Visual Servoing Platform  version 3.4.0
mbtKltTracking.cpp
1 /****************************************************************************
2  *
3  * ViSP, open source Visual Servoing Platform software.
4  * Copyright (C) 2005 - 2019 by Inria. All rights reserved.
5  *
6  * This software is free software; you can redistribute it and/or modify
7  * it under the terms of the GNU General Public License as published by
8  * the Free Software Foundation; either version 2 of the License, or
9  * (at your option) any later version.
10  * See the file LICENSE.txt at the root directory of this source
11  * distribution for additional information about the GNU GPL.
12  *
13  * For using ViSP with software that can not be combined with the GNU
14  * GPL, please contact Inria about acquiring a ViSP Professional
15  * Edition License.
16  *
17  * See http://visp.inria.fr for more information.
18  *
19  * This software was developed at:
20  * Inria Rennes - Bretagne Atlantique
21  * Campus Universitaire de Beaulieu
22  * 35042 Rennes Cedex
23  * France
24  *
25  * If you have questions regarding the use of this file, please contact
26  * Inria at visp@inria.fr
27  *
28  * This file is provided AS IS with NO WARRANTY OF ANY KIND, INCLUDING THE
29  * WARRANTY OF DESIGN, MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE.
30  *
31  * Description:
32  * Example of MBT KLT Tracking.
33  *
34  * Authors:
35  * Aurelien Yol
36  *
37  *****************************************************************************/
38 
45 #include <iostream>
46 #include <visp3/core/vpConfig.h>
47 
48 #if defined(VISP_HAVE_MODULE_MBT) && defined(VISP_HAVE_MODULE_KLT) && defined(VISP_HAVE_OPENCV) && \
49  defined(VISP_HAVE_DISPLAY) && (VISP_HAVE_OPENCV_VERSION >= 0x020100)
50 
51 #include <visp3/core/vpDebug.h>
52 #include <visp3/core/vpHomogeneousMatrix.h>
53 #include <visp3/core/vpIoTools.h>
54 #include <visp3/core/vpMath.h>
55 #include <visp3/gui/vpDisplayD3D.h>
56 #include <visp3/gui/vpDisplayGDI.h>
57 #include <visp3/gui/vpDisplayGTK.h>
58 #include <visp3/gui/vpDisplayOpenCV.h>
59 #include <visp3/gui/vpDisplayX.h>
60 #include <visp3/io/vpImageIo.h>
61 #include <visp3/io/vpParseArgv.h>
62 #include <visp3/io/vpVideoReader.h>
63 #include <visp3/mbt/vpMbKltTracker.h>
64 
65 #define GETOPTARGS "x:m:i:n:de:chtfolwv"
66 
67 void usage(const char *name, const char *badparam)
68 {
69  fprintf(stdout, "\n\
70 Example of tracking based on the 3D model.\n\
71 \n\
72 SYNOPSIS\n\
73  %s [-i <test image path>] [-x <config file>]\n\
74  [-m <model name>] [-n <initialisation file base name>] [-e <last frame index>]\n\
75  [-t] [-c] [-d] [-h] [-f] [-o] [-w] [-l] [-v]\n", name);
76 
77  fprintf(stdout, "\n\
78 OPTIONS: \n\
79  -i <input image path> \n\
80  Set image input path.\n\
81  From this path read images \n\
82  \"mbt/cube/image%%04d.ppm\". These \n\
83  images come from ViSP-images-x.y.z.tar.gz available \n\
84  on the ViSP website.\n\
85  Setting the VISP_INPUT_IMAGE_PATH environment\n\
86  variable produces the same behaviour than using\n\
87  this option.\n\
88 \n\
89  -x <config file> \n\
90  Set the config file (the xml file) to use.\n\
91  The config file is used to specify the parameters of the tracker.\n\
92 \n\
93  -m <model name> \n\
94  Specify the name of the file of the model\n\
95  The model can either be a vrml model (.wrl) or a .cao file.\n\
96 \n\
97  -e <last frame index> \n\
98  Specify the index of the last frame. Once reached, the tracking is stopped\n\
99 \n\
100  -f \n\
101  Do not use the vrml model, use the .cao one. These two models are \n\
102  equivalent and comes from ViSP-images-x.y.z.tar.gz available on the ViSP\n\
