Visual Servoing Platform version 3.7.0
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tutorial-detection-object-mbt.cpp
1
2#include <visp3/core/vpConfig.h>
3#include <visp3/core/vpIoTools.h>
4#include <visp3/gui/vpDisplayFactory.h>
5#include <visp3/io/vpVideoReader.h>
6#include <visp3/mbt/vpMbGenericTracker.h>
7#include <visp3/vision/vpKeyPoint.h>
8
9int main(int argc, char **argv)
10{
11#if defined(VISP_HAVE_OPENCV) && defined(HAVE_OPENCV_IMGPROC) && defined(VISP_HAVE_DISPLAY) && \
12 (((VISP_HAVE_OPENCV_VERSION < 0x050000) && defined(HAVE_OPENCV_CALIB3D) && defined(HAVE_OPENCV_FEATURES2D)) || \
13 ((VISP_HAVE_OPENCV_VERSION >= 0x050000) && defined(HAVE_OPENCV_3D) && defined(HAVE_OPENCV_FEATURES)))
14
15#ifdef ENABLE_VISP_NAMESPACE
16 using namespace VISP_NAMESPACE_NAME;
17#endif
19#if (VISP_CXX_STANDARD >= VISP_CXX_STANDARD_11)
20 std::shared_ptr<vpDisplay> display;
21#else
22 vpDisplay *display = nullptr;
23#endif
24 try {
25 std::string videoname = "teabox.mp4";
26
27 for (int i = 1; i < argc; i++) {
28 if (std::string(argv[i]) == "--name" && i + 1 < argc) {
29 videoname = std::string(argv[++i]);
30 }
31 else if (std::string(argv[i]) == "--help" || std::string(argv[i]) == "-h") {
32 std::cout << "\nUsage: " << argv[0]
33 << " [--name <video name>]"
34 << " [--help] [-h]\n" << std::endl;
35 return EXIT_SUCCESS;
36 }
37 }
38 std::string parentname = vpIoTools::getParent(videoname);
39 std::string objectname = vpIoTools::getNameWE(videoname);
40
41 if (!parentname.empty())
42 objectname = parentname + "/" + objectname;
43
44 std::cout << "Video name: " << videoname << std::endl;
45 std::cout << "Tracker requested config files: " << objectname << ".[init,"
46 << "xml,"
47 << "cao or wrl]" << std::endl;
48 std::cout << "Tracker optional config files: " << objectname << ".[ppm]" << std::endl;
49
53
55 g.setFileName(videoname);
56 g.open(I);
57
58#if (VISP_CXX_STANDARD >= VISP_CXX_STANDARD_11)
59 display = vpDisplayFactory::createDisplay(I, 100, 100, "Model-based edge tracker");
60#else
61 display = vpDisplayFactory::allocateDisplay(I, 100, 100, "Model-based edge tracker");
62#endif
63
65 bool usexml = false;
66#if defined(VISP_HAVE_PUGIXML)
67 if (vpIoTools::checkFilename(objectname + ".xml")) {
68 tracker.loadConfigFile(objectname + ".xml");
69 tracker.getCameraParameters(cam);
70 usexml = true;
71 }
72#endif
73 if (!usexml) {
74 vpMe me;
75 me.setMaskSize(5);
76 me.setMaskNumber(180);
77 me.setRange(8);
79 me.setThreshold(20);
80 me.setMu1(0.5);
81 me.setMu2(0.5);
82 me.setSampleStep(4);
83 me.setNbTotalSample(250);
84 tracker.setMovingEdge(me);
85 cam.initPersProjWithoutDistortion(839, 839, 325, 243);
86 tracker.setCameraParameters(cam);
87 tracker.setAngleAppear(vpMath::rad(70));
88 tracker.setAngleDisappear(vpMath::rad(80));
89 tracker.setNearClippingDistance(0.1);
90 tracker.setFarClippingDistance(100.0);
91 tracker.setClipping(tracker.getClipping() | vpMbtPolygon::FOV_CLIPPING);
92 }
93
94 tracker.setOgreVisibilityTest(false);
95 if (vpIoTools::checkFilename(objectname + ".cao"))
96 tracker.loadModel(objectname + ".cao");
97 else if (vpIoTools::checkFilename(objectname + ".wrl"))
98 tracker.loadModel(objectname + ".wrl");
99 tracker.setDisplayFeatures(true);
100 tracker.initClick(I, objectname + ".init", true);
101 tracker.track(I);
103
105#if ((VISP_HAVE_OPENCV_VERSION < 0x050000) && defined(HAVE_OPENCV_XFEATURES2D)) || ((VISP_HAVE_OPENCV_VERSION >= 0x050000) && defined(HAVE_OPENCV_FEATURES))
106 std::string detectorName = "SIFT";
107 std::string extractorName = "SIFT";
108 std::string matcherName = "BruteForce";
109 std::string configurationFile = "detection-config-SIFT.xml";
