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237 lines
9.1 KiB
237 lines
9.1 KiB
// Ceres Solver - A fast non-linear least squares minimizer
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// Copyright 2023 Google Inc. All rights reserved.
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// http://ceres-solver.org/
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//
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// Redistribution and use in source and binary forms, with or without
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// modification, are permitted provided that the following conditions are met:
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//
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// * Redistributions of source code must retain the above copyright notice,
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// this list of conditions and the following disclaimer.
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// * Redistributions in binary form must reproduce the above copyright notice,
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// this list of conditions and the following disclaimer in the documentation
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// and/or other materials provided with the distribution.
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// * Neither the name of Google Inc. nor the names of its contributors may be
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// used to endorse or promote products derived from this software without
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// specific prior written permission.
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//
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// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
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// AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
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// IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
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// ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
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// LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
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// CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
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// SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
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// INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
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// CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
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// ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
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// POSSIBILITY OF SUCH DAMAGE.
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//
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// Author: vitus@google.com (Mike Vitus)
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// jodebo_beck@gmx.de (Johannes Beck)
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#ifndef CERES_PUBLIC_SPHERE_MANIFOLD_H_
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#define CERES_PUBLIC_SPHERE_MANIFOLD_H_
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#include <Eigen/Core>
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#include <algorithm>
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#include <array>
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#include <memory>
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#include <vector>
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#include "ceres/internal/disable_warnings.h"
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#include "ceres/internal/export.h"
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#include "ceres/internal/householder_vector.h"
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#include "ceres/internal/sphere_manifold_functions.h"
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#include "ceres/manifold.h"
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#include "ceres/types.h"
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#include "glog/logging.h"
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namespace ceres {
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// This provides a manifold on a sphere meaning that the norm of the vector
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// stays the same. Such cases often arises in Structure for Motion
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// problems. One example where they are used is in representing points whose
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// triangulation is ill-conditioned. Here it is advantageous to use an
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// over-parameterization since homogeneous vectors can represent points at
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// infinity.
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//
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// The plus operator is defined as
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// Plus(x, delta) =
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// [sin(0.5 * |delta|) * delta / |delta|, cos(0.5 * |delta|)] * x
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//
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// The minus operator is defined as
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// Minus(x, y) = 2 atan2(nhy, y[-1]) / nhy * hy[0 : size_ - 1]
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// with nhy = norm(hy[0 : size_ - 1])
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//
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// with * defined as an operator which applies the update orthogonal to x to
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// remain on the sphere. The ambient space dimension is required to be greater
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// than 1.
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//
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// The class works with dynamic and static ambient space dimensions. If the
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// ambient space dimensions is known at compile time use
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//
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// SphereManifold<3> manifold;
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//
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// If the ambient space dimensions is not known at compile time the template
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// parameter needs to be set to ceres::DYNAMIC and the actual dimension needs
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// to be provided as a constructor argument:
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//
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// SphereManifold<ceres::DYNAMIC> manifold(ambient_dim);
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//
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// See section B.2 (p.25) in "Integrating Generic Sensor Fusion Algorithms
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// with Sound State Representations through Encapsulation of Manifolds" by C.
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// Hertzberg, R. Wagner, U. Frese and L. Schroder for more details
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// (https://arxiv.org/pdf/1107.1119.pdf)
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template <int AmbientSpaceDimension>
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class SphereManifold final : public Manifold {
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public:
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static_assert(
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AmbientSpaceDimension == ceres::DYNAMIC || AmbientSpaceDimension > 1,
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"The size of the homogeneous vector needs to be greater than 1.");
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static_assert(ceres::DYNAMIC == Eigen::Dynamic,
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"ceres::DYNAMIC needs to be the same as Eigen::Dynamic.");
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SphereManifold();
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explicit SphereManifold(int size);
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int AmbientSize() const override {
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return AmbientSpaceDimension == ceres::DYNAMIC ? size_
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: AmbientSpaceDimension;
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}
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int TangentSize() const override { return AmbientSize() - 1; }
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bool Plus(const double* x,
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const double* delta,
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double* x_plus_delta) const override;
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bool PlusJacobian(const double* x, double* jacobian) const override;
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bool Minus(const double* y,
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const double* x,
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double* y_minus_x) const override;
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bool MinusJacobian(const double* x, double* jacobian) const override;
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private:
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static constexpr int TangentSpaceDimension =
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AmbientSpaceDimension > 0 ? AmbientSpaceDimension - 1 : Eigen::Dynamic;
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// NOTE: Eigen does not allow to have a RowMajor column vector.