103  website. However, the .cao model allows to use the 3d model based tracker \n\
104  without Coin.\n\
105 \n\
106  -n <initialisation file base name> \n\
107  Base name of the initialisation file. The file will be 'base_name'.init .\n\
108  This base name is also used for the optionnal picture specifying where to \n\
109  click (a .ppm picture).\n\
110 \n\
111  -t \n\
112  Turn off the display of the the klt points. \n\
113 \n\
114  -d \n\
115  Turn off the display.\n\
116 \n\
117  -c\n\
118  Disable the mouse click. Useful to automaze the \n\
119  execution of this program without humain intervention.\n\
120 \n\
121  -o\n\
122  Use Ogre3D for visibility tests\n\
123 \n\
124  -w\n\
125  When Ogre3D is enable [-o] show Ogre3D configuration dialog thatallows to set the renderer.\n\
126 \n\
127  -l\n\
128  Use the scanline for visibility tests.\n\
129 \n\
130  -v\n\
131  Compute covariance matrix.\n\
132 \n\
133  -h \n\
134  Print the help.\n\n");
135 
136  if (badparam)
137  fprintf(stdout, "\nERROR: Bad parameter [%s]\n", badparam);
138 }
139 
140 bool getOptions(int argc, const char **argv, std::string &ipath, std::string &configFile, std::string &modelFile,
141  std::string &initFile, long &lastFrame, bool &displayKltPoints, bool &click_allowed, bool &display,
142  bool &cao3DModel, bool &useOgre, bool &showOgreConfigDialog, bool &useScanline, bool &computeCovariance)
143 {
144  const char *optarg_;
145  int c;
146  while ((c = vpParseArgv::parse(argc, argv, GETOPTARGS, &optarg_)) > 1) {
147 
148  switch (c) {
149  case 'e':
150  lastFrame = atol(optarg_);
151  break;
152  case 'i':
153  ipath = optarg_;
154  break;
155  case 'x':
156  configFile = optarg_;
157  break;
158  case 'm':
159  modelFile = optarg_;
160  break;
161  case 'n':
162  initFile = optarg_;
163  break;
164  case 't':
165  displayKltPoints = false;
166  break;
167  case 'f':
168  cao3DModel = true;
169  break;
170  case 'c':
171  click_allowed = false;
172  break;
173  case 'd':
174  display = false;
175  break;
176  case 'o':
177  useOgre = true;
178  break;
179  case 'l':
180  useScanline = true;
181  break;
182  case 'w':
183  showOgreConfigDialog = true;
184  break;
185  case 'v':
186  computeCovariance = true;
187  break;
188  case 'h':
189  usage(argv[0], NULL);
190  return false;
191  break;
192 
193  default:
194  usage(argv[0], optarg_);
195  return false;
196  break;
197  }
198  }
199 
200  if ((c == 1) || (c == -1)) {
201  // standalone param or error
202  usage(argv[0], NULL);
203  std::cerr << "ERROR: " << std::endl;
204  std::cerr << " Bad argument " << optarg_ << std::endl << std::endl;
205  return false;
206  }
207 
208  return true;
209 }
210 
211 int main(int argc, const char **argv)
212 {
213  try {
214  std::string env_ipath;
215  std::string opt_ipath;
216  std::string ipath;
217  std::string opt_configFile;
218  std::string configFile;
219  std::string opt_modelFile;
220  std::string modelFile;
221  std::string opt_initFile;
222  std::string initFile;
223  long opt_lastFrame = -1;
224  bool displayKltPoints = true;
225  bool opt_click_allowed = true;
226  bool opt_display = true;
227  bool cao3DModel = false;
228  bool useOgre = false;
229  bool showOgreConfigDialog = false;
230  bool useScanline = false;
231  bool computeCovariance = false;
232  bool quit = false;
233 
234  // Get the visp-images-data package path or VISP_INPUT_IMAGE_PATH
235  // environment variable value
236  env_ipath = vpIoTools::getViSPImagesDataPath();
237 
238  // Set the default input path
239  if (!env_ipath.empty())
240  ipath = env_ipath;
241 
242  // Read the command line options
243  if (!getOptions(argc, argv, opt_ipath, opt_configFile, opt_modelFile, opt_initFile, opt_lastFrame, displayKltPoints,
244  opt_click_allowed, opt_display, cao3DModel, useOgre, showOgreConfigDialog, useScanline,
245  computeCovariance)) {
246  return (-1);
247  }
248 
249  // Test if an input path is set
250  if (opt_ipath.empty() && env_ipath.empty()) {
251  usage(argv[0], NULL);
252  std::cerr << std::endl << "ERROR:" << std::endl;
253  std::cerr << " Use -i <visp image path> option or set VISP_INPUT_IMAGE_PATH " << std::endl
254  << " environment variable to specify the location of the " << std::endl
255  << " image path where test images are located." << std::endl
256  << std::endl;
257 
258  return (-1);
259  }
260 
261  // Get the option values
262  if (!opt_ipath.empty())
263  ipath = vpIoTools::createFilePath(opt_ipath, "mbt/cube/image%04d.pgm");
264  else
265  ipath = vpIoTools::createFilePath(env_ipath, "mbt/cube/image%04d.pgm");
266 
267  if (!opt_configFile.empty())
268  configFile = opt_configFile;
269  else if (!opt_ipath.empty())
270  configFile = vpIoTools::createFilePath(opt_ipath, "mbt/cube.xml");
271  else
272  configFile = vpIoTools::createFilePath(env_ipath, "mbt/cube.xml");
273 
274  if (!opt_modelFile.empty()) {
275  modelFile = opt_modelFile;
276  } else {
277  std::string modelFileCao = "mbt/cube.cao";
278  std::string modelFileWrl = "mbt/cube.wrl";
279 
280  if (!opt_ipath.empty()) {
281  if (cao3DModel) {
282  modelFile = vpIoTools::createFilePath(opt_ipath, modelFileCao);
283  } else {
284 #ifdef VISP_HAVE_COIN3D
285  modelFile = vpIoTools::createFilePath(opt_ipath, modelFileWrl);
286 #else
287  std::cerr << "Coin is not detected in ViSP. Use the .cao model instead." << std::endl;
288  modelFile = vpIoTools::createFilePath(opt_ipath, modelFileCao);
289 #endif
290  }
291  } else {
292  if (cao3DModel) {
293  modelFile = vpIoTools::createFilePath(env_ipath, modelFileCao);
294  } else {
295 #ifdef VISP_HAVE_COIN3D
296  modelFile = vpIoTools::createFilePath(env_ipath, modelFileWrl);
297 #else
298  std::cerr << "Coin is not detected in ViSP. Use the .cao model instead." << std::endl;
299  modelFile = vpIoTools::createFilePath(env_ipath, modelFileCao);
300 #endif
301  }
302  }
303  }
304 
305  if (!opt_initFile.empty())
306  initFile = opt_initFile;
307  else if (!opt_ipath.empty())
308  initFile = vpIoTools::createFilePath(opt_ipath, "mbt/cube");
309  else
310  initFile = vpIoTools::createFilePath(env_ipath, "mbt/cube");
311 
313  vpVideoReader reader;
314 
315  reader.setFileName(ipath);
316  try {
317  reader.open(I);
318  } catch (...) {
319  std::cout << "Cannot open sequence: " << ipath << std::endl;
320  return -1;
321  }
322 
323  if (opt_lastFrame > 1 && opt_lastFrame < reader.getLastFrameIndex())
324  reader.setLastFrameIndex(opt_lastFrame);
325 
326  reader.acquire(I);
327 
328 // initialise a display
329 #if defined VISP_HAVE_X11
330  vpDisplayX display;
331 #elif defined VISP_HAVE_GDI
332  vpDisplayGDI display;
333 #elif defined VISP_HAVE_OPENCV
334  vpDisplayOpenCV display;
335 #elif defined VISP_HAVE_D3D9
336  vpDisplayD3D display;
337 #elif defined VISP_HAVE_GTK
338  vpDisplayGTK display;
339 #else
340  opt_display = false;
341 #endif
342  if (opt_display) {
343 #if defined(VISP_HAVE_DISPLAY)
344  display.init(I, 100, 100, "Test tracking");
345 #endif
347  vpDisplay::flush(I);
348  }
349 
350  vpMbKltTracker tracker;
352 
353  // Load tracker config file (camera parameters and moving edge settings)
354  vpCameraParameters cam;
355  // From the xml file
356  tracker.loadConfigFile(configFile);
357 #if 0
358  // Corresponding parameters manually set to have an example code
359  // By setting the parameters:
360  cam.initPersProjWithoutDistortion(547, 542, 338, 234);
361 
362  vpKltOpencv klt;
