Point Cloud Library (PCL)  1.14.0-dev
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pcl::GASDColorEstimation< PointInT, PointOutT > Class Template Reference

GASDColorEstimation estimates the Globally Aligned Spatial Distribution (GASD) descriptor for a given point cloud dataset given XYZ and RGB data. More...

#include <pcl/features/gasd.h>

+ Inheritance diagram for pcl::GASDColorEstimation< PointInT, PointOutT >:
+ Collaboration diagram for pcl::GASDColorEstimation< PointInT, PointOutT >:

Public Types

using Ptr = shared_ptr< GASDColorEstimation< PointInT, PointOutT > >
 
using ConstPtr = shared_ptr< const GASDColorEstimation< PointInT, PointOutT > >
 
- Public Types inherited from pcl::GASDEstimation< PointInT, GASDSignature984 >
using Ptr = shared_ptr< GASDEstimation< PointInT, GASDSignature984 > >
 
using ConstPtr = shared_ptr< const GASDEstimation< PointInT, GASDSignature984 > >
 
- Public Types inherited from pcl::Feature< PointInT, PointOutT >
using BaseClass = PCLBase< PointInT >
 
using Ptr = shared_ptr< Feature< PointInT, PointOutT > >
 
using ConstPtr = shared_ptr< const Feature< PointInT, PointOutT > >
 
using KdTree = pcl::search::Search< PointInT >
 
using KdTreePtr = typename KdTree::Ptr
 
using PointCloudIn = pcl::PointCloud< PointInT >
 
using PointCloudInPtr = typename PointCloudIn::Ptr
 
using PointCloudInConstPtr = typename PointCloudIn::ConstPtr
 
using PointCloudOut = pcl::PointCloud< PointOutT >
 
using SearchMethod = std::function< int(std::size_t, double, pcl::Indices &, std::vector< float > &)>
 
using SearchMethodSurface = std::function< int(const PointCloudIn &cloud, std::size_t index, double, pcl::Indices &, std::vector< float > &)>
 
- Public Types inherited from pcl::PCLBase< PointInT >
using PointCloud = pcl::PointCloud< PointInT >
 
using PointCloudPtr = typename PointCloud::Ptr
 
using PointCloudConstPtr = typename PointCloud::ConstPtr
 
using PointIndicesPtr = PointIndices::Ptr
 
using PointIndicesConstPtr = PointIndices::ConstPtr
 

Public Member Functions

 GASDColorEstimation (const Eigen::Vector3f &view_direction=Eigen::Vector3f(0.0f, 0.0f, 1.0f), const std::size_t shape_half_grid_size=3, const std::size_t shape_hists_size=1, const std::size_t color_half_grid_size=2, const std::size_t color_hists_size=12, const HistogramInterpolationMethod shape_interp=INTERP_NONE, const HistogramInterpolationMethod color_interp=INTERP_NONE)
 Constructor. More...
 
void setColorHalfGridSize (const std::size_t chgs)
 Set the color half grid size. More...
 
void setColorHistsSize (const std::size_t chs)
 Set the color histograms size (number of bins in the hue histogram for each cell of the 3D regular grid). More...
 
void setColorHistsInterpMethod (const HistogramInterpolationMethod interp)
 Set the color histograms interpolation method. More...
 
- Public Member Functions inherited from pcl::GASDEstimation< PointInT, GASDSignature984 >
 GASDEstimation (const Eigen::Vector3f &view_direction=Eigen::Vector3f(0.0f, 0.0f, 1.0f), const std::size_t shape_half_grid_size=4, const std::size_t shape_hists_size=1, const HistogramInterpolationMethod shape_interp=INTERP_TRILINEAR)
 Constructor. More...
 
void setViewDirection (const Eigen::Vector3f &dir)
 Set the view direction. More...
 
void setShapeHalfGridSize (const std::size_t shgs)
 Set the shape half grid size. More...
 
void setShapeHistsSize (const std::size_t shs)
 Set the shape histograms size. More...
 
void setShapeHistsInterpMethod (const HistogramInterpolationMethod interp)
 Set the shape histograms interpolation method. More...
 
const Eigen::Matrix4f & getTransform () const
 Returns the transformation aligning the point cloud to the canonical coordinate system. More...
 
void compute (PointCloudOut &output)
 Overloaded computed method from pcl::Feature. More...
 
- Public Member Functions inherited from pcl::Feature< PointInT, PointOutT >
 Feature ()
 Empty constructor. More...
 
void setSearchSurface (const PointCloudInConstPtr &cloud)
 Provide a pointer to a dataset to add additional information to estimate the features for every point in the input dataset. More...
 
