Detailed Description

Declares a class that represents a Probability Density function (PDF) of a 3D pose.

This class is also the base for the implementation of Monte-Carlo Localization (MCL), in mrpt::slam::CMonteCarloLocalization2D.

See the application "app/pf-localization" for an example of usage.

See also: CPose3D, CPose3DPDF, CPoseGaussianPDF

Definition at line 31 of file CPose3DPDFParticles.h.

#include <mrpt/poses/CPose3DPDFParticles.h>

Inheritance diagram for mrpt::poses::CPose3DPDFParticles:

Public Types
enum	{ is_3D_val = 1 }

enum	{ is_PDF_val = 1 }

typedef CPose3D	type_value
	The type of the state the PDF represents. More...

typedef CProbabilityDensityFunction< CPose3D, STATE_LEN >	self_t

typedef CPose3D	CParticleDataContent
	This is the type inside the corresponding CParticleData class. More...

typedef CProbabilityParticle< CPose3D >	CParticleData
	Use this to refer to each element in the m_particles array. More...

typedef std::deque< CParticleData >	CParticleList
	Use this type to refer to the list of particles m_particles. More...

using	TParticleProbabilityEvaluator = std::function< double(size_t index)>
	A callback function type for evaluating the probability of m_particles of being selected, used in "fastDrawSample". More...

Public Member Functions
void *	operator new (size_t size)

void *	operator new[] (size_t size)

void	operator delete (void *ptr) noexcept

void	operator delete[] (void *ptr) noexcept

void	operator delete (void memory, void ptr) noexcept

void *	operator new (size_t size, const std::nothrow_t &) noexcept

void	operator delete (void *ptr, const std::nothrow_t &) noexcept

	CPose3DPDFParticles (size_t M=1)
	Constructor. More...

void	copyFrom (const CPose3DPDF &o) override
	Copy operator, translating if necesary (for example, between m_particles and gaussian representations) More...

void	resetDeterministic (const CPose3D &location, size_t particlesCount=0)
	Reset the PDF to a single point: All m_particles will be set exactly to the supplied pose. More...

void	getMean (CPose3D &mean_pose) const override
	Returns an estimate of the pose, (the mean, or mathematical expectation of the PDF), computed as a weighted average over all m_particles. More...

void	getCovarianceAndMean (mrpt::math::CMatrixDouble66 &cov, CPose3D &mean_point) const override
	Returns an estimate of the pose covariance matrix (6x6 cov matrix) and the mean, both at once. More...

CPose3D	getParticlePose (int i) const
	Returns the pose of the i'th particle. More...

void	saveToTextFile (const std::string &file) const override
	Save PDF's m_particles to a text file. More...

size_t	size () const
	Get the m_particles count (equivalent to "particlesCount") More...

void	changeCoordinatesReference (const CPose3D &newReferenceBase) override
	this = p (+) this. More...

void	drawSingleSample (CPose3D &outPart) const override
	Draws a single sample from the distribution (WARNING: weights are assumed to be normalized!) More...

void	drawManySamples (size_t N, std::vector< mrpt::math::CVectorDouble > &outSamples) const override
	Draws a number of samples from the distribution, and saves as a list of 1x6 vectors, where each row contains a (x,y,phi) datum. More...

void	operator+= (const CPose3D &Ap)
	Appends (pose-composition) a given pose "p" to each particle. More...

void	append (CPose3DPDFParticles &o)
	Appends (add to the list) a set of m_particles to the existing ones, and then normalize weights. More...

void	inverse (CPose3DPDF &o) const override
	Returns a new PDF such as: NEW_PDF = (0,0,0) - THIS_PDF. More...

CPose3D	getMostLikelyParticle () const
	Returns the particle with the highest weight. More...

void	bayesianFusion (const CPose3DPDF &p1, const CPose3DPDF &p2) override
	Bayesian fusion. More...

template<class OPENGL_SETOFOBJECTSPTR >
void	getAs3DObject (OPENGL_SETOFOBJECTSPTR &out_obj) const
	Returns a 3D representation of this PDF (it doesn't clear the current contents of out_obj, but append new OpenGL objects to that list) More...

template<class OPENGL_SETOFOBJECTSPTR >
OPENGL_SETOFOBJECTSPTR	getAs3DObject () const
	Returns a 3D representation of this PDF. More...

virtual mxArray *	writeToMatlab () const
	Introduces a pure virtual method responsible for writing to a `mxArray` Matlab object, typically a MATLAB `struct` whose contents are documented in each derived class. More...