363  klt.setMaxFeatures(10000);
364  klt.setWindowSize(5);
365  klt.setQuality(0.01);
366  klt.setMinDistance(5);
367  klt.setHarrisFreeParameter(0.01);
368  klt.setBlockSize(3);
369  klt.setPyramidLevels(3);
370 
371  tracker.setCameraParameters(cam);
372  tracker.setKltOpencv(klt);
373  tracker.setKltMaskBorder(5);
374  tracker.setAngleAppear(vpMath::rad(65));
375  tracker.setAngleDisappear(vpMath::rad(75));
376 
377  // Specify the clipping to use
378  tracker.setNearClippingDistance(0.01);
379  tracker.setFarClippingDistance(0.90);
381 // tracker.setClipping(tracker.getClipping() | vpMbtPolygon::LEFT_CLIPPING |
382 // vpMbtPolygon::RIGHT_CLIPPING | vpMbtPolygon::UP_CLIPPING |
383 // vpMbtPolygon::DOWN_CLIPPING); // Equivalent to FOV_CLIPPING
384 #endif
385 
386  // Display the klt points
387  tracker.setDisplayFeatures(displayKltPoints);
388 
389  // Tells if the tracker has to use Ogre3D for visibility tests
390  tracker.setOgreVisibilityTest(useOgre);
391  if (useOgre)
392  tracker.setOgreShowConfigDialog(showOgreConfigDialog);
393 
394  // Tells if the tracker has to use the scanline visibility tests
395  tracker.setScanLineVisibilityTest(useScanline);
396 
397  // Tells if the tracker has to compute the covariance matrix
398  tracker.setCovarianceComputation(computeCovariance);
399 
400  // Retrieve the camera parameters from the tracker
401  tracker.getCameraParameters(cam);
402 
403  // Loop to position the cube
404  if (opt_display && opt_click_allowed) {
405  while (!vpDisplay::getClick(I, false)) {
407  vpDisplay::displayText(I, 15, 10, "click after positioning the object", vpColor::red);
408  vpDisplay::flush(I);
409  }
410  }
411 
412  // Load the 3D model (either a vrml file or a .cao file)
413  tracker.loadModel(modelFile);
414 
415  // Initialise the tracker by clicking on the image
416  // This function looks for
417  // - a ./cube/cube.init file that defines the 3d coordinates (in meter,
418  // in the object basis) of the points used for the initialisation
419  // - a ./cube/cube.ppm file to display where the user have to click
420  // (optionnal, set by the third parameter)
421  if (opt_display && opt_click_allowed) {
422  tracker.initClick(I, initFile, true);
423  tracker.getPose(cMo);
424  // display the 3D model at the given pose
425  tracker.display(I, cMo, cam, vpColor::red);
426  } else {
427  vpHomogeneousMatrix cMoi(0.02044769891, 0.1101505452, 0.5078963719, 2.063603907, 1.110231561, -0.4392789872);
428  tracker.initFromPose(I, cMoi);
429  }
430 
431  // track the model
432  tracker.track(I);
433  tracker.getPose(cMo);
434 
435  if (opt_display)
436  vpDisplay::flush(I);
437 
438  while (!reader.end()) {
439  // acquire a new image
440  reader.acquire(I);
441  // display the image
442  if (opt_display)
444 
445  // Test to reset the tracker
446  if (reader.getFrameIndex() == reader.getFirstFrameIndex() + 10) {
447  vpTRACE("Test reset tracker");
448  if (opt_display)
450  tracker.resetTracker();
451  tracker.loadConfigFile(configFile);
452 #if 0
453  // Corresponding parameters manually set to have an example code
454  // By setting the parameters:
455  cam.initPersProjWithoutDistortion(547, 542, 338, 234);
456 
457  vpKltOpencv klt;
458  klt.setMaxFeatures(10000);
459  klt.setWindowSize(5);
460  klt.setQuality(0.01);
461  klt.setMinDistance(5);
462  klt.setHarrisFreeParameter(0.01);
463  klt.setBlockSize(3);
464  klt.setPyramidLevels(3);
465 
466  tracker.setCameraParameters(cam);
467  tracker.setKltOpencv(klt);
468  tracker.setKltMaskBorder(5);
469  tracker.setAngleAppear(vpMath::rad(65));
470  tracker.setAngleDisappear(vpMath::rad(75));
471 
472  // Specify the clipping to use
