correspondence_rejection.h

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#pragma once
 
#include <pcl/console/print.h>
#include <pcl/registration/correspondence_sorting.h>
#include <pcl/registration/correspondence_types.h>
#include <pcl/search/kdtree.h>
#include <pcl/point_cloud.h>
 
namespace pcl {
namespace registration {
/** @b CorrespondenceRejector represents the base class for correspondence rejection
 * methods \author Dirk Holz \ingroup registration
 */
class CorrespondenceRejector {
public:
  using Ptr = shared_ptr<CorrespondenceRejector>;
  using ConstPtr = shared_ptr<const CorrespondenceRejector>;
 
  /** \brief Empty constructor. */
  CorrespondenceRejector() = default;
 
  /** \brief Empty destructor. */
  virtual ~CorrespondenceRejector() = default;
 
  /** \brief Provide a pointer to the vector of the input correspondences.
   * \param[in] correspondences the const shared pointer to a correspondence vector
   */
  virtual inline void
  setInputCorrespondences(const CorrespondencesConstPtr& correspondences)
  {
    input_correspondences_ = correspondences;
  };
 
  /** \brief Get a pointer to the vector of the input correspondences.
   * \return correspondences the const shared pointer to a correspondence vector
   */
  inline CorrespondencesConstPtr
  getInputCorrespondences()
  {
    return input_correspondences_;
  };
 
  /** \brief Run correspondence rejection
   * \param[out] correspondences Vector of correspondences that have not been rejected.
   */
  inline void
  getCorrespondences(pcl::Correspondences& correspondences)
  {
    if (!input_correspondences_ || (input_correspondences_->empty()))
      return;
 
    applyRejection(correspondences);
  }
 
  /** \brief Get a list of valid correspondences after rejection from the original set
   * of correspondences. Pure virtual. Compared to \a getCorrespondences this function
   * is stateless, i.e., input correspondences do not need to be provided beforehand,
   * but are directly provided in the function call.
   * \param[in] original_correspondences the set of initial correspondences given
   * \param[out] remaining_correspondences the resultant filtered set of remaining
   * correspondences
   */
  virtual inline void
  getRemainingCorrespondences(const pcl::Correspondences& original_correspondences,
                              pcl::Correspondences& remaining_correspondences) = 0;
 
  /** \brief Determine the indices of query points of
   * correspondences that have been rejected, i.e., the difference
   * between the input correspondences (set via \a setInputCorrespondences)
   * and the given correspondence vector.
   * \param[in] correspondences Vector of correspondences after rejection
   * \param[out] indices Vector of query point indices of those correspondences
   * that have been rejected.
   */
  inline void
  getRejectedQueryIndices(const pcl::Correspondences& correspondences,
                          pcl::Indices& indices)
  {
    if (!input_correspondences_ || input_correspondences_->empty()) {
      PCL_WARN("[pcl::registration::%s::getRejectedQueryIndices] Input correspondences "
               "not set (lookup of rejected correspondences _not_ possible).\n",
               getClassName().c_str());
      return;
    }
 
    pcl::getRejectedQueryIndices(*input_correspondences_, correspondences, indices);
  }
 
  /** \brief Get a string representation of the name of this class. */
  inline const std::string&
  getClassName() const
  {
    return (rejection_name_);
  }
 
  /** \brief See if this rejector requires source points */
  virtual bool
  requiresSourcePoints() const
  {
    return (false);
  }
 
  /** \brief Abstract method for setting the source cloud */
  virtual void
  setSourcePoints(pcl::PCLPointCloud2::ConstPtr /*cloud2*/)
  {
    PCL_WARN("[pcl::registration::%s::setSourcePoints] This class does not require an "
             "input source cloud\n",
             getClassName().c_str());
  }
 
  /** \brief See if this rejector requires source normals */
  virtual bool
  requiresSourceNormals() const
  {
    return (false);
  }
 
  /** \brief Abstract method for setting the source normals */
  virtual void
  setSourceNormals(pcl::PCLPointCloud2::ConstPtr /*cloud2*/)
  {
    PCL_WARN("[pcl::registration::%s::setSourceNormals] This class does not require "
             "input source normals\n",
             getClassName().c_str());
  }
  /** \brief See if this rejector requires a target cloud */
  virtual bool
  requiresTargetPoints() const
  {
    return (false);
  }
 
