point_cloud_library / 1.12.1 / classpcl_1_1registration_1_1_correspondence_rejector_poly.html /

CorrespondenceRejectorPoly implements a correspondence rejection method that exploits low-level and pose-invariant geometric constraints between two point sets by forming virtual polygons of a user-specifiable cardinality on each model using the input correspondences. More...

#include <pcl/registration/correspondence_rejection_poly.h>

Public Types

using Ptr = shared_ptr< CorrespondenceRejectorPoly< SourceT, TargetT > >
using ConstPtr = shared_ptr< const CorrespondenceRejectorPoly< SourceT, TargetT > >
using PointCloudSource = pcl::PointCloud< SourceT >
using PointCloudSourcePtr = typename PointCloudSource::Ptr
using PointCloudSourceConstPtr = typename PointCloudSource::ConstPtr
using PointCloudTarget = pcl::PointCloud< TargetT >
using PointCloudTargetPtr = typename PointCloudTarget::Ptr
using PointCloudTargetConstPtr = typename PointCloudTarget::ConstPtr
- Public Types inherited from pcl::registration::CorrespondenceRejector
using Ptr = shared_ptr< CorrespondenceRejector >
using ConstPtr = shared_ptr< const CorrespondenceRejector >

Public Member Functions

CorrespondenceRejectorPoly ()
Empty constructor. More...
void getRemainingCorrespondences (const pcl::Correspondences &original_correspondences, pcl::Correspondences &remaining_correspondences) override
Get a list of valid correspondences after rejection from the original set of correspondences. More...
void setInputSource (const PointCloudSourceConstPtr &cloud)
Provide a source point cloud dataset (must contain XYZ data!), used to compute the correspondence distance. More...
void setInputTarget (const PointCloudTargetConstPtr &target)
Provide a target point cloud dataset (must contain XYZ data!), used to compute the correspondence distance. More...
bool requiresSourcePoints () const override
See if this rejector requires source points. More...
void setSourcePoints (pcl::PCLPointCloud2::ConstPtr cloud2) override
Blob method for setting the source cloud. More...
bool requiresTargetPoints () const override
See if this rejector requires a target cloud. More...
void setTargetPoints (pcl::PCLPointCloud2::ConstPtr cloud2) override
Method for setting the target cloud. More...
void setCardinality (int cardinality)
Set the polygon cardinality. More...
int getCardinality ()
Get the polygon cardinality. More...
void setSimilarityThreshold (float similarity_threshold)
Set the similarity threshold in [0,1[ between edge lengths, where 1 is a perfect match. More...
float getSimilarityThreshold ()
Get the similarity threshold between edge lengths. More...
void setIterations (int iterations)
Set the number of iterations. More...
int getIterations ()
Get the number of iterations. More...
bool thresholdPolygon (const pcl::Correspondences &corr, const std::vector< int > &idx)
Polygonal rejection of a single polygon, indexed by a subset of correspondences. More...
bool thresholdPolygon (const pcl::Indices &source_indices, const pcl::Indices &target_indices)
Polygonal rejection of a single polygon, indexed by two point index vectors. More...
- Public Member Functions inherited from pcl::registration::CorrespondenceRejector
CorrespondenceRejector ()
Empty constructor. More...
virtual ~CorrespondenceRejector ()
Empty destructor. More...
virtual void setInputCorrespondences (const CorrespondencesConstPtr &correspondences)
Provide a pointer to the vector of the input correspondences. More...
CorrespondencesConstPtr getInputCorrespondences ()
Get a pointer to the vector of the input correspondences. More...
void getCorrespondences (pcl::Correspondences &correspondences)
Run correspondence rejection. More...
void getRejectedQueryIndices (const pcl::Correspondences &correspondences, pcl::Indices &indices)
Determine the indices of query points of correspondences that have been rejected, i.e., the difference between the input correspondences (set via setInputCorrespondences) and the given correspondence vector. More...
const std::string & getClassName () const
Get a string representation of the name of this class. More...
virtual bool requiresSourceNormals () const
See if this rejector requires source normals. More...
virtual void setSourceNormals (pcl::PCLPointCloud2::ConstPtr)
Abstract method for setting the source normals. More...
virtual bool requiresTargetNormals () const
See if this rejector requires target normals. More...
virtual void setTargetNormals (pcl::PCLPointCloud2::ConstPtr)
Abstract method for setting the target normals. More...

Protected Member Functions

void applyRejection (pcl::Correspondences &correspondences) override
Apply the rejection algorithm. More...
std::vector< int > getUniqueRandomIndices (int n, int k)
Get k unique random indices in range {0,...,n-1} (sampling without replacement) More...
float computeSquaredDistance (const SourceT &p1, const TargetT &p2)
Squared Euclidean distance between two points using the members x, y and z. More...
bool thresholdEdgeLength (int index_query_1, int index_query_2, int index_match_1, int index_match_2, float simsq)
Edge length similarity thresholding. More...
std::vector< int > computeHistogram (const std::vector< float > &data, float lower, float upper, int bins)
Compute a linear histogram. More...
int findThresholdOtsu (const std::vector< int > &histogram)
Find the optimal value for binary histogram thresholding using Otsu's method. More...

Protected Attributes

PointCloudSourceConstPtr input_
The input point cloud dataset. More...
PointCloudTargetConstPtr target_
The input point cloud dataset target. More...
int iterations_
Number of iterations to run. More...
int cardinality_
The polygon cardinality used during rejection. More...
float similarity_threshold_
Lower edge length threshold in [0,1] used for verifying polygon similarities, where 1 is a perfect match. More...
float similarity_threshold_squared_
Squared value if similarity_threshold_, only for internal use. More...
- Protected Attributes inherited from pcl::registration::CorrespondenceRejector
std::string rejection_name_
The name of the rejection method. More...
CorrespondencesConstPtr input_correspondences_
The input correspondences. More...

Detailed Description

template<typename SourceT, typename TargetT>
class pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >

CorrespondenceRejectorPoly implements a correspondence rejection method that exploits low-level and pose-invariant geometric constraints between two point sets by forming virtual polygons of a user-specifiable cardinality on each model using the input correspondences.

These polygons are then checked in a pose-invariant manner (i.e. the side lengths must be approximately equal), and rejection is performed by thresholding these edge lengths.

If you use this in academic work, please cite:

A. G. Buch, D. Kraft, J.-K. Kämäräinen, H. G. Petersen and N. Krüger. Pose Estimation using Local Structure-Specific Shape and Appearance Context. International Conference on Robotics and Automation (ICRA), 2013.

Author
Anders Glent Buch

Definition at line 63 of file correspondence_rejection_poly.h.

Member Typedef Documentation

ConstPtr

template<typename SourceT , typename TargetT >
using pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::ConstPtr = shared_ptr<const CorrespondenceRejectorPoly<SourceT, TargetT> >

Definition at line 70 of file correspondence_rejection_poly.h.

PointCloudSource

template<typename SourceT , typename TargetT >
using pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::PointCloudSource = pcl::PointCloud<SourceT>

Definition at line 72 of file correspondence_rejection_poly.h.

PointCloudSourceConstPtr

template<typename SourceT , typename TargetT >
using pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::PointCloudSourceConstPtr = typename PointCloudSource::ConstPtr

Definition at line 74 of file correspondence_rejection_poly.h.

PointCloudSourcePtr

template<typename SourceT , typename TargetT >
using pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::PointCloudSourcePtr = typename PointCloudSource::Ptr

Definition at line 73 of file correspondence_rejection_poly.h.

PointCloudTarget

template<typename SourceT , typename TargetT >
using pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::PointCloudTarget = pcl::PointCloud<TargetT>

Definition at line 76 of file correspondence_rejection_poly.h.

PointCloudTargetConstPtr

template<typename SourceT , typename TargetT >
using pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::PointCloudTargetConstPtr = typename PointCloudTarget::ConstPtr

Definition at line 78 of file correspondence_rejection_poly.h.

PointCloudTargetPtr

template<typename SourceT , typename TargetT >
using pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::PointCloudTargetPtr = typename PointCloudTarget::Ptr

Definition at line 77 of file correspondence_rejection_poly.h.

Ptr

template<typename SourceT , typename TargetT >
using pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::Ptr = shared_ptr<CorrespondenceRejectorPoly<SourceT, TargetT> >

Definition at line 69 of file correspondence_rejection_poly.h.

Constructor & Destructor Documentation

CorrespondenceRejectorPoly()

template<typename SourceT , typename TargetT >
pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::CorrespondenceRejectorPoly ( )
inline

Empty constructor.

Definition at line 81 of file correspondence_rejection_poly.h.

Member Function Documentation

applyRejection()

template<typename SourceT , typename TargetT >
void pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::applyRejection ( pcl::Correspondences & correspondences )
inlineoverrideprotectedvirtual

Apply the rejection algorithm.

Parameters
[out] correspondences the set of resultant correspondences.

Implements pcl::registration::CorrespondenceRejector.

Definition at line 263 of file correspondence_rejection_poly.h.

computeHistogram()

template<typename SourceT , typename TargetT >
std::vector< int > pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::computeHistogram ( const std::vector< float > & data,
float lower,
float upper,
int bins
)
protected

Compute a linear histogram.

This function is equivalent to the MATLAB function histc, with the edges set as follows: lower:(upper-lower)/bins:upper

Parameters
data input samples
lower lower bound of input samples
upper upper bound of input samples
bins number of bins in output
Returns
linear histogram

Definition at line 158 of file correspondence_rejection_poly.hpp.

computeSquaredDistance()

template<typename SourceT , typename TargetT >
float pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::computeSquaredDistance ( const SourceT & p1,
const TargetT & p2
)
inlineprotected

Squared Euclidean distance between two points using the members x, y and z.

Parameters
p1 first point
p2 second point
Returns
squared Euclidean distance

Definition at line 304 of file correspondence_rejection_poly.h.

findThresholdOtsu()

template<typename SourceT , typename TargetT >
int pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::findThresholdOtsu ( const std::vector< int > & histogram )
protected

Find the optimal value for binary histogram thresholding using Otsu's method.

Parameters
histogram input histogram
Returns
threshold value according to Otsu's criterion

Definition at line 177 of file correspondence_rejection_poly.hpp.

getCardinality()

template<typename SourceT , typename TargetT >
int pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::getCardinality ( )
inline

Get the polygon cardinality.

Returns
polygon cardinality

Definition at line 162 of file correspondence_rejection_poly.h.

getIterations()

template<typename SourceT , typename TargetT >
int pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::getIterations ( )
inline

Get the number of iterations.

Returns
number of iterations

Definition at line 200 of file correspondence_rejection_poly.h.

getRemainingCorrespondences()

template<typename SourceT , typename TargetT >
void pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::getRemainingCorrespondences ( const pcl::Correspondences & original_correspondences,
pcl::Correspondences & remaining_correspondences
)
overridevirtual

Get a list of valid correspondences after rejection from the original set of correspondences.

Parameters
[in] original_correspondences the set of initial correspondences given
[out] remaining_correspondences the resultant filtered set of remaining correspondences

Implements pcl::registration::CorrespondenceRejector.

Definition at line 48 of file correspondence_rejection_poly.hpp.

getSimilarityThreshold()

template<typename SourceT , typename TargetT >
float pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::getSimilarityThreshold ( )
inline

Get the similarity threshold between edge lengths.

Returns
similarity threshold

Definition at line 182 of file correspondence_rejection_poly.h.

getUniqueRandomIndices()

template<typename SourceT , typename TargetT >
std::vector<int> pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::getUniqueRandomIndices ( int n,
int k
)
inlineprotected

Get k unique random indices in range {0,...,n-1} (sampling without replacement)

Note
No check is made to ensure that k <= n.
Parameters
n upper index range, exclusive
k number of unique indices to sample
Returns
k unique random indices in range {0,...,n-1}

Definition at line 274 of file correspondence_rejection_poly.h.

requiresSourcePoints()

template<typename SourceT , typename TargetT >
bool pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::requiresSourcePoints ( ) const
inlineoverridevirtual

See if this rejector requires source points.

Reimplemented from pcl::registration::CorrespondenceRejector.

Definition at line 119 of file correspondence_rejection_poly.h.

requiresTargetPoints()

template<typename SourceT , typename TargetT >
bool pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::requiresTargetPoints ( ) const
inlineoverridevirtual

See if this rejector requires a target cloud.

Reimplemented from pcl::registration::CorrespondenceRejector.

Definition at line 135 of file correspondence_rejection_poly.h.

setCardinality()

template<typename SourceT , typename TargetT >
void pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::setCardinality ( int cardinality )
inline

Set the polygon cardinality.

Parameters
cardinality polygon cardinality

Definition at line 153 of file correspondence_rejection_poly.h.

setInputSource()

template<typename SourceT , typename TargetT >
void pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::setInputSource ( const PointCloudSourceConstPtr & cloud )
inline

Provide a source point cloud dataset (must contain XYZ data!), used to compute the correspondence distance.

Parameters
[in] cloud a cloud containing XYZ data

Definition at line 103 of file correspondence_rejection_poly.h.

setInputTarget()

template<typename SourceT , typename TargetT >
void pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::setInputTarget ( const PointCloudTargetConstPtr & target )
inline

Provide a target point cloud dataset (must contain XYZ data!), used to compute the correspondence distance.

Parameters
[in] target a cloud containing XYZ data

Definition at line 112 of file correspondence_rejection_poly.h.

setIterations()

template<typename SourceT , typename TargetT >
void pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::setIterations ( int iterations )
inline

Set the number of iterations.

Parameters
iterations number of iterations

Definition at line 191 of file correspondence_rejection_poly.h.

setSimilarityThreshold()

template<typename SourceT , typename TargetT >
void pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::setSimilarityThreshold ( float similarity_threshold )
inline

Set the similarity threshold in [0,1[ between edge lengths, where 1 is a perfect match.

Parameters
similarity_threshold similarity threshold

Definition at line 172 of file correspondence_rejection_poly.h.

setSourcePoints()

template<typename SourceT , typename TargetT >
void pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::setSourcePoints ( pcl::PCLPointCloud2::ConstPtr cloud2 )
inlineoverridevirtual

Blob method for setting the source cloud.

Reimplemented from pcl::registration::CorrespondenceRejector.

Definition at line 126 of file correspondence_rejection_poly.h.

References pcl::fromPCLPointCloud2().

setTargetPoints()

template<typename SourceT , typename TargetT >
void pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::setTargetPoints ( pcl::PCLPointCloud2::ConstPtr cloud2 )
inlineoverridevirtual

Method for setting the target cloud.

Reimplemented from pcl::registration::CorrespondenceRejector.

Definition at line 142 of file correspondence_rejection_poly.h.

References pcl::fromPCLPointCloud2().

thresholdEdgeLength()

template<typename SourceT , typename TargetT >
bool pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::thresholdEdgeLength ( int index_query_1,
int index_query_2,
int index_match_1,
int index_match_2,
float simsq
)
inlineprotected

Edge length similarity thresholding.

Parameters
index_query_1 index of first source vertex
index_query_2 index of second source vertex
index_match_1 index of first target vertex
index_match_2 index of second target vertex
simsq squared similarity threshold in [0,1]
Returns
true if edge length ratio is larger than or equal to threshold

Definition at line 322 of file correspondence_rejection_poly.h.

thresholdPolygon() [1/2]

template<typename SourceT , typename TargetT >
bool pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::thresholdPolygon ( const pcl::Correspondences & corr,
const std::vector< int > & idx
)
inline

Polygonal rejection of a single polygon, indexed by a subset of correspondences.

Parameters
corr all correspondences into input_ and target_
idx sampled indices into correspondences, must have a size equal to cardinality_
Returns
true if all edge length ratios are larger than or equal to similarity_threshold_

Definition at line 212 of file correspondence_rejection_poly.h.

thresholdPolygon() [2/2]

template<typename SourceT , typename TargetT >
bool pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::thresholdPolygon ( const pcl::Indices & source_indices,
const pcl::Indices & target_indices
)
inline

Polygonal rejection of a single polygon, indexed by two point index vectors.

Parameters
source_indices indices of polygon points in input_, must have a size equal to cardinality_
target_indices corresponding indices of polygon points in target_, must have a size equal to cardinality_
Returns
true if all edge length ratios are larger than or equal to similarity_threshold_

Definition at line 243 of file correspondence_rejection_poly.h.

Member Data Documentation

cardinality_

template<typename SourceT , typename TargetT >
int pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::cardinality_
protected

The polygon cardinality used during rejection.

Definition at line 367 of file correspondence_rejection_poly.h.

input_

template<typename SourceT , typename TargetT >
PointCloudSourceConstPtr pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::input_
protected

The input point cloud dataset.

Definition at line 358 of file correspondence_rejection_poly.h.

iterations_

template<typename SourceT , typename TargetT >
int pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::iterations_
protected

Number of iterations to run.

Definition at line 364 of file correspondence_rejection_poly.h.

similarity_threshold_

template<typename SourceT , typename TargetT >
float pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::similarity_threshold_
protected

Lower edge length threshold in [0,1] used for verifying polygon similarities, where 1 is a perfect match.

Definition at line 371 of file correspondence_rejection_poly.h.

similarity_threshold_squared_

template<typename SourceT , typename TargetT >
float pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::similarity_threshold_squared_
protected

Squared value if similarity_threshold_, only for internal use.

Definition at line 374 of file correspondence_rejection_poly.h.

target_

template<typename SourceT , typename TargetT >
PointCloudTargetConstPtr pcl::registration::CorrespondenceRejectorPoly< SourceT, TargetT >::target_
protected

The input point cloud dataset target.

Definition at line 361 of file correspondence_rejection_poly.h.


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

© 2009–2012, Willow Garage, Inc.
© 2012–, Open Perception, Inc.
Licensed under the BSD License.
https://pointclouds.org/documentation/classpcl_1_1registration_1_1_correspondence_rejector_poly.html