473  tracker.setNearClippingDistance(0.01);
474  tracker.setFarClippingDistance(0.90);
476 // tracker.setClipping(tracker.getClipping() | vpMbtPolygon::LEFT_CLIPPING |
477 // vpMbtPolygon::RIGHT_CLIPPING | vpMbtPolygon::UP_CLIPPING |
478 // vpMbtPolygon::DOWN_CLIPPING); // Equivalent to FOV_CLIPPING
479 #endif
480  tracker.loadModel(modelFile);
481  tracker.setCameraParameters(cam);
482  tracker.setOgreVisibilityTest(useOgre);
483  tracker.setScanLineVisibilityTest(useScanline);
484  tracker.setCovarianceComputation(computeCovariance);
485  tracker.initFromPose(I, cMo);
486  }
487 
488  // Test to set an initial pose
489  if (reader.getFrameIndex() == reader.getFirstFrameIndex() + 50) {
490  cMo.buildFrom(0.0439540832, 0.0845870108, 0.5477322481, 2.179498458, 0.8611798108, -0.3491961946);
491  vpTRACE("Test set pose");
492  tracker.setPose(I, cMo);
493  // if (opt_display) {
494  // // display the 3D model
495  // tracker.display(I, cMo, cam, vpColor::darkRed);
496  // // display the frame
497  // vpDisplay::displayFrame (I, cMo, cam, 0.05);
502  // }
503  }
504 
505  // track the object: stop tracking from frame 40 to 50
506  if (reader.getFrameIndex() - reader.getFirstFrameIndex() < 40 ||
507  reader.getFrameIndex() - reader.getFirstFrameIndex() >= 50) {
508  tracker.track(I);
509  tracker.getPose(cMo);
510  if (opt_display) {
511  // display the 3D model
512  tracker.display(I, cMo, cam, vpColor::darkRed);
513  // display the frame
514  vpDisplay::displayFrame(I, cMo, cam, 0.05);
515  }
516  }
517 
518  if (opt_click_allowed) {
519  vpDisplay::displayText(I, 10, 10, "Click to quit", vpColor::red);
520  if (vpDisplay::getClick(I, false)) {
521  quit = true;
522  break;
523  }
524  }
525 
526  if (computeCovariance) {
527  std::cout << "Covariance matrix: \n" << tracker.getCovarianceMatrix() << std::endl << std::endl;
528  }
529 
530  if (opt_display)
531  vpDisplay::flush(I);
532  }
533 
534  std::cout << "Reached last frame: " << reader.getFrameIndex() << std::endl;
535 
536  if (opt_click_allowed && !quit) {
538  }
539 
540  reader.close();
541 
542  return EXIT_SUCCESS;
543  } catch (const vpException &e) {
544  std::cout << "Catch an exception: " << e << std::endl;
545  return EXIT_FAILURE;
546  }
547 }
548 
549 #else
550 
551 int main()
552 {
553  std::cout << "visp_mbt, visp_gui modules and OpenCV are required to run "
554  "this example."
555  << std::endl;
556  return EXIT_SUCCESS;
557 }
558 
559 #endif
virtual void setKltOpencv(const vpKltOpencv &t)
virtual void track(const vpImage< unsigned char > &I)
virtual void setCovarianceComputation(const bool &flag)
Definition: vpMbTracker.h:499
virtual void loadConfigFile(const std::string &configFile, bool verbose=true)
void setMaxFeatures(int maxCount)
long getFrameIndex() const
virtual void display(const vpImage< unsigned char > &I, const vpHomogeneousMatrix &cMo, const vpCameraParameters &cam, const vpColor &col, unsigned int thickness=1, bool displayFullModel=false)
virtual void setScanLineVisibilityTest(const bool &v)
static bool getClick(const vpImage< unsigned char > &I, bool blocking=true)
static std::string getViSPImagesDataPath()
Definition: vpIoTools.cpp:1202
void setHarrisFreeParameter(double harris_k)
virtual void loadModel(const std::string &modelFile, bool verbose=false, const vpHomogeneousMatrix &T=vpHomogeneousMatrix())
virtual unsigned int getClipping() const
Definition: vpMbTracker.h:256
virtual void setAngleDisappear(const double &a)
Definition: vpMbTracker.h:480
Implementation of an homogeneous matrix and operations on such kind of matrices.
static const vpColor darkRed
Definition: vpColor.h:218
Display for windows using GDI (available on any windows 32 platform).
