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4PCS for initial pairwise point cloud registration
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183
registration/include/pcl/registration/impl/transformation_estimation_3point.hpp
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/* | ||
* Software License Agreement (BSD License) | ||
* | ||
* Point Cloud Library (PCL) - www.pointclouds.org | ||
* Copyright (c) 2014-, Open Perception, Inc. | ||
* | ||
* All rights reserved. | ||
* | ||
* Redistribution and use in source and binary forms, with or without | ||
* modification, are permitted provided that the following conditions | ||
* are met: | ||
* | ||
* * Redistributions of source code must retain the above copyright | ||
* notice, this list of conditions and the following disclaimer. | ||
* * Redistributions in binary form must reproduce the above | ||
* copyright notice, this list of conditions and the following | ||
* disclaimer in the documentation and/or other materials provided | ||
* with the distribution. | ||
* * Neither the name of the copyright holder(s) nor the names of its | ||
* contributors may be used to endorse or promote products derived | ||
* from this software without specific prior written permission. | ||
* | ||
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS | ||
* "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT | ||
* LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS | ||
* FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE | ||
* COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, | ||
* INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, | ||
* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; | ||
* LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER | ||
* CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT | ||
* LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN | ||
* ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE | ||
* POSSIBILITY OF SUCH DAMAGE. | ||
* | ||
* $Id: transformation_estimation_3point.hpp 2014 P.W.Theiler$ | ||
* | ||
*/ | ||
#ifndef PCL_REGISTRATION_IMPL_TRANSFORMATION_ESTIMATION_3POINT_H_ | ||
#define PCL_REGISTRATION_IMPL_TRANSFORMATION_ESTIMATION_3POINT_H_ | ||
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#include <pcl/common/eigen.h> | ||
#include <pcl/registration/transformation_estimation_3point.h> | ||
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/////////////////////////////////////////////////////////////////////////////////////////// | ||
template <typename PointSource, typename PointTarget, typename Scalar> inline void | ||
pcl::registration::TransformationEstimation3Point<PointSource, PointTarget, Scalar>::estimateRigidTransformation ( | ||
const pcl::PointCloud<PointSource> &cloud_src, | ||
const pcl::PointCloud<PointTarget> &cloud_tgt, | ||
Matrix4 &transformation_matrix) const | ||
{ | ||
if (cloud_src.points.size () != 3 || cloud_tgt.points.size () != 3) | ||
{ | ||
PCL_ERROR ("[pcl::TransformationEstimation3Point::estimateRigidTransformation] Number of points in source (%lu) and target (%lu) must be 3!\n", | ||
cloud_src.points.size (), cloud_tgt.points.size ()); | ||
return; | ||
} | ||
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ConstCloudIterator<PointSource> source_it (cloud_src); | ||
ConstCloudIterator<PointTarget> target_it (cloud_tgt); | ||
estimateRigidTransformation (source_it, target_it, transformation_matrix); | ||
} | ||
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/////////////////////////////////////////////////////////////////////////////////////////// | ||
template <typename PointSource, typename PointTarget, typename Scalar> void | ||
pcl::registration::TransformationEstimation3Point<PointSource, PointTarget, Scalar>::estimateRigidTransformation ( | ||
const pcl::PointCloud<PointSource> &cloud_src, | ||
const std::vector<int> &indices_src, | ||
const pcl::PointCloud<PointTarget> &cloud_tgt, | ||
Matrix4 &transformation_matrix) const | ||
{ | ||
if (indices_src.size () != 3 || cloud_tgt.points.size () != 3) | ||
{ | ||
PCL_ERROR ("[pcl::TransformationEstimation3Point::estimateRigidTransformation] Number of indices in source (%lu) and points in target (%lu) must be 3!\n", | ||
indices_src.size (), cloud_tgt.points.size ()); | ||
return; | ||
} | ||
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ConstCloudIterator<PointSource> source_it (cloud_src, indices_src); | ||
ConstCloudIterator<PointTarget> target_it (cloud_tgt); | ||
estimateRigidTransformation (source_it, target_it, transformation_matrix); | ||
} | ||
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/////////////////////////////////////////////////////////////////////////////////////////// | ||
template <typename PointSource, typename PointTarget, typename Scalar> inline void | ||