PointCloudInConstPtr getSearchSurface () const
 Get a pointer to the surface point cloud dataset. More...
 
void setSearchMethod (const KdTreePtr &tree)
 Provide a pointer to the search object. More...
 
KdTreePtr getSearchMethod () const
 Get a pointer to the search method used. More...
 
double getSearchParameter () const
 Get the internal search parameter. More...
 
void setKSearch (int k)
 Set the number of k nearest neighbors to use for the feature estimation. More...
 
int getKSearch () const
 get the number of k nearest neighbors used for the feature estimation. More...
 
void setRadiusSearch (double radius)
 Set the sphere radius that is to be used for determining the nearest neighbors used for the feature estimation. More...
 
double getRadiusSearch () const
 Get the sphere radius used for determining the neighbors. More...
 
void compute (PointCloudOut &output)
 Base method for feature estimation for all points given in <setInputCloud (), setIndices ()> using the surface in setSearchSurface () and the spatial locator in setSearchMethod () More...
 
- Public Member Functions inherited from pcl::PCLBase< PointInT >
 PCLBase ()
 Empty constructor. More...
 
 PCLBase (const PCLBase &base)
 Copy constructor. More...
 
virtual ~PCLBase ()=default
 Destructor. More...
 
virtual void setInputCloud (const PointCloudConstPtr &cloud)
 Provide a pointer to the input dataset. More...
 
PointCloudConstPtr const getInputCloud () const
 Get a pointer to the input point cloud dataset. More...
 
virtual void setIndices (const IndicesPtr &indices)
 Provide a pointer to the vector of indices that represents the input data. More...
 
virtual void setIndices (const IndicesConstPtr &indices)
 Provide a pointer to the vector of indices that represents the input data. More...
 
virtual void setIndices (const PointIndicesConstPtr &indices)
 Provide a pointer to the vector of indices that represents the input data. More...
 
virtual void setIndices (std::size_t row_start, std::size_t col_start, std::size_t nb_rows, std::size_t nb_cols)
 Set the indices for the points laying within an interest region of the point cloud. More...
 
IndicesPtr getIndices ()
 Get a pointer to the vector of indices used. More...
 
IndicesConstPtr const getIndices () const
 Get a pointer to the vector of indices used. More...
 
const PointInT & operator[] (std::size_t pos) const
 Override PointCloud operator[] to shorten code. More...
 

Additional Inherited Members

- Protected Member Functions inherited from pcl::GASDEstimation< PointInT, GASDSignature984 >
void addSampleToHistograms (const Eigen::Vector4f &p, const float max_coord, const std::size_t half_grid_size, const HistogramInterpolationMethod interp, const float hbin, const float hist_incr, std::vector< Eigen::VectorXf > &hists)
 add a sample to its respective histogram, optionally performing interpolation. More...
 
void computeFeature (PointCloudOut &output) override
 Estimate GASD descriptor. More...
 
- Protected Member Functions inherited from pcl::Feature< PointInT, PointOutT >
const std::string & getClassName () const
 Get a string representation of the name of this class. More...
 
virtual bool initCompute ()
 This method should get called before starting the actual computation. More...
 
virtual bool deinitCompute ()
 This method should get called after ending the actual computation. More...
 
int searchForNeighbors (std::size_t index, double parameter, pcl::Indices &indices, std::vector< float > &distances) const
 Search for k-nearest neighbors using the spatial locator from setSearchmethod, and the given surface from setSearchSurface. More...
 
int searchForNeighbors (const PointCloudIn &cloud, std::size_t index, double parameter, pcl::Indices &indices, std::vector< float > &distances) const
 Search for k-nearest neighbors using the spatial locator from setSearchmethod, and the given surface from setSearchSurface. More...
 
- Protected Member Functions inherited from pcl::PCLBase< PointInT >
bool initCompute ()
 This method should get called before starting the actual computation. More...
 
bool deinitCompute ()
 This method should get called after finishing the actual computation. More...
 
- Protected Attributes inherited from pcl::GASDEstimation< PointInT, GASDSignature984 >
PointCloudIn shape_samples_
 Point cloud aligned to the canonical coordinate system. More...
 
float max_coord_
 Normalization factor with respect to axis-aligned bounding cube centered on the origin. More...
 
float hist_incr_
 Normalized sample contribution with respect to the total number of points in the cloud. More...
 
std::size_t pos_
 Current position of output descriptor point cloud. More...
 
- Protected Attributes inherited from pcl::Feature< PointInT, PointOutT >
std::string feature_name_
 The feature name. More...
 
SearchMethodSurface search_method_surface_
 The search method template for points. More...
 
