gtsam/cpp/visualSLAM.h

173 lines
4.9 KiB
C++

/*
* visualSLAM.h
*
* Created on: Jan 14, 2010
* Author: Richard Roberts and Chris Beall
*/
#pragma once
#include "Key.h"
#include "Pose3.h"
#include "Point3.h"
#include "NonlinearFactorGraph.h"
#include "Cal3_S2.h"
#include "Point2.h"
#include "SimpleCamera.h"
#include "TupleConfig.h"
#include "NonlinearEquality.h"
namespace gtsam { namespace visualSLAM {
/**
* Typedefs that make up the visualSLAM namespace.
*/
typedef TypedSymbol<Pose3,'x'> PoseKey;
typedef TypedSymbol<Point3,'l'> PointKey;
typedef PairConfig<PoseKey, Pose3, PointKey, Point3> Config;
typedef NonlinearEquality<Config, PoseKey, Pose3> PoseConstraint;
typedef NonlinearEquality<Config, PointKey, Point3> PointConstraint;
/**
* Non-linear factor for a constraint derived from a 2D measurement,
* i.e. the main building block for visual SLAM.
*/
template <class Cfg=Config, class LmK=PointKey, class PosK=PoseKey>
class GenericProjectionFactor : public NonlinearFactor2<Cfg, PosK, Pose3, LmK, Point3>, Testable<GenericProjectionFactor<Cfg, LmK, PosK> > {
protected:
// Keep a copy of measurement and calibration for I/O
Point2 z_;
boost::shared_ptr<Cal3_S2> K_;
public:
// shorthand for base class type
typedef NonlinearFactor2<Cfg, PosK, Pose3, LmK, Point3> Base;
// shorthand for a smart pointer to a factor
typedef boost::shared_ptr<GenericProjectionFactor> shared_ptr;
/**
* Default constructor
*/
GenericProjectionFactor() : K_(new Cal3_S2(444, 555, 666, 777, 888)) {}
/**
* Constructor
* @param z is the 2 dimensional location of point in image (the measurement)
* @param sigma is the standard deviation
* @param cameraFrameNumber is basically the frame number
* @param landmarkNumber is the index of the landmark
* @param K the constant calibration
*/
GenericProjectionFactor(const Point2& z,
const SharedGaussian& model, PosK j_pose,
LmK j_landmark, const shared_ptrK& K) :
z_(z), K_(K), Base(model, j_pose, j_landmark) {
}
/**
* print
* @param s optional string naming the factor
*/
void print(const std::string& s = "ProjectionFactor") const {
Base::print(s);
z_.print(s + ".z");
}
/**
* equals
*/
bool equals(const GenericProjectionFactor<Cfg, LmK, PosK>& p, double tol = 1e-9) const {
return Base::equals(p, tol) && this->z_.equals(p.z_, tol)
&& this->K_->equals(*p.K_, tol);
}
// /** h(x) */
// Point2 predict(const Pose3& pose, const Point3& point) const {
// return SimpleCamera(*K_, pose).project(point);
// }
/** h(x)-z */
Vector evaluateError(const Pose3& pose, const Point3& point,
boost::optional<Matrix&> H1, boost::optional<Matrix&> H2) const {
SimpleCamera camera(*K_, pose);
if (H1) *H1=Dproject_pose(camera,point);
if (H2) *H2=Dproject_point(camera,point);
Point2 reprojectionError(project(camera, point) - z_);
return reprojectionError.vector();
}
private:
/** Serialization function */
friend class boost::serialization::access;
template<class Archive>
void serialize(Archive & ar, const unsigned int version) {
//ar & BOOST_SERIALIZATION_NVP(key1_);
//ar & BOOST_SERIALIZATION_NVP(key2_);
ar & BOOST_SERIALIZATION_NVP(z_);
ar & BOOST_SERIALIZATION_NVP(K_);
}
};
// Typedef for general use
typedef GenericProjectionFactor<Config, PointKey, PoseKey> ProjectionFactor;
/**
* Non-linear factor graph for vanilla visual SLAM
*/
class Graph: public NonlinearFactorGraph<Config> {
public:
/** default constructor is empty graph */
Graph() {
}
/** print out graph */
void print(const std::string& s = "") const {
NonlinearFactorGraph<Config>::print(s);
}
/** equals */
bool equals(const Graph& p, double tol = 1e-9) const {
return NonlinearFactorGraph<Config>::equals(p, tol);
}
/**
* Add a measurement
* @param j index of camera
* @param p to which pose to constrain it to
*/
void addMeasurement(const Point2& z, const SharedGaussian& model,
PoseKey i, PointKey j, const shared_ptrK& K) {
boost::shared_ptr<ProjectionFactor> factor(new ProjectionFactor(z, model, i, j, K));
push_back(factor);
}
/**
* Add a constraint on a pose (for now, *must* be satisfied in any Config)
* @param j index of camera
* @param p to which pose to constrain it to
*/
void addPoseConstraint(int j, const Pose3& p = Pose3()) {
boost::shared_ptr<PoseConstraint> factor(new PoseConstraint(j, p));
push_back(factor);
}
/**
* Add a constraint on a point (for now, *must* be satisfied in any Config)
* @param j index of landmark
* @param p to which point to constrain it to
*/
void addPointConstraint(int j, const Point3& p = Point3()) {
boost::shared_ptr<PointConstraint> factor(new PointConstraint(j, p));
push_back(factor);
}
}; // Graph
} } // namespaces