cartographer/cartographer/mapping_3d/pose_graph/landmark_cost_function.h

111 lines
4.5 KiB
C++

/*
* Copyright 2018 The Cartographer Authors
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
#ifndef CARTOGRAPHER_MAPPING_3D_POSE_GRAPH_LANDMARK_COST_FUNCTION_H_
#define CARTOGRAPHER_MAPPING_3D_POSE_GRAPH_LANDMARK_COST_FUNCTION_H_
#include "Eigen/Core"
#include "Eigen/Geometry"
#include "cartographer/mapping/pose_graph/cost_helpers.h"
#include "cartographer/mapping/pose_graph_interface.h"
#include "cartographer/mapping_3d/pose_graph/optimization_problem.h"
#include "cartographer/transform/rigid_transform.h"
#include "cartographer/transform/transform.h"
#include "ceres/ceres.h"
#include "ceres/jet.h"
namespace cartographer {
namespace mapping_3d {
namespace pose_graph {
// Cost function measuring the weighted error between the observed pose given by
// the landmark measurement and the linearly interpolated pose.
class LandmarkCostFunction {
public:
using LandmarkObservation =
mapping::PoseGraphInterface::LandmarkNode::LandmarkObservation;
static ceres::CostFunction* CreateAutoDiffCostFunction(
const LandmarkObservation& observation, const NodeData& prev_node,
const NodeData& next_node) {
return new ceres::AutoDiffCostFunction<
LandmarkCostFunction, 6 /* residuals */,
4 /* previous node rotation variables */,
3 /* previous node translation variables */,
4 /* next node rotation variables */,
3 /* next node translation variables */,
4 /* landmark rotation variables */,
3 /* landmark translation variables */>(
new LandmarkCostFunction(observation, prev_node, next_node));
}
template <typename T>
bool operator()(const T* const prev_node_rotation,
const T* const prev_node_translation,
const T* const next_node_rotation,
const T* const next_node_translation,
const T* const landmark_rotation,
const T* const landmark_translation, T* const e) const {
using mapping::pose_graph::ComputeUnscaledError;
using mapping::pose_graph::ScaleError;
using mapping::pose_graph::SlerpQuaternions;
const std::array<T, 3> interpolated_pose_translation{
{prev_node_translation[0] +
interpolation_parameter_ *
(next_node_translation[0] - prev_node_translation[0]),
prev_node_translation[1] +
interpolation_parameter_ *
(next_node_translation[1] - prev_node_translation[1]),
prev_node_translation[2] +
interpolation_parameter_ *
(next_node_translation[2] - prev_node_translation[2])}};
const std::array<T, 4> interpolated_pose_rotation = SlerpQuaternions(
prev_node_rotation, next_node_rotation, T(interpolation_parameter_));
const std::array<T, 6> error = ScaleError(
ComputeUnscaledError(landmark_to_tracking_transform_,
interpolated_pose_rotation.data(),
interpolated_pose_translation.data(),
landmark_rotation, landmark_translation),
T(translation_weight_), T(rotation_weight_));
std::copy(std::begin(error), std::end(error), e);
return true;
}
private:
LandmarkCostFunction(const LandmarkObservation& observation,
const NodeData& prev_node, const NodeData& next_node)
: landmark_to_tracking_transform_(
observation.landmark_to_tracking_transform),
translation_weight_(observation.translation_weight),
rotation_weight_(observation.rotation_weight),
interpolation_parameter_(
common::ToSeconds(observation.time - prev_node.time) /
common::ToSeconds(next_node.time - prev_node.time)) {}
const transform::Rigid3d landmark_to_tracking_transform_;
const double translation_weight_;
const double rotation_weight_;
const double interpolation_parameter_;
};
} // namespace pose_graph
} // namespace mapping_3d
} // namespace cartographer
#endif // CARTOGRAPHER_MAPPING_3D_POSE_GRAPH_LANDMARK_COST_FUNCTION_H_