110#elif ((VISP_HAVE_OPENCV_VERSION < 0x050000) && defined(HAVE_OPENCV_FEATURES2D)) || ((VISP_HAVE_OPENCV_VERSION >= 0x050000) && defined(HAVE_OPENCV_FEATURES))
111 std::string detectorName = "FAST";
112 std::string extractorName = "ORB";
113 std::string matcherName = "BruteForce-Hamming";
114 std::string configurationFile = "detection-config.xml";
115#endif
117
119 vpKeyPoint keypoint_learning;
121 if (usexml) {
123 keypoint_learning.loadConfigFile(configurationFile);
125 }
126 else {
128 keypoint_learning.setDetector(detectorName);
129 keypoint_learning.setExtractor(extractorName);
130 keypoint_learning.setMatcher(matcherName);
132 }
133
135 std::vector<cv::KeyPoint> trainKeyPoints;
136 double elapsedTime;
137 keypoint_learning.detect(I, trainKeyPoints, elapsedTime);
139
141 std::vector<vpPolygon> polygons;
142 std::vector<std::vector<vpPoint> > roisPt;
143 std::pair<std::vector<vpPolygon>, std::vector<std::vector<vpPoint> > > pair = tracker.getPolygonFaces(false);
144 polygons = pair.first;
145 roisPt = pair.second;
146
147 std::vector<cv::Point3f> points3f;
148 tracker.getPose(cMo);
149 vpKeyPoint::compute3DForPointsInPolygons(cMo, cam, trainKeyPoints, polygons, roisPt, points3f);
151
153 keypoint_learning.buildReference(I, trainKeyPoints, points3f);
155
157 keypoint_learning.saveLearningData("teabox_learning_data.bin", true);
159
162 for (std::vector<cv::KeyPoint>::const_iterator it = trainKeyPoints.begin(); it != trainKeyPoints.end(); ++it) {
163 vpDisplay::displayCross(I, static_cast<int>(it->pt.y), static_cast<int>(it->pt.x), 4, vpColor::red);
164 }
165 vpDisplay::displayText(I, 10, 10, "Learning step: keypoints are detected on visible teabox faces", vpColor::red);
166 vpDisplay::displayText(I, 30, 10, "Click to continue with detection...", vpColor::red);
168 vpDisplay::getClick(I, true);
170
172 vpKeyPoint keypoint_detection;
173 if (usexml) {
174 keypoint_detection.loadConfigFile(configurationFile);
175 }
176 else {
177 keypoint_detection.setDetector(detectorName);
178 keypoint_detection.setExtractor(extractorName);
179 keypoint_detection.setMatcher(matcherName);
181 keypoint_detection.setMatchingRatioThreshold(0.8);
182 keypoint_detection.setUseRansacVVS(true);
183 keypoint_detection.setUseRansacConsensusPercentage(true);
184 keypoint_detection.setRansacConsensusPercentage(20.0);
185 keypoint_detection.setRansacIteration(200);
186 keypoint_detection.setRansacThreshold(0.005);
187 }
189
191 keypoint_detection.loadLearningData("teabox_learning_data.bin", true);
193
194 double error;
195 bool click_done = false;
196
197 while (!g.end()) {
198 g.acquire(I);
200
201 vpDisplay::displayText(I, 10, 10, "Detection and localization in process...", vpColor::red);
202
204 if (keypoint_detection.matchPoint(I, cam, cMo, error, elapsedTime)) {
206
208 tracker.setPose(I, cMo);
211 tracker.display(I, cMo, cam, vpColor::red, 2);
212 vpDisplay::displayFrame(I, cMo, cam, 0.025, vpColor::none, 3);
214 }
215
216 vpDisplay::displayText(I, 30, 10, "A click to exit.", vpColor::red);
218 if (vpDisplay::getClick(I, false)) {
219 click_done = true;
220 break;
221 }
222 }
223 if (!click_done)
225 }
226 catch (const vpException &e) {
227 std::cout << "Catch an exception: " << e << std::endl;
228 }
229#if (VISP_CXX_STANDARD < VISP_CXX_STANDARD_11)
230 if (display != nullptr) {
231 delete display;
232 }
233#endif
234#else
235 (void)argc;
236 (void)argv;
237 std::cout << "Install OpenCV and rebuild ViSP to use this example." << std::endl;
238#endif
239
240 return EXIT_SUCCESS;
241}
Generic class defining intrinsic camera parameters.
static const vpColor red
Definition vpColor.h:198
static const vpColor none
Definition vpColor.h:210
Class that defines generic functionalities for display.