virtual void	getMean (CPose3D &mean_point) const=0
	Returns the mean, or mathematical expectation of the probability density distribution (PDF). More...

virtual void	getCovarianceAndMean (mrpt::math::CMatrixFixedNumeric< double, STATE_LEN, STATE_LEN > &cov, CPose3D &mean_point) const=0
	Returns an estimate of the pose covariance matrix (STATE_LENxSTATE_LEN cov matrix) and the mean, both at once. More...

void	getCovarianceDynAndMean (mrpt::math::CMatrixDouble &cov, CPose3D &mean_point) const
	Returns an estimate of the pose covariance matrix (STATE_LENxSTATE_LEN cov matrix) and the mean, both at once. More...

CPose3D	getMeanVal () const
	Returns the mean, or mathematical expectation of the probability density distribution (PDF). More...

void	getCovariance (mrpt::math::CMatrixDouble &cov) const
	Returns the estimate of the covariance matrix (STATE_LEN x STATE_LEN covariance matrix) More...

void	getCovariance (mrpt::math::CMatrixFixedNumeric< double, STATE_LEN, STATE_LEN > &cov) const
	Returns the estimate of the covariance matrix (STATE_LEN x STATE_LEN covariance matrix) More...

mrpt::math::CMatrixFixedNumeric< double, STATE_LEN, STATE_LEN >	getCovariance () const
	Returns the estimate of the covariance matrix (STATE_LEN x STATE_LEN covariance matrix) More...

virtual bool	isInfType () const
	Returns whether the class instance holds the uncertainty in covariance or information form. More...

virtual void	getInformationMatrix (mrpt::math::CMatrixFixedNumeric< double, STATE_LEN, STATE_LEN > &inf) const
	Returns the information (inverse covariance) matrix (a STATE_LEN x STATE_LEN matrix) Unless reimplemented in derived classes, this method first reads the covariance, then invert it. More...

virtual void	drawSingleSample (CPose3D &outPart) const=0
	Draws a single sample from the distribution. More...

double	getCovarianceEntropy () const
	Compute the entropy of the estimated covariance matrix. More...

void	clearParticles ()
	Free the memory of all the particles and reset the array "m_particles" to length zero. More...

void	writeParticlesToStream (STREAM &out) const
	Dumps the sequence of particles and their weights to a stream (requires T implementing CSerializable). More...

void	readParticlesFromStream (STREAM &in)
	Reads the sequence of particles and their weights from a stream (requires T implementing CSerializable). More...

void	getWeights (std::vector< double > &out_logWeights) const
	Returns a vector with the sequence of the logaritmic weights of all the samples. More...

const CPose3DPDFParticles &	derived () const
	CRTP helper method. More...

CPose3DPDFParticles &	derived ()
	CRTP helper method. More...

double	getW (size_t i) const override
	Access to i'th particle (logarithm) weight, where first one is index 0. More...

void	setW (size_t i, double w) override
	Modifies i'th particle (logarithm) weight, where first one is index 0. More...

size_t	particlesCount () const override
	Get the m_particles count. More...

double	normalizeWeights (double *out_max_log_w=nullptr) override
	Normalize the (logarithmic) weights, such as the maximum weight is zero. More...

double	ESS () const override
	Returns the normalized ESS (Estimated Sample Size), in the range [0,1]. More...

void	performSubstitution (const std::vector< size_t > &indx) override
	Replaces the old particles by copies determined by the indexes in "indx", performing an efficient copy of the necesary particles only and allowing the number of particles to change. More...

void	prepareFastDrawSample (const bayes::CParticleFilter::TParticleFilterOptions &PF_options) const
	The default evaluator function, which simply returns the particle weight. More...

void	prepareFastDrawSample (const bayes::CParticleFilter::TParticleFilterOptions &PF_options, TParticleProbabilityEvaluator partEvaluator) const
	Prepares data structures for calling fastDrawSample method next. More...

size_t	fastDrawSample (const bayes::CParticleFilter::TParticleFilterOptions &PF_options) const
	Draws a random sample from the particle filter, in such a way that each particle has a probability proportional to its weight (in the standard PF algorithm). More...

void	performResampling (const bayes::CParticleFilter::TParticleFilterOptions &PF_options, size_t out_particle_count=0)
	Performs a resample of the m_particles, using the method selected in the constructor. More...

