZ = m_LoZ.begin();
147  std::list<vpImagePoint>::const_iterator it_Lip = m_Lip.begin();
148 
149  for (unsigned int i = 0; i < m_npt; i++) {
150  vpPoint P(*it_LoX, *it_LoY, *it_LoZ);
151  double x = 0, y = 0;
152  vpPixelMeterConversion::convertPoint(camera, *it_Lip, x, y);
153  P.set_x(x);
154  P.set_y(y);
155 
156  pose.addPoint(P);
157  ++it_LoX;
158  ++it_LoY;
159  ++it_LoZ;
160  ++it_Lip;
161  }
162 
163  // the pose is now refined using the virtual visual servoing approach
164  // Warning: cMo needs to be initialized otherwise it may diverge
166 }
167 
169 {
170  m_residual = 0;
171 
172  std::list<double>::const_iterator it_LoX = m_LoX.begin();
173  std::list<double>::const_iterator it_LoY = m_LoY.begin();
174  std::list<double>::const_iterator it_LoZ = m_LoZ.begin();
175  std::list<vpImagePoint>::const_iterator it_Lip = m_Lip.begin();
176 
177  double u0 = camera.get_u0();
178  double v0 = camera.get_v0();
179  double px = camera.get_px();
180  double py = camera.get_py();
181  vpImagePoint ip;
182 
183  for (unsigned int i = 0; i < m_npt; i++) {
184  double oX = *it_LoX;
185  double oY = *it_LoY;
186  double oZ = *it_LoZ;
187 
188  double cX = oX * cMo_est[0][0] + oY * cMo_est[0][1] + oZ * cMo_est[0][2] + cMo_est[0][3];
189  double cY = oX * cMo_est[1][0] + oY * cMo_est[1][1] + oZ * cMo_est[1][2] + cMo_est[1][3];
190  double cZ = oX * cMo_est[2][0] + oY * cMo_est[2][1] + oZ * cMo_est[2][2] + cMo_est[2][3];
191 
192  double x = cX / cZ;
193  double y = cY / cZ;
194 
195  ip = *it_Lip;
196  double u = ip.get_u();
197  double v = ip.get_v();
198 
199  double xp = u0 + x * px;
200  double yp = v0 + y * py;
201 
202  m_residual += (vpMath::sqr(xp - u) + vpMath::sqr(yp - v));
203 
204  ++it_LoX;
205  ++it_LoY;
206  ++it_LoZ;
207  ++it_Lip;
208  }
209  return sqrt(m_residual / m_npt);
210 }
211 
213 {
214  m_residual_dist = 0;
215 
216  std::list<double>::const_iterator it_LoX = m_LoX.begin();
217  std::list<double>::const_iterator it_LoY = m_LoY.begin();
218  std::list<double>::const_iterator it_LoZ = m_LoZ.begin();
219  std::list<vpImagePoint>::const_iterator it_Lip = m_Lip.begin();
220 
221  double u0 = camera.get_u0();
222  double v0 = camera.get_v0();
223  double px = camera.get_px();
224  double py = camera.get_py();
225  double kud = camera.get_kud();
226  double kdu = camera.get_kdu();
227 
228  double inv_px = 1 / px;
229  double inv_py = 1 / px;
230  vpImagePoint ip;
231 
232  for (unsigned int i = 0; i < m_npt; i++) {
233  double oX = *it_LoX;
234  double oY = *it_LoY;
235  double oZ = *it_LoZ;
236 
237  double cX = oX * cMo_est[0][0] + oY * cMo_est[0][1] + oZ * cMo_est[0][2] + cMo_est[0][3];
238  double cY = oX * cMo_est[1][0] + oY * cMo_est[1][1] + oZ * cMo_est[1][2] + cMo_est[1][3];
239  double cZ = oX * cMo_est[2][0] + oY * cMo_est[2][1] + oZ * cMo_est[2][2] + cMo_est[2][3];
240 
241  double x = cX / cZ;
242  double y = cY / cZ;
243 
244  ip = *it_Lip;
245  double u = ip.get_u();
246  double v = ip.get_v();
247 
248  double r2ud = 1 + kud * (vpMath::sqr(x) + vpMath::sqr(y));
249 
250  double xp = u0 + x * px * r2ud;
251  double yp = v0 + y * py * r2ud;
252 
253  m_residual_dist += (vpMath::sqr(xp - u) + vpMath::sqr(yp - v));
254 
255  double r2du = (vpMath::sqr((u - u0) * inv_px) + vpMath::sqr((v - v0) * inv_py));
256 
257  xp = u0 + x * px - kdu * (u - u0) * r2du;
258  yp = v0 + y * py - kdu * (v - v0) * r2du;
259 