  /** \brief Abstract method for setting the target cloud */
  virtual void
  setTargetPoints(pcl::PCLPointCloud2::ConstPtr /*cloud2*/)
  {
    PCL_WARN("[pcl::registration::%s::setTargetPoints] This class does not require an "
             "input target cloud\n",
             getClassName().c_str());
  }
 
  /** \brief See if this rejector requires target normals */
  virtual bool
  requiresTargetNormals() const
  {
    return (false);
  }
 
  /** \brief Abstract method for setting the target normals */
  virtual void
  setTargetNormals(pcl::PCLPointCloud2::ConstPtr /*cloud2*/)
  {
    PCL_WARN("[pcl::registration::%s::setTargetNormals] This class does not require "
             "input target normals\n",
             getClassName().c_str());
  }
 
protected:
  /** \brief The name of the rejection method. */
  std::string rejection_name_{};
 
  /** \brief The input correspondences. */
  CorrespondencesConstPtr input_correspondences_;
 
  /** \brief Abstract rejection method. */
  virtual void
  applyRejection(Correspondences& correspondences) = 0;
};
 
/** @b DataContainerInterface provides a generic interface for computing correspondence
 * scores between correspondent points in the input and target clouds
 * \ingroup registration
 */
class DataContainerInterface {
public:
  using Ptr = shared_ptr<DataContainerInterface>;
  using ConstPtr = shared_ptr<const DataContainerInterface>;
 
  virtual ~DataContainerInterface() = default;
  virtual double
  getCorrespondenceScore(int index) = 0;
  virtual double
  getCorrespondenceScore(const pcl::Correspondence&) = 0;
  virtual double
  getCorrespondenceScoreFromNormals(const pcl::Correspondence&) = 0;
};
 
/** @b DataContainer is a container for the input and target point clouds and implements
 * the interface to compute correspondence scores between correspondent points in the
 * input and target clouds \ingroup registration
 */
template <typename PointT, typename NormalT = pcl::PointNormal>
class DataContainer : public DataContainerInterface {
  using PointCloud = pcl::PointCloud<PointT>;
  using PointCloudPtr = typename PointCloud::Ptr;
  using PointCloudConstPtr = typename PointCloud::ConstPtr;
 
  using KdTreePtr = typename pcl::search::KdTree<PointT>::Ptr;
 
  using Normals = pcl::PointCloud<NormalT>;
  using NormalsPtr = typename Normals::Ptr;
  using NormalsConstPtr = typename Normals::ConstPtr;
 
public:
  /** \brief Empty constructor. */
  DataContainer(bool needs_normals = false)
  : input_()
  , input_transformed_()
  , target_()
  , input_normals_()
  , input_normals_transformed_()
  , target_normals_()
  , tree_(new pcl::search::KdTree<PointT>)
  , class_name_("DataContainer")
  , needs_normals_(needs_normals)
  {}
 
  /** \brief Empty destructor */
  ~DataContainer() override = default;
 
  /** \brief Provide a source point cloud dataset (must contain XYZ
   * data!), used to compute the correspondence distance.
   * \param[in] cloud a cloud containing XYZ data
   */
  inline void
  setInputSource(const PointCloudConstPtr& cloud)
  {
    input_ = cloud;
  }
 
  /** \brief Get a pointer to the input point cloud dataset target. */
  inline PointCloudConstPtr const
  getInputSource()
  {
    return (input_);
  }
 
  /** \brief Provide a target point cloud dataset (must contain XYZ
   * data!), used to compute the correspondence distance.
   * \param[in] target a cloud containing XYZ data
   */
  inline void
  setInputTarget(const PointCloudConstPtr& target)
  {
    target_ = target;
    target_cloud_updated_ = true;
  }
 
  /** \brief Get a pointer to the input point cloud dataset target. */
  inline PointCloudConstPtr const
  getInputTarget()
  {
    return (target_);
  }
 
  /** \brief Provide a pointer to the search object used to find correspondences in
   * the target cloud.
   * \param[in] tree a pointer to the spatial search object.
   * \param[in] force_no_recompute If set to true, this tree will NEVER be
   * recomputed, regardless of calls to setInputTarget. Only use if you are
   * confident that the tree will be set correctly.
   */
  inline void
  setSearchMethodTarget(const KdTreePtr& tree, bool force_no_recompute = false)
  {
    tree_ = tree;
    force_no_recompute_ = force_no_recompute;
    target_cloud_updated_ = true;
  }
 