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// In that case, change the storage order
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static constexpr int SafeRowMajor =
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TangentSpaceDimension == 1 ? Eigen::ColMajor : Eigen::RowMajor;
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using AmbientVector = Eigen::Matrix<double, AmbientSpaceDimension, 1>;
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using TangentVector = Eigen::Matrix<double, TangentSpaceDimension, 1>;
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using MatrixPlusJacobian = Eigen::Matrix<double,
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AmbientSpaceDimension,
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TangentSpaceDimension,
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SafeRowMajor>;
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using MatrixMinusJacobian = Eigen::Matrix<double,
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TangentSpaceDimension,
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AmbientSpaceDimension,
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Eigen::RowMajor>;
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const int size_{};
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};
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template <int AmbientSpaceDimension>
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SphereManifold<AmbientSpaceDimension>::SphereManifold()
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: size_{AmbientSpaceDimension} {
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static_assert(
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AmbientSpaceDimension != Eigen::Dynamic,
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"The size is set to dynamic. Please call the constructor with a size.");
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}
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template <int AmbientSpaceDimension>
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SphereManifold<AmbientSpaceDimension>::SphereManifold(int size) : size_{size} {
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if (AmbientSpaceDimension != Eigen::Dynamic) {
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CHECK_EQ(AmbientSpaceDimension, size)
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<< "Specified size by template parameter differs from the supplied "
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"one.";
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} else {
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CHECK_GT(size_, 1)
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<< "The size of the manifold needs to be greater than 1.";
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}
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}
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template <int AmbientSpaceDimension>
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bool SphereManifold<AmbientSpaceDimension>::Plus(
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const double* x_ptr,
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const double* delta_ptr,
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double* x_plus_delta_ptr) const {
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Eigen::Map<const AmbientVector> x(x_ptr, size_);
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Eigen::Map<const TangentVector> delta(delta_ptr, size_ - 1);
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Eigen::Map<AmbientVector> x_plus_delta(x_plus_delta_ptr, size_);
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const double norm_delta = delta.norm();
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if (norm_delta == 0.0) {
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x_plus_delta = x;
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return true;
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}
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AmbientVector v(size_);
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double beta;
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// NOTE: The explicit template arguments are needed here because
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// ComputeHouseholderVector is templated and some versions of MSVC
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// have trouble deducing the type of v automatically.
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internal::ComputeHouseholderVector<Eigen::Map<const AmbientVector>,
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double,
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AmbientSpaceDimension>(x, &v, &beta);
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internal::ComputeSphereManifoldPlus(
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v, beta, x, delta, norm_delta, &x_plus_delta);
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return true;
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}
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template <int AmbientSpaceDimension>
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bool SphereManifold<AmbientSpaceDimension>::PlusJacobian(
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const double* x_ptr, double* jacobian_ptr) const {
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Eigen::Map<const AmbientVector> x(x_ptr, size_);
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Eigen::Map<MatrixPlusJacobian> jacobian(jacobian_ptr, size_, size_ - 1);
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internal::ComputeSphereManifoldPlusJacobian(x, &jacobian);
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return true;
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}
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template <int AmbientSpaceDimension>
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bool SphereManifold<AmbientSpaceDimension>::Minus(const double* y_ptr,
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const double* x_ptr,
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double* y_minus_x_ptr) const {
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AmbientVector y = Eigen::Map<const AmbientVector>(y_ptr, size_);
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Eigen::Map<const AmbientVector> x(x_ptr, size_);
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Eigen::Map<TangentVector> y_minus_x(y_minus_x_ptr, size_ - 1);
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// Apply hoseholder transformation.
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AmbientVector v(size_);
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double beta;
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// NOTE: The explicit template arguments are needed here because
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// ComputeHouseholderVector is templated and some versions of MSVC
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// have trouble deducing the type of v automatically.
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internal::ComputeHouseholderVector<Eigen::Map<const AmbientVector>,
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double,
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AmbientSpaceDimension>(x, &v, &beta);
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internal::ComputeSphereManifoldMinus(v, beta, x, y, &y_minus_x);
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return true;
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}
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template <int AmbientSpaceDimension>
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bool SphereManifold<AmbientSpaceDimension>::MinusJacobian(
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const double* x_ptr, double* jacobian_ptr) const {
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Eigen::Map<const AmbientVector> x(x_ptr, size_);
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Eigen::Map<MatrixMinusJacobian> jacobian(jacobian_ptr, size_ - 1, size_);
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internal::ComputeSphereManifoldMinusJacobian(x, &jacobian);
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return true;
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}
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} // namespace ceres
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// clang-format off
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#include "ceres/internal/reenable_warnings.h"
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// clang-format on
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#endif // CERES_PUBLIC_SPHERE_MANIFOLD_H_
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