74 lines
3.1 KiB
C++
74 lines
3.1 KiB
C++
//
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// Created by root on 4/13/21.
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//
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#ifndef SVO_SVOVISIONFACTOR_H
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#define SVO_SVOVISIONFACTOR_H
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#pragma once
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#include <gtsam/nonlinear/NonlinearFactor.h>
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#include <gtsam/base/Matrix.h>
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#include <gtsam/base/Vector.h>
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#include <gtsam/geometry/Pose3.h>
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#include <vikit/robust_cost.h>
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#include <vikit/math_utils.h>
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#include <gpu_svo/frame.h>
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namespace svo {
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class VisionFactor: public gtsam::NoiseModelFactor2<gtsam::Pose3,gtsam::Point3> {
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private:
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// measurement information
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gtsam::Point3 feature; ///<Unit-bearing vector of the feature.
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int level; ///< Image pyramid level where feature was extracted.
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public:
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/// shorthand for a smart pointer to a factor
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typedef boost::shared_ptr<VisionFactor> shared_ptr;
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/**
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* Constructor
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* @param feature Unit-bearing vector of the feature.
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* @param model is the standard deviation
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* @param pointKey is the index of the landmark
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* @param poseKey is the index of the camera pose
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* @param landmark 3D position of the landmark
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* @param body_P_sensor is the transform from body to sensor frame (default identity)
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* @param level Image pyramid level where feature was extracted.
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*/
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VisionFactor(const gtsam::Point3& feature,const int level,
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const gtsam::SharedNoiseModel& H,
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gtsam::Key poseKey,gtsam::Key landKey ) :
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gtsam::NoiseModelFactor2<gtsam::Pose3,gtsam::Point3>(H, poseKey,landKey), feature(feature),level(level){}
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virtual ~VisionFactor(){}
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/// error function
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/// @param p the Estimated pose in Pose3
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/// @param H the optional Jacobian matrix, which use boost optional and has default null pointer
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gtsam::Vector evaluateError(const gtsam::Pose3& p,const gtsam::Point3& l,
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boost::optional<gtsam::Matrix&> H1 = boost::none,boost::optional<gtsam::Matrix&> H2 = boost::none) const {
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// note that use boost optional like a pointer
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// only calculate jacobian matrix when non-null pointer exists
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gtsam::Matrix26 J1;
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gtsam::Matrix23 J2;
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gtsam::Point3 point(p*l);
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svo::Frame::jacobian_xyz2uv(point, J1);
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svo::Frame::jacobian_l2uv(point, J2);
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Vector2d e=(vk::project2d(feature) - vk::project2d(point))*1.0 / (1<<level);
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if(H1)(*H1) = (gtsam::Matrix(2,6)<< J1*1.0 / (1<<level)).finished();
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if(H2)(*H2) = (gtsam::Matrix(2,3)<< J2*1.0 / (1<<level)).finished();
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return e;
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}
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// The second is a 'clone' function that allows the factor to be copied. Under most
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// circumstances, the following code that employs the default copy constructor should
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// work fine.
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virtual gtsam::NonlinearFactor::shared_ptr clone() const {
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return boost::static_pointer_cast<gtsam::NonlinearFactor>(
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gtsam::NonlinearFactor::shared_ptr(new VisionFactor(*this))); }
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};
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} // namespace gtsamexamples
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#endif //SVO_SVOVISIONFACTOR_H
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