PointCloudInConstPtr surface_
 An input point cloud describing the surface that is to be used for nearest neighbors estimation. More...
 
KdTreePtr tree_
 A pointer to the spatial search object. More...
 
double search_parameter_
 The actual search parameter (from either search_radius_ or k_). More...
 
double search_radius_
 The nearest neighbors search radius for each point. More...
 
int k_
 The number of K nearest neighbors to use for each point. More...
 
bool fake_surface_
 If no surface is given, we use the input PointCloud as the surface. More...
 
- Protected Attributes inherited from pcl::PCLBase< PointInT >
PointCloudConstPtr input_
 The input point cloud dataset. More...
 
IndicesPtr indices_
 A pointer to the vector of point indices to use. More...
 
bool use_indices_
 Set to true if point indices are used. More...
 
bool fake_indices_
 If no set of indices are given, we construct a set of fake indices that mimic the input PointCloud. More...
 

Detailed Description

template<typename PointInT, typename PointOutT = GASDSignature984>
class pcl::GASDColorEstimation< PointInT, PointOutT >

GASDColorEstimation estimates the Globally Aligned Spatial Distribution (GASD) descriptor for a given point cloud dataset given XYZ and RGB data.

The suggested PointOutT is pcl::GASDSignature984.

Note
If you use this code in any academic work, please cite:
Author
Joao Paulo Lima

Voxar Labs, Centro de Informatica, Universidade Federal de Pernambuco, Brazil

Departamento de Estatistica e Informatica, Universidade Federal Rural de Pernambuco, Brazil

Definition at line 256 of file gasd.h.

Member Typedef Documentation

◆ ConstPtr

template<typename PointInT , typename PointOutT = GASDSignature984>
using pcl::GASDColorEstimation< PointInT, PointOutT >::ConstPtr = shared_ptr<const GASDColorEstimation<PointInT, PointOutT> >

Definition at line 261 of file gasd.h.

◆ Ptr

template<typename PointInT , typename PointOutT = GASDSignature984>
using pcl::GASDColorEstimation< PointInT, PointOutT >::Ptr = shared_ptr<GASDColorEstimation<PointInT, PointOutT> >

Definition at line 260 of file gasd.h.

Constructor & Destructor Documentation

◆ GASDColorEstimation()

template<typename PointInT , typename PointOutT = GASDSignature984>
pcl::GASDColorEstimation< PointInT, PointOutT >::GASDColorEstimation ( const Eigen::Vector3f &  view_direction = Eigen::Vector3f (0.0f, 0.0f, 1.0f),
const std::size_t  shape_half_grid_size = 3,
const std::size_t  shape_hists_size = 1,
const std::size_t  color_half_grid_size = 2,
const std::size_t  color_hists_size = 12,
const HistogramInterpolationMethod  shape_interp = INTERP_NONE,
const HistogramInterpolationMethod  color_interp = INTERP_NONE 
)
inline

Constructor.

Parameters
[in]view_directionview direction
[in]shape_half_grid_sizeshape half grid size
[in]shape_hists_sizeshape histograms size
[in]color_half_grid_sizecolor half grid size
[in]color_hists_sizecolor histograms size
[in]shape_interpshape histograms interpolation method
[in]color_interpcolor histograms interpolation method

Definition at line 272 of file gasd.h.

References pcl::Feature< PointInT, PointOutT >::feature_name_.

Member Function Documentation

◆ setColorHalfGridSize()

template<typename PointInT , typename PointOutT = GASDSignature984>
void pcl::GASDColorEstimation< PointInT, PointOutT >::setColorHalfGridSize ( const std::size_t  chgs)
inline

Set the color half grid size.

Parameters
[in]chgscolor half grid size

Definition at line 291 of file gasd.h.

◆ setColorHistsInterpMethod()

template<typename PointInT , typename PointOutT = GASDSignature984>
void pcl::GASDColorEstimation< PointInT, PointOutT >::setColorHistsInterpMethod ( const HistogramInterpolationMethod  interp)
inline

Set the color histograms interpolation method.

Parameters
[in]interpcolor histograms interpolation method

Definition at line 309 of file gasd.h.

◆ setColorHistsSize()

template<typename PointInT , typename PointOutT = GASDSignature984>
void pcl::GASDColorEstimation< PointInT, PointOutT >::setColorHistsSize ( const std::size_t  chs)
inline

Set the color histograms size (number of bins in the hue histogram for each cell of the 3D regular grid).

Parameters
[in]chscolor histograms size

Definition at line 300 of file gasd.h.


The documentation for this class was generated from the following files: