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#include "landmarkUtils.h"
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#include <fstream>
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#include <cstdio>
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using namespace gtsam;
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using namespace std;
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/* ************************************************************************* */
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std::map<int, Point3> readLandMarks(const std::string& landmarkFile)
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{
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ifstream file(landmarkFile.c_str());
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if (!file) {
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cout << "Cannot read landmark file: " << landmarkFile << endl;
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exit(0);
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}
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int num;
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file >> num;
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std::map<int, Point3> landmarks;
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landmarks.clear();
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for (int i = 0; i<num; i++)
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{
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int color_id;
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float x, y, z;
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file >> color_id >> x >> y >> z;
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landmarks[color_id] = Point3(x, y, z);
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}
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file.close();
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return landmarks;
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}
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/* ************************************************************************* */
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/**
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* Read pose from file, output by Panda3D.
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* Warning: row major!!!
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*/
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gtsam::Pose3 readPose(const char* Fn)
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{
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ifstream poseFile(Fn);
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if (!poseFile)
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{
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cout << "Cannot read pose file: " << Fn << endl;
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exit(0);
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}
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double v[16];
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for (int i = 0; i<16; i++)
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poseFile >> v[i];
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poseFile.close();
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// Because panda3d's camera is z-up, y-view,
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// we swap z and y to have y-up, z-view, then negate z to stick with the right-hand rule
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//... similar to OpenGL's camera
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for (int i = 0; i<3; i++)
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{
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float t = v[4+i];
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v[4+i] = v[8+i];
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v[8+i] = -t;
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}
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::Vector vec = Vector_(16, v);
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Matrix T = Matrix_(4,4, vec); // column order !!!
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Pose3 pose(T);
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return pose;
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}
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/* ************************************************************************* */
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std::map<int, gtsam::Pose3> readPoses(const std::string& baseFolder, const std::string& posesFn)
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{
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ifstream posesFile((baseFolder+posesFn).c_str());
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if (!posesFile)
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{
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cout << "Cannot read all pose file: " << posesFn << endl;
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exit(0);
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}
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int numPoses;
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posesFile >> numPoses;
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map<int, Pose3> poses;
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for (int i = 0; i<numPoses; i++)
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{
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int poseId;
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posesFile >> poseId;
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string poseFileName;
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posesFile >> poseFileName;
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Pose3 pose = readPose((baseFolder+poseFileName).c_str());
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poses[poseId] = pose;
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}
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return poses;
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}
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/* ************************************************************************* */
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gtsam::shared_ptrK readCalibData(const std::string& calibFn)
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{
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ifstream calibFile(calibFn.c_str());
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if (!calibFile)
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{
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cout << "Cannot read calib file: " << calibFn << endl;
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exit(0);
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}
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int imX, imY;
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float fx, fy, ox, oy;
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calibFile >> imX >> imY >> fx >> fy >> ox >> oy;
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calibFile.close();
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return shared_ptrK(new Cal3_S2(fx, fy, 0, ox, oy)); // skew factor = 0
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}
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/* ************************************************************************* */
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std::vector<Feature2D> readFeatures(int pose_id, const char* filename)
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{
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ifstream file(filename);
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if (!file)
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{
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cout << "Cannot read feature file: " << filename<< endl;
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exit(0);
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}
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int numFeatures;
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file >> numFeatures ;
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std::vector<Feature2D> vFeatures_;
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for (size_t i = 0; i < numFeatures; i++)
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{
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int landmark_id; double x, y;
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file >> landmark_id >> x >> y;
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vFeatures_.push_back(Feature2D(pose_id, landmark_id, Point2(x, y)));
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}
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file.close();
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return vFeatures_;
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}
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/* ************************************************************************* */
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std::vector<Feature2D> readAllMeasurements(const std::string& baseFolder, const std::string& measurementsFn)
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{;
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ifstream measurementsFile((baseFolder+measurementsFn).c_str());
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if (!measurementsFile)
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{
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cout << "Cannot read all pose file: " << measurementsFn << endl;
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exit(0);
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}
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int numPoses;
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measurementsFile >> numPoses;
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vector<Feature2D> allFeatures;
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allFeatures.clear();
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for (int i = 0; i<numPoses; i++)
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{
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int poseId;
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measurementsFile >> poseId;
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string featureFileName;
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measurementsFile >> featureFileName;
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vector<Feature2D> features = readFeatures(poseId, (baseFolder+featureFileName).c_str());
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allFeatures.insert( allFeatures.end(), features.begin(), features.end() );
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}
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return allFeatures;
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}
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#ifndef LANDMARKUTILS_H
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#define LANDMARKUTILS_H
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#include <map>
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#include <vector>
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#include "Feature2D.h"
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#include "gtsam/geometry/Pose3.h"
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#include "gtsam/geometry/Point3.h"
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#include "gtsam/geometry/Cal3_S2.h"
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std::map<int, gtsam::Point3> readLandMarks(const std::string& landmarkFile);
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gtsam::Pose3 readPose(const char* poseFn);
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std::map<int, gtsam::Pose3> readPoses(const std::string& baseFolder, const std::string& posesFN);
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gtsam::shared_ptrK readCalibData(const std::string& calibFn);
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std::vector<Feature2D> readFeatureFile(const char* filename);
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std::vector<Feature2D> readAllMeasurements(const std::string& baseFolder, const std::string& measurementsFn);
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#endif // LANDMARKUTILS_H
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/**
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* @file vSLAMexample.cpp
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* @brief An vSLAM example for synthesis sequence
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* single camera
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* @author Duy-Nguyen
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*/
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#include <boost/shared_ptr.hpp>
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using namespace boost;
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#define GTSAM_MAGIC_KEY
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#include <gtsam/nonlinear/NonlinearFactorGraph-inl.h>
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#include <gtsam/nonlinear/NonlinearOptimizer-inl.h>
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#include <gtsam/inference/graph-inl.h>
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#include <gtsam/slam/visualSLAM.h>
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#include <gtsam/slam/PriorFactor.h>
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#include "landmarkUtils.h"
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#include "Feature2D.h"
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using namespace std;
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using namespace gtsam;
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using namespace gtsam::visualSLAM;
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using namespace boost;
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/* ************************************************************************* */
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#define CALIB_FILE "calib.txt"
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#define LANDMARKS_FILE "landmarks.txt"
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#define POSES_FILE "poses.txt"
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#define MEASUREMENTS_FILE "measurements.txt"
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// Base data folder
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string g_dataFolder;
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// Store groundtruth values, read from files
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shared_ptrK g_calib;
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map<int, Point3> g_landmarks; // map: <landmark_id, landmark_position>
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map<int, Pose3> g_poses; // map: <camera_id, pose>
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std::vector<Feature2D> g_measurements; // Feature2D: {camera_id, landmark_id, 2d feature_position}
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// Noise models
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SharedGaussian measurementSigma(noiseModel::Isotropic::Sigma(2, 5.0f));
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/* ************************************************************************* */
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/**
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* Read all data: calibration file, landmarks, poses, and all features measurements
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* Data is stored in global variables.