260  m_residual_dist += (vpMath::sqr(xp - u) + vpMath::sqr(yp - v));
261  ++it_LoX;
262  ++it_LoY;
263  ++it_LoZ;
264  ++it_Lip;
265  }
266  m_residual_dist /= 2;
267 
268  return sqrt(m_residual_dist / m_npt);
269 }
270 
271 void vpCalibration::computeStdDeviation(double &deviation, double &deviation_dist)
272 {
273  deviation = computeStdDeviation(cMo, cam);
274  deviation_dist = computeStdDeviation_dist(cMo_dist, cam_dist);
275 }
276 
278  vpCameraParameters &cam_est, bool verbose)
279 {
280  try {
281  computePose(cam_est, cMo_est);
282  switch (method) {
283  case CALIB_LAGRANGE:
285  calibLagrange(cam_est, cMo_est);
286  } break;
287  case CALIB_VIRTUAL_VS:
290  default:
291  break;
292  }
293 
294  switch (method) {
295  case CALIB_VIRTUAL_VS:
299  if (verbose) {
300  std::cout << "start calibration without distortion" << std::endl;
301  }
302  calibVVS(cam_est, cMo_est, verbose);
303  } break;
304  case CALIB_LAGRANGE:
305  default:
306  break;
307  }
308  this->cMo = cMo_est;
309  this->cMo_dist = cMo_est;
310 
311  // Print camera parameters
312  if (verbose) {
313  // std::cout << "Camera parameters without distortion :" <<
314  // std::endl;
315  cam_est.printParameters();
316  }
317 
318  this->cam = cam_est;
319 
320  switch (method) {
323  if (verbose) {
324  std::cout << "start calibration with distortion" << std::endl;
325  }
326  calibVVSWithDistortion(cam_est, cMo_est, verbose);
327  } break;
328  case CALIB_LAGRANGE:
329  case CALIB_VIRTUAL_VS:
331  default:
332  break;
333  }
334  // Print camera parameters
335  if (verbose) {
336  // std::cout << "Camera parameters without distortion :" <<
337  // std::endl;
338  this->cam.printParameters();
339  // std::cout << "Camera parameters with distortion :" <<
340  // std::endl;
341  cam_est.printParameters();
342  }
343 
344  this->cam_dist = cam_est;
345 
346  this->cMo_dist = cMo_est;
347 
348  if (cam_est.get_px() < 0 || cam_est.get_py() < 0 || cam_est.get_u0() < 0 || cam_est.get_v0() < 0) {
349  if (verbose) {
350  std::cout << "Unable to calibrate the camera. Estimated parameters are negative." << std::endl;
351  }
352  return EXIT_FAILURE;
353  }
354 
355  return EXIT_SUCCESS;
356  }
357  catch (...) {
358  throw;
359  }
360 }
361 
362 int vpCalibration::computeCalibrationMulti(vpCalibrationMethodType method, std::vector<vpCalibration> &table_cal,
363  vpCameraParameters &cam_est, double &globalReprojectionError, bool verbose)
364 {
365  try {
366  unsigned int nbPose = (unsigned int)table_cal.size();
367  for (unsigned int i = 0; i < nbPose; i++) {
368  if (table_cal[i].get_npt() > 3)
369  table_cal[i].computePose(cam_est, table_cal[i].cMo);
370  }
371  switch (method) {
372  case CALIB_LAGRANGE: {
373  if (nbPose > 1) {
374  std::cout << "this calibration method is not available in" << std::endl
375  << "vpCalibration::computeCalibrationMulti()" << std::endl;
376  return -1;
377  }
378  else {
379  table_cal[0].calibLagrange(cam_est, table_cal[0].cMo);
380  table_cal[0].cam = cam_est;
381  table_cal[0].cam_dist = cam_est;
382  table_cal[0].cMo_dist = table_cal[0].cMo;
383  }
384  break;
385  }
388  if (nbPose > 1) {
389  std::cout << "this calibration method is not available in" << std::endl
390  << "vpCalibration::computeCalibrationMulti()" << std::endl
391  << "with several images." << std::endl;
392  return -1;
393  }
394  else {
395  table_cal[0].calibLagrange(cam_est, table_cal[0].cMo);