Definition vpDisplay.h:171
static bool getClick(const vpImage< unsigned char > &I, bool blocking=true)
static void display(const vpImage< unsigned char > &I)
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), const std::string &frameName="", const vpColor &textColor=vpColor::black, const vpImagePoint &textOffset=vpImagePoint(15, 15))
static void displayCross(const vpImage< unsigned char > &I, const vpImagePoint &ip, unsigned int size, const vpColor &color, unsigned int thickness=1)
static void flush(const vpImage< unsigned char > &I)
static void displayText(const vpImage< unsigned char > &I, const vpImagePoint &ip, const std::string &s, const vpColor &color)
error that can be emitted by ViSP classes.
Definition vpException.h:60
Implementation of an homogeneous matrix and operations on such kind of matrices.
Definition of the vpImage class member functions.
Definition vpImage.h:131
static bool checkFilename(const std::string &filename)
static std::string getNameWE(const std::string &pathname)
static std::string getParent(const std::string &pathname)
Class that allows keypoints 2D features detection (and descriptors extraction) and matching thanks to...
Definition vpKeyPoint.h:274
void setRansacConsensusPercentage(double percentage)
unsigned int buildReference(const vpImage< unsigned char > &I) VP_OVERRIDE
void setFilterMatchingType(const vpFilterMatchingType &filterType)
void setUseRansacVVS(bool ransacVVS)
void setExtractor(const vpFeatureDescriptorType &extractorType)
void loadLearningData(const std::string &filename, bool binaryMode=false, bool append=false)
void setRansacThreshold(double threshold)
void detect(const vpImage< unsigned char > &I, std::vector< cv::KeyPoint > &keyPoints, const vpRect &rectangle=vpRect())
static void compute3DForPointsInPolygons(const vpHomogeneousMatrix &cMo, const vpCameraParameters &cam, std::vector< cv::KeyPoint > &candidates, const std::vector< vpPolygon > &polygons, const std::vector< std::vector< vpPoint > > &roisPt, std::vector< cv::Point3f > &points, cv::Mat *descriptors=nullptr)
void setMatcher(const std::string &matcherName)
void saveLearningData(const std::string &filename, bool binaryMode=false, bool saveTrainingImages=true)
void setUseRansacConsensusPercentage(bool usePercentage)
void setMatchingRatioThreshold(double ratio)
@ ratioDistanceThreshold
Definition vpKeyPoint.h:283
unsigned int matchPoint(const vpImage< unsigned char > &I) VP_OVERRIDE
void setDetector(const vpFeatureDetectorType &detectorType)
void loadConfigFile(const std::string &configFile)
void setRansacIteration(int nbIter)
static double rad(double deg)
Definition vpMath.h:129
Real-time 6D object pose tracking using its CAD model.
Definition vpMe.h:143
void setMu1(const double &mu_1)
Definition vpMe.h:408
void setRange(const unsigned int &range)
Definition vpMe.h:438
void setLikelihoodThresholdType(const vpLikelihoodThresholdType likelihood_threshold_type)
Definition vpMe.h:531
void setNbTotalSample(const int &ntotal_sample)
Definition vpMe.h:422
void setMaskNumber(const unsigned int &mask_number)
Definition vpMe.cpp:555
void setThreshold(const double &threshold)
Definition vpMe.h:489
void setSampleStep(const double &sample_step)
Definition vpMe.h:445
void setMaskSize(const unsigned int &mask_size)
Definition vpMe.cpp:563
void setMu2(const double &mu_2)
Definition vpMe.h:415
@ NORMALIZED_THRESHOLD
Definition vpMe.h:154
Class that enables to manipulate easily a video file or a sequence of images. As it inherits from the...
void open(vpImage< vpRGBa > &I) VP_OVERRIDE
void setFileName(const std::string &filename)
void acquire(vpImage< vpRGBa > &I) VP_OVERRIDE
std::shared_ptr< vpDisplay > createDisplay()
Return a smart pointer vpDisplay specialization if a GUI library is available or nullptr otherwise.
vpDisplay * allocateDisplay()
Return a newly allocated vpDisplay specialization if a GUI library is available or nullptr otherwise.