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*/
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void readAllData()
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{
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g_calib = readCalibData(g_dataFolder + CALIB_FILE);
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// Read groundtruth landmarks' positions. These will be used later as intial estimates for landmark nodes.
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g_landmarks = readLandMarks(g_dataFolder + LANDMARKS_FILE);
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// Read groundtruth camera poses. These will be used later as intial estimates for pose nodes.
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g_poses = readPoses(g_dataFolder, POSES_FILE);
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// Read all 2d measurements. Those will become factors linking their associating pose and the corresponding landmark.
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g_measurements = readAllMeasurements(g_dataFolder, MEASUREMENTS_FILE);
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}
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/* ************************************************************************* */
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/**
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* Setup vSLAM graph
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* by adding and linking 2D features (measurements) detected in each captured image
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* with their corresponding landmarks.
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*/
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Graph setupGraph(std::vector<Feature2D>& measurements, SharedGaussian measurementSigma, shared_ptrK calib)
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{
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Graph g;
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cout << "Built graph: " << endl;
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for (size_t i= 0; i<measurements.size(); i++)
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{
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measurements[i].print();
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g.addMeasurement(measurements[i].m_p,
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measurementSigma,
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measurements[i].m_idCamera,
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measurements[i].m_idLandmark,
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calib);
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}
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return g;
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}
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/* ************************************************************************* */
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/**
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* Create a structure of initial estimates for all nodes (landmarks and poses) in the graph.
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* The returned Values structure contains all initial values for all nodes.
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*/
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Values initialize(std::map<int, Point3> landmarks, std::map<int, Pose3> poses)
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{
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Values initValues;
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// Initialize landmarks 3D positions.
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for (map<int, Point3>::iterator lmit = landmarks.begin(); lmit != landmarks.end(); lmit++)
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initValues.insert( lmit->first, lmit->second );
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// Initialize camera poses.
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for (map<int, Pose3>::iterator poseit = poses.begin(); poseit != poses.end(); poseit++)
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initValues.insert( poseit->first, poseit->second);
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return initValues;
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}
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/* ************************************************************************* */
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int main(int argc, char* argv[])
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{
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if (argc <2)
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{
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cout << "Usage: vSLAMexample <DataFolder>" << endl << endl;
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cout << "\tPlease specify <DataFolder>, which contains calibration file, initial landmarks, initial poses, and feature data." << endl;
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cout << "\tSample folder is in $gtsam_source_folder$/examples/vSLAMexample/Data" << endl << endl;
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cout << "Example usage: vSLAMexample '$gtsam_source_folder$/examples/vSLAMexample/Data'" << endl;
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exit(0);
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}
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g_dataFolder = string(argv[1]);
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readAllData();
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// Create a graph using the 2D measurements (features) and the calibration data
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shared_ptr<Graph> graph(new Graph(setupGraph(g_measurements, measurementSigma, g_calib)));
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// Create an initial Values structure using groundtruth values as the initial estimates
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boost::shared_ptr<Values> initialEstimates(new Values(initialize(g_landmarks, g_poses)));
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cout << "*******************************************************" << endl;
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initialEstimates->print("INITIAL ESTIMATES: ");
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// Add prior factor for all poses in the graph
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map<int, Pose3>::iterator poseit = g_poses.begin();
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for (; poseit != g_poses.end(); poseit++)
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graph->addPosePrior(poseit->first, poseit->second, noiseModel::Unit::Create(1));
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// Optimize the graph
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cout << "*******************************************************" << endl;
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Optimizer::Parameters::verbosityLevel verborsity = Optimizer::Parameters::DAMPED;
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Optimizer::shared_values result = Optimizer::optimizeGN( graph, initialEstimates, verborsity );
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// Print final results
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cout << "*******************************************************" << endl;
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result->print("FINAL RESULTS: ");
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}
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/* ************************************************************************* */
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