new triangulation method
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@ -148,6 +148,7 @@ class BundleAdjustmentBase {
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Eigen::Matrix<double, 2, 4> Jp;
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bool valid = cam.project(p_t_3d, res, &Jp);
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valid &= res.array().isFinite().all();
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if (!valid) {
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// std::cerr << " Invalid projection! kpt_pos.dir "
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@ -197,6 +198,7 @@ class BundleAdjustmentBase {
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Eigen::Matrix<double, 2, 4> Jp;
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bool valid = cam.project(p_h_3d, res, &Jp);
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valid &= res.array().isFinite().all();
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if (!valid) {
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// std::cerr << " Invalid projection! kpt_pos.dir "
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@ -246,9 +248,46 @@ class BundleAdjustmentBase {
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Eigen::MatrixXd& marg_H,
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Eigen::VectorXd& marg_b);
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static Eigen::Vector4d triangulate(const Eigen::Vector3d& p0_3d,
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const Eigen::Vector3d& p1_3d,
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const Sophus::SE3d& T_0_1);
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/// Triangulates the point and returns homogenous representation. First 3
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/// components - unit-length direction vector. Last component inverse
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/// distance.
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template <class Derived>
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static Eigen::Matrix<typename Derived::Scalar, 4, 1> triangulate(
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const Eigen::MatrixBase<Derived>& p0_3d,
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const Eigen::MatrixBase<Derived>& p1_3d,
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const Sophus::SE3<typename Derived::Scalar>& T_0_1) {
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EIGEN_STATIC_ASSERT_VECTOR_SPECIFIC_SIZE(Derived, 3);
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using Scalar = typename Derived::Scalar;
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using Vec3 = Eigen::Matrix<Scalar, 3, 1>;
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using Vec4 = Eigen::Matrix<Scalar, 4, 1>;
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using Mat33 = Eigen::Matrix<Scalar, 3, 3>;
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Vec3 t12 = T_0_1.translation();
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Mat33 R12 = T_0_1.rotationMatrix();
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Eigen::Matrix<Scalar, 3, 4> P1 = Eigen::Matrix<Scalar, 3, 4>::Zero();
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P1.template block<3, 3>(0, 0) = Eigen::Matrix<Scalar, 3, 3>::Identity();
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Eigen::Matrix<Scalar, 3, 4> P2 = Eigen::Matrix<Scalar, 3, 4>::Zero();
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P2.template block<3, 3>(0, 0) = R12.transpose();
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P2.template block<3, 1>(0, 3) = -R12.transpose() * t12;
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Vec3 f1 = p0_3d;
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Vec3 f2 = p1_3d;
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Eigen::Matrix<Scalar, 4, 4> A(4, 4);
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A.row(0) = f1[0] * P1.row(2) - f1[2] * P1.row(0);
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A.row(1) = f1[1] * P1.row(2) - f1[2] * P1.row(1);
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A.row(2) = f2[0] * P2.row(2) - f2[2] * P2.row(0);
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A.row(3) = f2[1] * P2.row(2) - f2[2] * P2.row(1);
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Eigen::JacobiSVD<Eigen::Matrix<Scalar, 4, 4>> mySVD(A, Eigen::ComputeFullV);
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Vec4 worldPoint = mySVD.matrixV().col(3);
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worldPoint /= worldPoint.template head<3>().norm();
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// Enforse same direction of bearing vector and initial point
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if (p0_3d.dot(worldPoint.template head<3>()) < 0) worldPoint *= -1;
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return worldPoint;
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}
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template <class AccumT>
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static void linearizeAbs(const Eigen::MatrixXd& rel_H,
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@ -431,29 +431,6 @@ void BundleAdjustmentBase::get_current_points(
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}
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}
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Eigen::Vector4d BundleAdjustmentBase::triangulate(const Eigen::Vector3d& p0_3d,
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const Eigen::Vector3d& p1_3d,
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const Sophus::SE3d& T_0_1) {
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Eigen::Vector3d p1_3d_unrotated = T_0_1.so3() * p1_3d;
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Eigen::Vector2d b;
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b[0] = T_0_1.translation().dot(p0_3d);
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b[1] = T_0_1.translation().dot(p1_3d_unrotated);
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Eigen::Matrix2d A;
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A(0, 0) = p0_3d.dot(p0_3d);
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A(1, 0) = p0_3d.dot(p1_3d_unrotated);
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A(0, 1) = -A(1, 0);
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A(1, 1) = -p1_3d_unrotated.dot(p1_3d_unrotated);
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Eigen::Vector2d lambda = A.inverse() * b;
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Eigen::Vector3d xm = lambda[0] * p0_3d;
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Eigen::Vector3d xn = T_0_1.translation() + lambda[1] * p1_3d_unrotated;
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Eigen::Vector4d p0_triangulated;
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p0_triangulated.head<3>() = (xm + xn) / 2;
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p0_triangulated[3] = 0;
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return p0_triangulated;
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}
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void BundleAdjustmentBase::marginalizeHelper(Eigen::MatrixXd& abs_H,
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Eigen::VectorXd& abs_b,
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const std::set<int>& idx_to_keep,
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@ -335,20 +335,18 @@ bool KeypointVioEstimator::measure(const OpticalFlowResult::Ptr& opt_flow_meas,
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Eigen::Vector4d p0_triangulated =
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triangulate(p0_3d.head<3>(), p1_3d.head<3>(), T_0_1);
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if (p0_triangulated[2] > 0) {
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if (p0_triangulated.array().isFinite().all() &&
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p0_triangulated[3] > 0 && p0_triangulated[3] < 3.0) {
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KeypointPosition kpt_pos;
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kpt_pos.kf_id = tcidl;
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kpt_pos.dir = StereographicParam<double>::project(p0_triangulated);
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kpt_pos.id = 1.0 / p0_triangulated.norm();
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if (kpt_pos.id > 0 && kpt_pos.id < 10) {
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kpt_pos.id = p0_triangulated[3];
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kpts[lm_id] = kpt_pos;
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num_points_added++;
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valid_kp = true;
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}
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}
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}
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if (valid_kp) {
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for (const auto& kv_obs : kp_obs) {
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@ -632,12 +632,13 @@ void NfrMapper::setup_opt() {
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Eigen::Vector4d pos_3d = triangulate(
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pos_3d_h.head<3>(), pos_3d_o.head<3>(), T_w_h.inverse() * T_w_o);
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if (pos_3d[2] < 0.5 || pos_3d.norm() < 0.5) continue;
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if (!pos_3d.array().isFinite().all() || pos_3d[3] <= 0 || pos_3d[3] > 2.0)
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continue;
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KeypointPosition pos;
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pos.kf_id = tcid_h;
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pos.dir = StereographicParam<double>::project(pos_3d);
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pos.id = 1.0 / pos_3d.norm();
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pos.id = pos_3d[3];
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kpts[kv.first] = pos;
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