  /** \brief Set the normals computed on the input point cloud
   * \param[in] normals the normals computed for the input cloud
   */
  inline void
  setInputNormals(const NormalsConstPtr& normals)
  {
    input_normals_ = normals;
  }
 
  /** \brief Get the normals computed on the input point cloud */
  inline NormalsConstPtr
  getInputNormals()
  {
    return (input_normals_);
  }
 
  /** \brief Set the normals computed on the target point cloud
   * \param[in] normals the normals computed for the input cloud
   */
  inline void
  setTargetNormals(const NormalsConstPtr& normals)
  {
    target_normals_ = normals;
  }
 
  /** \brief Get the normals computed on the target point cloud */
  inline NormalsConstPtr
  getTargetNormals()
  {
    return (target_normals_);
  }
 
  /** \brief Get the correspondence score for a point in the input cloud
   * \param[in] index index of the point in the input cloud
   */
  inline double
  getCorrespondenceScore(int index) override
  {
    if (target_cloud_updated_ && !force_no_recompute_) {
      tree_->setInputCloud(target_);
    }
    pcl::Indices indices(1);
    std::vector<float> distances(1);
    if (tree_->nearestKSearch((*input_)[index], 1, indices, distances))
      return (distances[0]);
    return (std::numeric_limits<double>::max());
  }
 
  /** \brief Get the correspondence score for a given pair of correspondent points
   * \param[in] corr Correspondent points
   */
  inline double
  getCorrespondenceScore(const pcl::Correspondence& corr) override
  {
    // Get the source and the target feature from the list
    const PointT& src = (*input_)[corr.index_query];
    const PointT& tgt = (*target_)[corr.index_match];
 
    return ((src.getVector4fMap() - tgt.getVector4fMap()).squaredNorm());
  }
 
  /** \brief Get the correspondence score for a given pair of correspondent points based
   * on the angle between the normals. The normmals for the in put and target clouds
   * must be set before using this function \param[in] corr Correspondent points
   */
  inline double
  getCorrespondenceScoreFromNormals(const pcl::Correspondence& corr) override
  {
    // assert ( (input_normals_->size () != 0) && (target_normals_->size () != 0) &&
    // "Normals are not set for the input and target point clouds");
    assert(input_normals_ && target_normals_ &&
           "Normals are not set for the input and target point clouds");
    const NormalT& src = (*input_normals_)[corr.index_query];
    const NormalT& tgt = (*target_normals_)[corr.index_match];
    return (static_cast<double>((src.normal[0] * tgt.normal[0]) +
                                (src.normal[1] * tgt.normal[1]) +
                                (src.normal[2] * tgt.normal[2])));
  }
 
private:
  /** \brief The input point cloud dataset */
  PointCloudConstPtr input_;
 
  /** \brief The input transformed point cloud dataset */
  PointCloudPtr input_transformed_;
 
  /** \brief The target point cloud dataset. */
  PointCloudConstPtr target_;
 
  /** \brief Normals to the input point cloud */
  NormalsConstPtr input_normals_;
 
  /** \brief Normals to the input point cloud */
  NormalsPtr input_normals_transformed_;
 
  /** \brief Normals to the target point cloud */
  NormalsConstPtr target_normals_;
 
  /** \brief A pointer to the spatial search object. */
  KdTreePtr tree_;
 
  /** \brief The name of the rejection method. */
  std::string class_name_;
 
  /** \brief Should the current data container use normals? */
  bool needs_normals_;
 
  /** \brief Variable that stores whether we have a new target cloud, meaning we need to
   * pre-process it again. This way, we avoid rebuilding the kd-tree */
  bool target_cloud_updated_{true};
 
  /** \brief A flag which, if set, means the tree operating on the target cloud
   * will never be recomputed*/
  bool force_no_recompute_{false};
 
  /** \brief Get a string representation of the name of this class. */
  inline const std::string&
  getClassName() const
  {
    return (class_name_);
  }
};
} // namespace registration
} // namespace pcl