pcl::registration::TransformationEstimation3Point<PointSource, PointTarget, Scalar>::estimateRigidTransformation ( | ||
const pcl::PointCloud<PointSource> &cloud_src, | ||
const std::vector<int> &indices_src, | ||
const pcl::PointCloud<PointTarget> &cloud_tgt, | ||
const std::vector<int> &indices_tgt, | ||
Matrix4 &transformation_matrix) const | ||
{ | ||
if (indices_src.size () != 3 || indices_tgt.size () != 3) | ||
{ | ||
PCL_ERROR ("[pcl::TransformationEstimation3Point::estimateRigidTransformation] Number of indices in source (%lu) and target (%lu) must be 3!\n", | ||
indices_src.size (), indices_tgt.size ()); | ||
return; | ||
} | ||
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ConstCloudIterator<PointSource> source_it (cloud_src, indices_src); | ||
ConstCloudIterator<PointTarget> target_it (cloud_tgt, indices_tgt); | ||
estimateRigidTransformation (source_it, target_it, transformation_matrix); | ||
} | ||
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/////////////////////////////////////////////////////////////////////////////////////////// | ||
template <typename PointSource, typename PointTarget, typename Scalar> void | ||
pcl::registration::TransformationEstimation3Point<PointSource, PointTarget, Scalar>::estimateRigidTransformation ( | ||
const pcl::PointCloud<PointSource> &cloud_src, | ||
const pcl::PointCloud<PointTarget> &cloud_tgt, | ||
const pcl::Correspondences &correspondences, | ||
Matrix4 &transformation_matrix) const | ||
{ | ||
if (correspondences.size () != 3) | ||
{ | ||
PCL_ERROR ("[pcl::TransformationEstimation3Point::estimateRigidTransformation] Number of correspondences (%lu) must be 3!\n", | ||
correspondences.size ()); | ||
return; | ||
} | ||
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ConstCloudIterator<PointSource> source_it (cloud_src, correspondences, true); | ||
ConstCloudIterator<PointTarget> target_it (cloud_tgt, correspondences, false); | ||
estimateRigidTransformation (source_it, target_it, transformation_matrix); | ||
} | ||
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/////////////////////////////////////////////////////////////////////////////////////////// | ||
template <typename PointSource, typename PointTarget, typename Scalar> inline void | ||
pcl::registration::TransformationEstimation3Point<PointSource, PointTarget, Scalar>::estimateRigidTransformation ( | ||
ConstCloudIterator<PointSource>& source_it, | ||
ConstCloudIterator<PointTarget>& target_it, | ||
Matrix4 &transformation_matrix) const | ||
{ | ||
transformation_matrix.setIdentity (); | ||
source_it.reset (); | ||
target_it.reset (); | ||
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Eigen::Matrix <Scalar, 4, 1> source_mean, target_mean; | ||
pcl::compute3DCentroid (source_it, source_mean); | ||
pcl::compute3DCentroid (target_it, target_mean); | ||
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source_it.reset (); | ||
target_it.reset (); | ||
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Eigen::Matrix <Scalar, Eigen::Dynamic, Eigen::Dynamic> source_demean, target_demean; | ||
pcl::demeanPointCloud (source_it, source_mean, source_demean, 3); | ||
pcl::demeanPointCloud (target_it, target_mean, target_demean, 3); | ||
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source_it.reset (); | ||
target_it.reset (); | ||
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Eigen::Matrix <Scalar, 3, 1> s1 = source_demean.col (1).head (3) - source_demean.col (0).head (3); | ||
s1.normalize (); | ||
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Eigen::Matrix <Scalar, 3, 1> s2 = source_demean.col (2).head (3) - source_demean.col (0).head (3); | ||
s2 -= s2.dot (s1) * s1; | ||
s2.normalize (); | ||
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Eigen::Matrix <Scalar, 3, 3> source_rot; | ||
source_rot.col (0) = s1; | ||
source_rot.col (1) = s2; | ||
source_rot.col (2) = s1.cross (s2); | ||
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Eigen::Matrix <Scalar, 3, 1> t1 = target_demean.col (1).head (3) - target_demean.col (0).head (3); | ||
t1.normalize (); | ||
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Eigen::Matrix <Scalar, 3, 1> t2 = target_demean.col (2).head (3) - target_demean.col (0).head (3); | ||
t2 -= t2.dot (t1) * t1; | ||
t2.normalize (); | ||
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Eigen::Matrix <Scalar, 3, 3> target_rot; | ||
target_rot.col (0) = t1; | ||
target_rot.col (1) = t2; | ||
target_rot.col (2) = t1.cross (t2); | ||
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//Eigen::Matrix <Scalar, 3, 3> R = source_rot * target_rot.transpose (); | ||
Eigen::Matrix <Scalar, 3, 3> R = target_rot * source_rot.transpose (); | ||
transformation_matrix.topLeftCorner (3, 3) = R; | ||
//transformation_matrix.block (0, 3, 3, 1) = source_mean.head (3) - R * target_mean.head (3); | ||
