trajkovic_3d.h

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#pragma once
 
#include <pcl/keypoints/keypoint.h>
#include <pcl/common/intensity.h>
 
namespace pcl
{
  /** \brief TrajkovicKeypoint3D implements Trajkovic and Hedley corner detector on
    * point cloud using geometric information.
    * It uses first order statistics to find variation of normals.
    * This work is part of Nizar Sallem PhD thesis.
    *
    * \author Nizar Sallem
    * \ingroup keypoints
    */
  template <typename PointInT, typename PointOutT, typename NormalT = pcl::Normal>
  class TrajkovicKeypoint3D : public Keypoint<PointInT, PointOutT>
  {
    public:
    using Ptr = shared_ptr<TrajkovicKeypoint3D<PointInT, PointOutT, NormalT> >;
    using ConstPtr = shared_ptr<const TrajkovicKeypoint3D<PointInT, PointOutT, NormalT> >;
      using PointCloudIn = typename Keypoint<PointInT, PointOutT>::PointCloudIn;
      using PointCloudOut = typename Keypoint<PointInT, PointOutT>::PointCloudOut;
      using PointCloudInConstPtr = typename PointCloudIn::ConstPtr;
      using Normals = pcl::PointCloud<NormalT>;
      using NormalsPtr = typename Normals::Ptr;
      using NormalsConstPtr = typename Normals::ConstPtr;
 
      using Keypoint<PointInT, PointOutT>::name_;
      using Keypoint<PointInT, PointOutT>::input_;
      using Keypoint<PointInT, PointOutT>::indices_;
      using Keypoint<PointInT, PointOutT>::keypoints_indices_;
      using Keypoint<PointInT, PointOutT>::initCompute;
 
      enum ComputationMethod { FOUR_CORNERS, EIGHT_CORNERS };
 
      /** \brief Constructor
        * \param[in] method the method to be used to determine the corner responses
        * \param[in] window_size
        * \param[in] first_threshold the threshold used in the simple cornerness test.
        * \param[in] second_threshold the threshold used to reject weak corners.
        */
      TrajkovicKeypoint3D (ComputationMethod method = FOUR_CORNERS,
                           int window_size = 3,
                           float first_threshold = 0.00046,
                           float second_threshold = 0.03589)
        : method_ (method)
        , window_size_ (window_size)
        , first_threshold_ (first_threshold)
        , second_threshold_ (second_threshold)
      {
        name_ = "TrajkovicKeypoint3D";
      }
 
      /** \brief set the method of the response to be calculated.
        * \param[in] method either 4 corners or 8 corners
        */
      inline void
      setMethod (ComputationMethod method) { method_ = method; }
 
      /// \brief \return the computation method
      inline ComputationMethod
      getMethod () const { return (method_); }
 
      /// \brief Set window size
      inline void
      setWindowSize (int window_size) { window_size_= window_size; }
 
      /// \brief \return window size i.e. window width or height
      inline int
      getWindowSize () const { return (window_size_); }
 
      /** \brief set the first_threshold to reject corners in the simple cornerness
        * computation stage.
        * \param[in] threshold
        */
      inline void
      setFirstThreshold (float threshold) { first_threshold_= threshold; }
 
      /// \brief \return first threshold
      inline float
      getFirstThreshold () const { return (first_threshold_); }
 
      /** \brief set the second threshold to reject corners in the final cornerness
        * computation stage.
        * \param[in] threshold
        */
      inline void
      setSecondThreshold (float threshold) { second_threshold_= threshold; }
 
      /// \brief \return second threshold
      inline float
      getSecondThreshold () const { return (second_threshold_); }
 
      /** \brief Set normals if precalculated normals are available.
        * \param normals
        */
      inline void
      setNormals (const NormalsConstPtr &normals) { normals_ = normals; }
 
      /// \brief \return points normals as calculated or given
      inline void
      getNormals () const { return (normals_); }
 
      /** \brief Initialize the scheduler and set the number of threads to use.
        * \param nr_threads the number of hardware threads to use, 0 for automatic.
        */
      inline void
      setNumberOfThreads (unsigned int nr_threads = 0) { threads_ = nr_threads; }
 
      /// \brief \return the number of threads
      inline unsigned int
      getNumberOfThreads () const { return (threads_); }
 
    protected:
      bool
      initCompute () override;
 
      void
      detectKeypoints (PointCloudOut &output) override;
 
    private:
      /** Return a const reference to the normal at (i,j) if it is finite else return
        * a reference to a null normal.
        * If the returned normal is valid \a counter is incremented.
        */
      inline const NormalT&
      getNormalOrNull (int i, int j, int& counter) const
      {
        static const NormalT null;
        if (!isFinite ((*normals_) (i,j))) return (null);
        ++counter;
        return ((*normals_) (i,j));
      }
      /// \return difference of two normals vectors
      inline float
      normalsDiff (const NormalT& a, const NormalT& b) const
      {
        double nx = a.normal_x; double ny = a.normal_y; double nz = a.normal_z;
        double mx = b.normal_x; double my = b.normal_y; double mz = b.normal_z;
        return (static_cast<float> (1.0 - (nx*mx + ny*my + nz*mz)));
      }
      /// \return squared difference of two normals vectors
      inline float
      squaredNormalsDiff (const NormalT& a, const NormalT& b) const
      {
        float diff = normalsDiff (a,b);
        return (diff * diff);
      }
      /** Comparator for responses intensity
        * \return true if \a response_ at index \aa is greater than response at index \ab
        */
      inline bool
      greaterCornernessAtIndices (int a, int b) const
      {
        return (response_->points [a] > response_->points [b]);
      }
      /// computation method
      ComputationMethod method_;
      /// window size
      int window_size_;
      /// half window size
      int half_window_size_;
      /// first threshold for quick rejection
      float first_threshold_;
      /// second threshold for corner evaluation
      float second_threshold_;
      /// number of threads to be used
      unsigned int threads_{1};
      /// point cloud normals
      NormalsConstPtr normals_;
      /// point cloud response
      pcl::PointCloud<float>::Ptr response_;
  };
}
 
#include <pcl/keypoints/impl/trajkovic_3d.hpp>