396  table_cal[0].cam = cam_est;
397  table_cal[0].cam_dist = cam_est;
398  table_cal[0].cMo_dist = table_cal[0].cMo;
399  }
400  calibVVSMulti(table_cal, cam_est, globalReprojectionError, verbose, table_cal[0].m_aspect_ratio);
401  break;
402  }
403  case CALIB_VIRTUAL_VS:
404  case CALIB_VIRTUAL_VS_DIST: {
405  calibVVSMulti(table_cal, cam_est, globalReprojectionError, verbose, table_cal[0].m_aspect_ratio);
406  break;
407  }
408  }
409  // Print camera parameters
410  if (verbose) {
411  // std::cout << "Camera parameters without distortion :" <<
412  // std::endl;
413  cam_est.printParameters();
414  }
415 
416  switch (method) {
417  case CALIB_LAGRANGE:
419  case CALIB_VIRTUAL_VS:
420  verbose = false;
421  break;
423  case CALIB_VIRTUAL_VS_DIST: {
424  if (verbose)
425  std::cout << "Compute camera parameters with distortion" << std::endl;
426 
427  calibVVSWithDistortionMulti(table_cal, cam_est, globalReprojectionError, verbose, table_cal[0].m_aspect_ratio);
428  } break;
429  }
430  // Print camera parameters
431  if (verbose) {
432  // std::cout << "Camera parameters without distortion :" <<
433  // std::endl;
434  table_cal[0].cam.printParameters();
435  // std::cout << "Camera parameters with distortion:" << std::endl;
436  cam_est.printParameters();
437  std::cout << std::endl;
438  }
439 
440  if (cam_est.get_px() < 0 || cam_est.get_py() < 0 || cam_est.get_u0() < 0 || cam_est.get_v0() < 0) {
441  if (verbose) {
442  std::cout << "Unable to calibrate the camera. Estimated parameters are negative." << std::endl;
443  }
444  return EXIT_FAILURE;
445  }
446 
447  return EXIT_SUCCESS;
448  }
449  catch (...) {
450  throw;
451  }
452 }
453 
454 int vpCalibration::writeData(const std::string &filename)
455 {
456  std::ofstream f(filename.c_str());
457  vpImagePoint ip;
458 
459  std::list<double>::const_iterator it_LoX = m_LoX.begin();
460  std::list<double>::const_iterator it_LoY = m_LoY.begin();
461  std::list<double>::const_iterator it_LoZ = m_LoZ.begin();
462  std::list<vpImagePoint>::const_iterator it_Lip = m_Lip.begin();
463 
464  f.precision(10);
465  f.setf(std::ios::fixed, std::ios::floatfield);
466  f << m_LoX.size() << std::endl;
467 
468  for (unsigned int i = 0; i < m_LoX.size(); ++i) {
469 
470  double oX = *it_LoX;
471  double oY = *it_LoY;
472  double oZ = *it_LoZ;
473 
474  ip = *it_Lip;
475  double u = ip.get_u();
476  double v = ip.get_v();
477 
478  f << oX << " " << oY << " " << oZ << " " << u << " " << v << std::endl;
479 
480  ++it_LoX;
481  ++it_LoY;
482  ++it_LoZ;
483  ++it_Lip;
484  }
485 
486  f.close();
487  return 0;
488 }
489 
490 int vpCalibration::readData(const std::string &filename)
491 {
492  vpImagePoint ip;
493  std::ifstream f;
494  f.open(filename.c_str());
495  if (!f.fail()) {
496  unsigned int n;
497  f >> n;
498  std::cout << "There are " << n << " point on the calibration grid " << std::endl;
499 
500  clearPoint();
501 
502  if (n > 100000)
503  throw(vpException(vpException::badValue, "Bad number of point in the calibration grid"));
504 
505  for (unsigned int i = 0; i < n; i++) {
506  double x, y, z, u, v;
507  f >> x >> y >> z >> u >> v;
508  std::cout << x << " " << y << " " << z << " " << u << " " << v << std::endl;
509  ip.set_u(u);
510  ip.set_v(v);
511  addPoint(x, y, z, ip);
512  }
513 
514  f.close();
515  return 0;
516  }
517  else {
518  return -1;
519  }
520 }
521 