transformation_matrix.block (0, 3, 3, 1) = target_mean.head (3) - R * source_mean.head (3); | ||
} | ||
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//#define PCL_INSTANTIATE_TransformationEstimation3Point(T,U) template class PCL_EXPORTS pcl::registration::TransformationEstimation3Point<T,U>; | ||
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#endif // PCL_REGISTRATION_IMPL_TRANSFORMATION_ESTIMATION_3POINT_H_ |
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registration/include/pcl/registration/matching_candidate.h
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/* | ||
* Software License Agreement (BSD License) | ||
* | ||
* Point Cloud Library (PCL) - www.pointclouds.org | ||
* Copyright (c) 2014-, Open Perception, Inc. | ||
* Copyright (C) 2008 Ben Gurion University of the Negev, Beer Sheva, Israel. | ||
* | ||
* All rights reserved | ||
* | ||
* Redistribution and use in source and binary forms, with or without | ||
* modification, are permitted provided that the following conditions are met | ||
* | ||
* * The use for research only (no for any commercial application). | ||
* * Redistributions of source code must retain the above copyright | ||
* notice, this list of conditions and the following disclaimer. | ||
* * Redistributions in binary form must reproduce the above | ||
* copyright notice, this list of conditions and the following | ||
* disclaimer in the documentation and/or other materials provided | ||
* with the distribution. | ||
* * Neither the name of the copyright holder(s) nor the names of its | ||
* contributors may be used to endorse or promote products derived | ||
* from this software without specific prior written permission. | ||
* | ||
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS | ||
* "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT | ||
* LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS | ||
* FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE | ||
* COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, | ||
* INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, | ||
* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; | ||
* LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER | ||
* CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT | ||
* LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN | ||
* ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE | ||
* POSSIBILITY OF SUCH DAMAGE. | ||
* | ||
* $Id: matching_candidate.h 2014 P.W.Theiler$ | ||
* | ||
*/ | ||
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#ifndef PCL_REGISTRATION_MATCHING_CANDIDATE_H_ | ||
#define PCL_REGISTRATION_MATCHING_CANDIDATE_H_ | ||
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#include <pcl/registration/registration.h> | ||
#include <pcl/common/common.h> | ||
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namespace pcl | ||
{ | ||
namespace registration | ||
{ | ||
/** \brief Container for matching candidate consisting of | ||
* | ||
* * fitness score value as a result of the matching algorithm | ||
* * correspondences between source and target data set | ||
* * transformation matrix calculated based on the correspondences | ||
* | ||
*/ | ||
struct MatchingCandidate | ||
{ | ||
/** \brief Default constructor. */ | ||
MatchingCandidate () : | ||
fitness_score (FLT_MAX), | ||
correspondences (), | ||
transformation (Eigen::Matrix4f::Identity ()) | ||
{}; | ||
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/** \brief Value constructor. */ | ||
MatchingCandidate (float s, const pcl::Correspondences &c, const Eigen::Matrix4f &m) : | ||
fitness_score (s), | ||
correspondences (c), | ||
transformation (m) | ||
{}; | ||
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/** \brief Default destructor. */ | ||
~MatchingCandidate () | ||
{}; | ||
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/** \brief Fitness score of current candidate resulting from matching algorithm. */ | ||
float fitness_score; | ||
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/** \brief Correspondences between source <-> target. */ | ||
pcl::Correspondences correspondences; | ||
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/** \brief Corresponding transformation matrix retrieved using \a corrs. */ | ||
Eigen::Matrix4f transformation; | ||
}; | ||
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/** \brief Sorting of candidates based on fitness score value. */ | ||
struct by_score | ||
{ | ||
bool operator () (MatchingCandidate const &left, MatchingCandidate const &right) | ||
{ | ||
return (left.fitness_score < right.fitness_score); | ||
} | ||
}; | ||
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}; // namespace registration | ||
}; // namespace pcl | ||
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#endif // PCL_REGISTRATION_MATCHING_CANDIDATE_H_ |
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