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302 lines
12 KiB
302 lines
12 KiB
5 months ago
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// 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: jodebo_beck@gmx.de (Johannes Beck)
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//
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#ifndef CERES_PUBLIC_LINE_MANIFOLD_H_
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#define CERES_PUBLIC_LINE_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 for lines, where the line is
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// over-parameterized by an origin point and a direction vector. So the
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// parameter vector size needs to be two times the ambient space dimension,
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// where the first half is interpreted as the origin point and the second half
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// as the direction.
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//
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// The plus operator for the line direction is the same as for the
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// SphereManifold. The update of the origin point is
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// perpendicular to the line direction before the update.
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//
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// This manifold is a special case of the affine Grassmannian
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// manifold (see https://en.wikipedia.org/wiki/Affine_Grassmannian_(manifold))
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// for the case Graff_1(R^n).
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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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// LineManifold<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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// LineManifold<ceres::DYNAMIC> manifold(ambient_dim);
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//
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template <int AmbientSpaceDimension>
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class LineManifold final : public Manifold {
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public:
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static_assert(AmbientSpaceDimension == DYNAMIC || AmbientSpaceDimension >= 2,
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"The ambient space must be at least 2.");
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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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LineManifold();
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explicit LineManifold(int size);
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int AmbientSize() const override { return 2 * size_; }
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int TangentSize() const override { return 2 * (size_ - 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 bool IsDynamic = (AmbientSpaceDimension == ceres::DYNAMIC);
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static constexpr int TangentSpaceDimension =
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IsDynamic ? ceres::DYNAMIC : AmbientSpaceDimension - 1;
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static constexpr int DAmbientSpaceDimension =
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IsDynamic ? ceres::DYNAMIC : 2 * AmbientSpaceDimension;
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static constexpr int DTangentSpaceDimension =
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IsDynamic ? ceres::DYNAMIC : 2 * TangentSpaceDimension;
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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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DAmbientSpaceDimension,
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DTangentSpaceDimension,
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Eigen::RowMajor>;
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using MatrixMinusJacobian = Eigen::Matrix<double,
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DTangentSpaceDimension,
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DAmbientSpaceDimension,
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Eigen::RowMajor>;
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const int size_{AmbientSpaceDimension};
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};
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template <int AmbientSpaceDimension>
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LineManifold<AmbientSpaceDimension>::LineManifold()
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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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LineManifold<AmbientSpaceDimension>::LineManifold(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 LineManifold<AmbientSpaceDimension>::Plus(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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// We seek a box plus operator of the form
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//
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// [o*, d*] = Plus([o, d], [delta_o, delta_d])
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//
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// where o is the origin point, d is the direction vector, delta_o is
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// the delta of the origin point and delta_d the delta of the direction and
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// o* and d* is the updated origin point and direction.
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//
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// We separate the Plus operator into the origin point and directional part
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// d* = Plus_d(d, delta_d)
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// o* = Plus_o(o, d, delta_o)
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//
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// The direction update function Plus_d is the same as as the SphereManifold:
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//
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// d* = H_{v(d)} [sinc(|delta_d|) delta_d, cos(|delta_d|)]^T
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//
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// where H is the householder matrix
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// H_{v} = I - (2 / |v|^2) v v^T
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// and
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// v(d) = d - sign(d_n) |d| e_n.
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//
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// The origin point update function Plus_o is defined as
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//
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// o* = o + H_{v(d)} [delta_o, 0]^T.
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Eigen::Map<const AmbientVector> o(x_ptr, size_);
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Eigen::Map<const AmbientVector> d(x_ptr + size_, size_);
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Eigen::Map<const TangentVector> delta_o(delta_ptr, size_ - 1);
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Eigen::Map<const TangentVector> delta_d(delta_ptr + size_ - 1, size_ - 1);
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Eigen::Map<AmbientVector> o_plus_delta(x_plus_delta_ptr, size_);
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Eigen::Map<AmbientVector> d_plus_delta(x_plus_delta_ptr + size_, size_);
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const double norm_delta_d = delta_d.norm();
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o_plus_delta = o;
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// Shortcut for zero delta direction.
