Visual Servoing Platform  version 3.4.0
homographyRansac2DObject.cpp
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30  *
31  * Description:
32  * Example of the Ransac homography estimation algorithm.
33  *
34  * Authors:
35  * Eric Marchand
36  *
37  *****************************************************************************/
38 
55 #include <visp3/core/vpDebug.h>
56 #include <visp3/core/vpMath.h>
57 #include <visp3/core/vpRotationMatrix.h>
58 #include <visp3/core/vpThetaUVector.h>
59 #include <visp3/vision/vpHomography.h>
60 
61 #include <visp3/core/vpDebug.h>
62 #include <visp3/core/vpHomogeneousMatrix.h>
63 #include <visp3/core/vpMath.h>
64 #include <visp3/core/vpPoint.h>
65 
66 #include <stdlib.h>
67 #include <visp3/core/vpRansac.h>
68 #include <visp3/io/vpParseArgv.h>
69 // List of allowed command line options
70 #define GETOPTARGS "h"
71 
72 void usage(const char *name, const char *badparam);
73 bool getOptions(int argc, const char **argv);
74 
83 void usage(const char *name, const char *badparam)
84 {
85  fprintf(stdout, "\n\
86 Test the Ransac homography estimation algorithm.\n\
87 \n\
88 SYNOPSIS\n\
89  %s [-h]\n", name);
90 
91  fprintf(stdout, "\n\
92 OPTIONS: Default\n\
93  -h\n\
94  Print the help.\n");
95 
96  if (badparam) {
97  fprintf(stderr, "ERROR: \n");
98  fprintf(stderr, "\nBad parameter [%s]\n", badparam);
99  }
100 }
111 bool getOptions(int argc, const char **argv)
112 {
113  const char *optarg_;
114  int c;
115  while ((c = vpParseArgv::parse(argc, argv, GETOPTARGS, &optarg_)) > 1) {
116 
117  switch (c) {
118  case 'h':
119  usage(argv[0], NULL);
120  return false;
121  break;
122 
123  default:
124  usage(argv[0], optarg_);
125  return false;
126  break;
127  }
128  }
129 
130  if ((c == 1) || (c == -1)) {
131  // standalone param or error
132  usage(argv[0], NULL);
133  std::cerr << "ERROR: " << std::endl;
134  std::cerr << " Bad argument " << optarg_ << std::endl << std::endl;
135  return false;
136  }
137 
138  return true;
139 }
140 
141 int main(int argc, const char **argv)
142 {
143 #if (defined(VISP_HAVE_LAPACK) || defined(VISP_HAVE_EIGEN3) || defined(VISP_HAVE_OPENCV))
144  try {
145  // Read the command line options
146  if (getOptions(argc, argv) == false) {
147  exit(-1);
148  }
149 
150  double L = 0.1;
151  unsigned int nbpt = 11;
152 
153  std::vector<vpPoint> P(nbpt); // Point to be tracked
154  std::vector<double> xa(nbpt), ya(nbpt), xb(nbpt), yb(nbpt);
155 
156  P[0].setWorldCoordinates(-L, -L, 0); // inlier
157  P[1].setWorldCoordinates(2 * L, -L, 0); // inlier
158  P[2].setWorldCoordinates(L, L, 0); // inlier
159  P[3].setWorldCoordinates(-L, 3 * L, 0); // inlier
160  P[4].setWorldCoordinates(0, 0, L);
161  P[5].setWorldCoordinates(L, -2 * L, L);
162  P[6].setWorldCoordinates(L, -4 * L, 2 * L);
163  P[7].setWorldCoordinates(-2 * L, -L, -3 * L);
164  P[8].setWorldCoordinates(-5 * L, -5 * L, 0); // inlier
165  P[9].setWorldCoordinates(-2 * L, +3 * L, 4 * L);
166  P[10].setWorldCoordinates(-2 * L, -0.5 * L, 0); // inlier
167 
168  std::vector<bool> inliers_ground_truth(nbpt, false);
169  inliers_ground_truth[0] = true;
170  inliers_ground_truth[1] = true;
171  inliers_ground_truth[2] = true;
172  inliers_ground_truth[3] = true;
173  inliers_ground_truth[8] = true;
174  inliers_ground_truth[10] = true;
175 
176  vpHomogeneousMatrix bMo(0, 0, 1, 0, 0, 0);
177  vpHomogeneousMatrix aMb(0.1, 0.1, 0.1, vpMath::rad(10), 0, vpMath::rad(40));
178  vpHomogeneousMatrix aMo = aMb * bMo;
179  for (unsigned int i = 0; i < nbpt; i++) {
180  P[i].project(aMo);
181  xa[i] = P[i].get_x();
182  ya[i] = P[i].get_y();
183  }
184 
185  for (unsigned int i = 0; i < nbpt; i++) {
186  P[i].project(bMo);
187  xb[i] = P[i].get_x();
188  yb[i] = P[i].get_y();
189  }
190  std::cout << "-------------------------------" << std::endl;
191 
192  vpRotationMatrix aRb;
194  vpColVector n;
195  std::cout << "Compare with built homography H = R + t/d n " << std::endl;
196  vpPlane bp(0, 0, 1, 1);
197  vpHomography aHb_built(aMb, bp);
198  std::cout << "aHb built from the displacement: \n" << aHb_built / aHb_built[2][2] << std::endl;
199 
200  aHb_built.computeDisplacement(aRb, aTb, n);
201  std::cout << "Rotation aRb: " << std::endl;
202  std::cout << aRb << std::endl;
203  std::cout << "Translation: aTb" << std::endl;
204  std::cout << (aTb).t() << std::endl;
205  std::cout << "Normal to the plane: n" << std::endl;
206  std::cout << (n).t() << std::endl;
207 
208  std::cout << "-------------------------------" << std::endl;
209  vpHomography aHb;
210  std::vector<bool> inliers;
211  double residual;
212  // Suppose px=1000. Set the threshold to 2 pixels => 2/1000
213  // In the data we have 6 inliers. We request that at least 6 are retrieved
214  vpHomography::ransac(xb, yb, xa, ya, aHb, inliers, residual, 6, 2. / 1000);
215 
216  std::cout << "aHb estimated using ransac:\n" << aHb << std::endl;
217  std::cout << "Inliers indexes (should be 0,1,2,3,8,10): ";
218  for (unsigned int i = 0; i < inliers.size(); i++)
219  if (inliers[i])
220  std::cout << i << ",";
221  std::cout << std::endl;
222 
223  if (inliers == inliers_ground_truth) {
224  std::cout << "Ransac estimation succeed" << std::endl;
225  return EXIT_SUCCESS;
226  } else {
227  std::cout << "Ransac estimation fails" << std::endl;
228  return EXIT_FAILURE;
229  }
230  } catch (const vpException &e) {
231  std::cout << "Catch an exception: " << e << std::endl;
232  return EXIT_FAILURE;
233  }
234 #else
235  (void)argc;
236  (void)argv;
237  std::cout << "Cannot run this example: install Lapack, Eigen3 or OpenCV" << std::endl;
238  return EXIT_SUCCESS;
239 #endif
240 }
Implementation of an homogeneous matrix and operations on such kind of matrices.
error that can be emited by ViSP classes.
Definition: vpException.h:71
static bool parse(int *argcPtr, const char **argv, vpArgvInfo *argTable, int flags)
Definition: vpParseArgv.cpp:69
Implementation of a rotation matrix and operations on such kind of matrices.
Implementation of an homography and operations on homographies.
Definition: vpHomography.h:174
static bool ransac(const std::vector< double > &xb, const std::vector< double > &yb, const std::vector< double > &xa, const std::vector< double > &ya, vpHomography &aHb, std::vector< bool > &inliers, double &residual, unsigned int nbInliersConsensus, double threshold, bool normalization=true)
static double rad(double deg)
Definition: vpMath.h:110
Implementation of column vector and the associated operations.
Definition: vpColVector.h:130
This class defines the container for a plane geometrical structure.
Definition: vpPlane.h:58
Class that consider the case of a translation vector.