522 int vpCalibration::readGrid(const std::string &filename, unsigned int &n, std::list<double> &oX, std::list<double> &oY,
523  std::list<double> &oZ, bool verbose)
524 {
525  try {
526  std::ifstream f;
527  f.open(filename.c_str());
528  if (!f.fail()) {
529 
530  f >> n;
531  if (verbose)
532  std::cout << "There are " << n << " points on the calibration grid " << std::endl;
533  int no_pt;
534  double x, y, z;
535 
536  // clear the list
537  oX.clear();
538  oY.clear();
539  oZ.clear();
540 
541  if (n > 100000)
542  throw(vpException(vpException::badValue, "Bad number of point in the calibration grid"));
543 
544  for (unsigned int i = 0; i < n; i++) {
545  f >> no_pt >> x >> y >> z;
546  if (verbose) {
547  std::cout << no_pt << std::endl;
548  std::cout << x << " " << y << " " << z << std::endl;
549  }
550  oX.push_back(x);
551  oY.push_back(y);
552  oZ.push_back(z);
553  }
554 
555  f.close();
556  }
557  else {
558  return -1;
559  }
560  }
561  catch (...) {
562  return -1;
563  }
564  return 0;
565 }
566 
567 int vpCalibration::displayData(vpImage<unsigned char> &I, vpColor color, unsigned int thickness, int subsampling_factor)
568 {
569 
570  for (std::list<vpImagePoint>::const_iterator it = m_Lip.begin(); it != m_Lip.end(); ++it) {
571  vpImagePoint ip = *it;
572  if (subsampling_factor > 1.) {
573  ip.set_u(ip.get_u() / subsampling_factor);
574  ip.set_v(ip.get_v() / subsampling_factor);
575  }
576  vpDisplay::displayCross(I, ip, 12, color, thickness);
577  }
578  return 0;
579 }
580 
581 int vpCalibration::displayGrid(vpImage<unsigned char> &I, vpColor color, unsigned int thickness, int subsampling_factor)
582 {
583  double u0_dist = cam_dist.get_u0() / subsampling_factor;
584  double v0_dist = cam_dist.get_v0() / subsampling_factor;
585  double px_dist = cam_dist.get_px() / subsampling_factor;
586  double py_dist = cam_dist.get_py() / subsampling_factor;
587  double kud_dist = cam_dist.get_kud();
588  // double kdu_dist = cam_dist.get_kdu() ;
589 
590  // double u0 = cam.get_u0() ;
591  // double v0 = cam.get_v0() ;
592  // double px = cam.get_px() ;
593  // double py = cam.get_py() ;
594 
595  std::list<double>::const_iterator it_LoX = m_LoX.begin();
596  std::list<double>::const_iterator it_LoY = m_LoY.begin();
597  std::list<double>::const_iterator it_LoZ = m_LoZ.begin();
598 
599  for (unsigned int i = 0; i < m_npt; i++) {
600  double oX = *it_LoX;
601  double oY = *it_LoY;
602  double oZ = *it_LoZ;
603 
604  double cX = oX * cMo_dist[0][0] + oY * cMo_dist[0][1] + oZ * cMo_dist[0][2] + cMo_dist[0][3];
605  double cY = oX * cMo_dist[1][0] + oY * cMo_dist[1][1] + oZ * cMo_dist[1][2] + cMo_dist[1][3];
606  double cZ = oX * cMo_dist[2][0] + oY * cMo_dist[2][1] + oZ * cMo_dist[2][2] + cMo_dist[2][3];
607 
608  double x = cX / cZ;
609  double y = cY / cZ;
610 
611  double r2 = 1 + kud_dist * (vpMath::sqr(x) + vpMath::sqr(y));
612 
613  vpImagePoint ip;
614  ip.set_u(u0_dist + x * px_dist * r2);
615  ip.set_v(v0_dist + y * py_dist * r2);
616 
617  vpDisplay::displayCross(I, ip, 6, color, thickness);
619 
620  // std::cout << oX << " " << oY << " " <<oZ << std::endl ;
621  // I.getClick() ;
622  ++it_LoX;
623  ++it_LoY;
624  ++it_LoZ;
625  }
626  return 0;
627 }
628 
629 void vpCalibration::setAspectRatio(double aspect_ratio)
630 {
631  if (aspect_ratio > 0.) {
632  m_aspect_ratio = aspect_ratio;
633  }
634 }
635 END_VISP_NAMESPACE
Tools for perspective camera calibration.