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if (norm_delta_d == 0.0) {
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d_plus_delta = d;
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if (delta_o.isZero(0.0)) {
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return true;
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}
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}
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// Calculate the householder transformation which is needed for f_d and f_o.
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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>(d, &v, &beta);
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if (norm_delta_d != 0.0) {
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internal::ComputeSphereManifoldPlus(
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v, beta, d, delta_d, norm_delta_d, &d_plus_delta);
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}
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// The null space is in the direction of the line, so the tangent space is
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// perpendicular to the line direction. This is achieved by using the
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// householder matrix of the direction and allow only movements
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// perpendicular to e_n.
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AmbientVector y(size_);
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y << delta_o, 0;
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o_plus_delta += internal::ApplyHouseholderVector(y, v, beta);
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return true;
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}
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template <int AmbientSpaceDimension>
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bool LineManifold<AmbientSpaceDimension>::PlusJacobian(
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const double* x_ptr, double* jacobian_ptr) const {
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Eigen::Map<const AmbientVector> d(x_ptr + size_, size_);
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Eigen::Map<MatrixPlusJacobian> jacobian(
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jacobian_ptr, 2 * size_, 2 * (size_ - 1));
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// Clear the Jacobian as only half of the matrix is not zero.
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jacobian.setZero();
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auto jacobian_d =
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jacobian
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.template topLeftCorner<AmbientSpaceDimension, TangentSpaceDimension>(
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size_, size_ - 1);
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auto jacobian_o = jacobian.template bottomRightCorner<AmbientSpaceDimension,
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TangentSpaceDimension>(
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size_, size_ - 1);
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internal::ComputeSphereManifoldPlusJacobian(d, &jacobian_d);
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jacobian_o = jacobian_d;
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return true;
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}
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template <int AmbientSpaceDimension>
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bool LineManifold<AmbientSpaceDimension>::Minus(const double* y_ptr,
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const double* x_ptr,
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double* y_minus_x) const {
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Eigen::Map<const AmbientVector> y_o(y_ptr, size_);
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Eigen::Map<const AmbientVector> y_d(y_ptr + size_, size_);
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Eigen::Map<const AmbientVector> x_o(x_ptr, size_);
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Eigen::Map<const AmbientVector> x_d(x_ptr + size_, size_);
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Eigen::Map<TangentVector> y_minus_x_o(y_minus_x, size_ - 1);
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Eigen::Map<TangentVector> y_minus_x_d(y_minus_x + size_ - 1, size_ - 1);
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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_d, &v, &beta);
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internal::ComputeSphereManifoldMinus(v, beta, x_d, y_d, &y_minus_x_d);
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AmbientVector delta_o = y_o - x_o;
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const AmbientVector h_delta_o =
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internal::ApplyHouseholderVector(delta_o, v, beta);
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y_minus_x_o = h_delta_o.template head<TangentSpaceDimension>(size_ - 1);
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return true;
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}
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template <int AmbientSpaceDimension>
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bool LineManifold<AmbientSpaceDimension>::MinusJacobian(
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const double* x_ptr, double* jacobian_ptr) const {
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Eigen::Map<const AmbientVector> d(x_ptr + size_, size_);
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Eigen::Map<MatrixMinusJacobian> jacobian(
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jacobian_ptr, 2 * (size_ - 1), 2 * size_);
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// Clear the Jacobian as only half of the matrix is not zero.
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jacobian.setZero();
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auto jacobian_d =
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jacobian
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.template topLeftCorner<TangentSpaceDimension, AmbientSpaceDimension>(
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size_ - 1, size_);
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auto jacobian_o = jacobian.template bottomRightCorner<TangentSpaceDimension,
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AmbientSpaceDimension>(
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size_ - 1, size_);
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internal::ComputeSphereManifoldMinusJacobian(d, &jacobian_d);
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jacobian_o = jacobian_d;
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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_LINE_MANIFOLD_H_
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