Definition: vpDisplayGDI.h:128
static void displayText(const vpImage< unsigned char > &I, const vpImagePoint &ip, const std::string &s, const vpColor &color)
virtual void initClick(const vpImage< unsigned char > &I, const std::string &initFile, bool displayHelp=false, const vpHomogeneousMatrix &T=vpHomogeneousMatrix())
Use the X11 console to display images on unix-like OS. Thus to enable this class X11 should be instal...
Definition: vpDisplayX.h:150
Class that enables to manipulate easily a video file or a sequence of images. As it inherits from the...
virtual void setOgreShowConfigDialog(bool showConfigDialog)
Definition: vpMbTracker.h:643
void setMinDistance(double minDistance)
error that can be emited by ViSP classes.
Definition: vpException.h:71
void setKltMaskBorder(const unsigned int &e)
virtual void initFromPose(const vpImage< unsigned char > &I, const std::string &initFile)
static void flush(const vpImage< unsigned char > &I)
long getFirstFrameIndex()
static bool parse(int *argcPtr, const char **argv, vpArgvInfo *argTable, int flags)
Definition: vpParseArgv.cpp:69
static const vpColor red
Definition: vpColor.h:217
void setQuality(double qualityLevel)
void open(vpImage< vpRGBa > &I)
long getLastFrameIndex()
Display for windows using Direct3D 3rd party. Thus to enable this class Direct3D should be installed...
Definition: vpDisplayD3D.h:106
static std::string createFilePath(const std::string &parent, const std::string &child)
Definition: vpIoTools.cpp:1446
#define vpTRACE
Definition: vpDebug.h:416
void setPyramidLevels(int pyrMaxLevel)
static void display(const vpImage< unsigned char > &I)
The vpDisplayOpenCV allows to display image using the OpenCV library. Thus to enable this class OpenC...
Generic class defining intrinsic camera parameters.
void init(vpImage< unsigned char > &I, int win_x=-1, int win_y=-1, const std::string &win_title="")
The vpDisplayGTK allows to display image using the GTK 3rd party library. Thus to enable this class G...
Definition: vpDisplayGTK.h:134
void acquire(vpImage< vpRGBa > &I)
void setWindowSize(int winSize)
virtual void setAngleAppear(const double &a)
Definition: vpMbTracker.h:469
Model based tracker using only KLT.
void buildFrom(const vpTranslationVector &t, const vpRotationMatrix &R)
static double rad(double deg)
Definition: vpMath.h:110
void initPersProjWithoutDistortion(double px, double py, double u0, double v0)
virtual void getCameraParameters(vpCameraParameters &cam) const
Definition: vpMbTracker.h:248
virtual void getPose(vpHomogeneousMatrix &cMo) const
Definition: vpMbTracker.h:414
void setLastFrameIndex(const long last_frame)
void setCameraParameters(const vpCameraParameters &cam)
static void displayFrame(const vpImage< unsigned char > &I, const vpHomogeneousMatrix &cMo, const vpCameraParameters &cam, double size, const vpColor &color=vpColor::none, unsigned int thickness=1, const vpImagePoint &offset=vpImagePoint(0, 0))
virtual void setOgreVisibilityTest(const bool &v)
Wrapper for the KLT (Kanade-Lucas-Tomasi) feature tracker implemented in OpenCV. Thus to enable this ...
Definition: vpKltOpencv.h:78
void setFileName(const std::string &filename)
virtual void setClipping(const unsigned int &flags)
virtual void setFarClippingDistance(const double &dist)
void setBlockSize(int blockSize)
virtual void setDisplayFeatures(bool displayF)
Definition: vpMbTracker.h:517
virtual void setPose(const vpImage< unsigned char > &I, const vpHomogeneousMatrix &cdMo)
virtual void setNearClippingDistance(const double &dist)
virtual vpMatrix getCovarianceMatrix() const
Definition: vpMbTracker.h:265