Definition: vpCalibration.h:62
void computeStdDeviation(double &deviation, double &deviation_dist)
int displayData(vpImage< unsigned char > &I, vpColor color=vpColor::red, unsigned int thickness=1, int subsampling_factor=1)
unsigned int get_npt() const
double m_aspect_ratio
int computeCalibration(vpCalibrationMethodType method, vpHomogeneousMatrix &cMo_est, vpCameraParameters &cam_est, bool verbose=false)
int addPoint(double X, double Y, double Z, vpImagePoint &ip)
vpHomogeneousMatrix eMc_dist
vpHomogeneousMatrix rMe
int writeData(const std::string &filename)
vpCalibration & operator=(const vpCalibration &twinCalibration)
vpHomogeneousMatrix cMo
Definition: vpCalibration.h:87
double computeStdDeviation_dist(const vpHomogeneousMatrix &cMo_est, const vpCameraParameters &camera)
static int computeCalibrationMulti(vpCalibrationMethodType method, std::vector< vpCalibration > &table_cal, vpCameraParameters &cam_est, double &globalReprojectionError, bool verbose=false)
vpCameraParameters cam_dist
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)
void setAspectRatio(double aspect_ratio)
vpHomogeneousMatrix eMc
vpHomogeneousMatrix cMo_dist
Definition: vpCalibration.h:92
virtual ~vpCalibration()
int displayGrid(vpImage< unsigned char > &I, vpColor color=vpColor::yellow, unsigned int thickness=1, int subsampling_factor=1)
@ CALIB_LAGRANGE_VIRTUAL_VS
Definition: vpCalibration.h:76
@ CALIB_LAGRANGE_VIRTUAL_VS_DIST
Definition: vpCalibration.h:79
int readData(const std::string &filename)
vpCameraParameters cam
Definition: vpCalibration.h:96
Generic class defining intrinsic camera parameters.
double get_kdu() const
double get_kud() const
Class to define RGB colors available for display functionalities.
Definition: vpColor.h:157
static void displayCross(const vpImage< unsigned char > &I, const vpImagePoint &ip, unsigned int size, const vpColor &color, unsigned int thickness=1)
error that can be emitted by ViSP classes.
Definition: vpException.h:60
@ badValue
Used to indicate that a value is not in the allowed range.
Definition: vpException.h:73
Implementation of an homogeneous matrix and operations on such kind of matrices.
Class that defines a 2D point in an image. This class is useful for image processing and stores only ...
Definition: vpImagePoint.h:82
double get_u() const
Definition: vpImagePoint.h:136
void set_u(double u)
Definition: vpImagePoint.h:335
void set_v(double v)
Definition: vpImagePoint.h:346
double get_v() const
Definition: vpImagePoint.h:147
static double sqr(double x)
Definition: vpMath.h:203
static void convertPoint(const vpCameraParameters &cam, const double &u, const double &v, double &x, double &y)
Class that defines a 3D point in the object frame and allows forward projection of a 3D point in the ...
Definition: vpPoint.h:79
Class used for pose computation from N points (pose from point only). Some of the algorithms implemen...
Definition: vpPose.h:77
void addPoint(const vpPoint &P)
Definition: vpPose.cpp:96
@ DEMENTHON_LAGRANGE_VIRTUAL_VS
Definition: vpPose.h:98
bool computePose(vpPoseMethodType method, vpHomogeneousMatrix &cMo, FuncCheckValidityPose func=nullptr)
Definition: vpPose.cpp:385
void clearPoint()
Definition: vpPose.cpp:89