RTTI classes and functions
mrpt::utils::CObject::Ptr	duplicateGetSmartPtr () const
	Returns a copy of the object, indepently of its class, as a smart pointer (the newly created object will exist as long as any copy of this smart pointer). More...

Static Public Member Functions
static void *	operator new (size_t size, void *ptr)

static CPose3DPDF *	createFrom2D (const CPosePDF &o)
	This is a static transformation method from 2D poses to 3D PDFs, preserving the representation type (particles->particles, Gaussians->Gaussians,etc) It returns a new object of any of the derived classes of CPose3DPDF. More...

static void	jacobiansPoseComposition (const CPose3D &x, const CPose3D &u, mrpt::math::CMatrixDouble66 &df_dx, mrpt::math::CMatrixDouble66 &df_du)
	This static method computes the pose composition Jacobians. More...

static bool	is_3D ()

static bool	is_PDF ()

static void	computeResampling (CParticleFilter::TParticleResamplingAlgorithm method, const std::vector< double > &in_logWeights, std::vector< size_t > &out_indexes, size_t out_particle_count=0)
	A static method to perform the computation of the samples resulting from resampling a given set of particles, given their logarithmic weights, and a resampling method. More...

static void	log2linearWeights (const std::vector< double > &in_logWeights, std::vector< double > &out_linWeights)
	A static method to compute the linear, normalized (the sum the unity) weights from log-weights. More...

Public Attributes
CParticleList	m_particles
	The array of particles. More...

Static Public Attributes
static const size_t	state_length
	The length of the variable, for example, 3 for a 3D point, 6 for a 3D pose (x y z yaw pitch roll). More...

Protected Member Functions
CSerializable virtual methods
void	writeToStream (mrpt::utils::CStream &out, int *getVersion) const override
	Introduces a pure virtual method responsible for writing to a CStream. More...

void	readFromStream (mrpt::utils::CStream &in, int version) override
	Introduces a pure virtual method responsible for loading from a CStream This can not be used directly be users, instead use "stream >> object;" for reading it from a stream or "stream >> object_ptr;" if the class is unknown apriori. More...

Protected Attributes
TFastDrawAuxVars	m_fastDrawAuxiliary
	Auxiliary vectors, see CParticleFilterCapable::prepareFastDrawSample for more information. More...

RTTI stuff
using	Ptr = std::shared_ptr< CPose3DPDFParticles >

using	ConstPtr = std::shared_ptr< const CPose3DPDFParticles >

static mrpt::utils::CLASSINIT	_init_CPose3DPDFParticles

static const mrpt::utils::TRuntimeClassId	runtimeClassId

static constexpr const char *	className = "CPose3DPDFParticles"

static const mrpt::utils::TRuntimeClassId *	_GetBaseClass ()

static const mrpt::utils::TRuntimeClassId &	GetRuntimeClassIdStatic ()

static mrpt::utils::CObject *	CreateObject ()

template<typename... Args>
static Ptr	Create (Args &&... args)

virtual const mrpt::utils::TRuntimeClassId *	GetRuntimeClass () const override
	Returns information about the class of an object in runtime. More...

virtual mrpt::utils::CObject *	clone () const override
	Returns a deep copy (clone) of the object, indepently of its class. More...

Member Typedef Documentation

◆ ConstPtr

using mrpt::poses::CPose3DPDFParticles::ConstPtr = std::shared_ptr<const CPose3DPDFParticles >

Definition at line 38 of file CPose3DPDFParticles.h.

◆ CParticleData

typedef CProbabilityParticle<CPose3D > mrpt::bayes::CParticleFilterData< CPose3D >::CParticleData

inherited

Use this to refer to each element in the m_particles array.

Definition at line 203 of file CParticleFilterData.h.

◆ CParticleDataContent

typedef CPose3D mrpt::bayes::CParticleFilterData< CPose3D >::CParticleDataContent

inherited

This is the type inside the corresponding CParticleData class.

Definition at line 201 of file CParticleFilterData.h.

◆ CParticleList

typedef std::deque<CParticleData> mrpt::bayes::CParticleFilterData< CPose3D >::CParticleList

inherited

Use this type to refer to the list of particles m_particles.

Definition at line 205 of file CParticleFilterData.h.

◆ Ptr

using mrpt::poses::CPose3DPDFParticles::Ptr = std::shared_ptr< CPose3DPDFParticles >

A typedef for the associated smart pointer

Definition at line 38 of file CPose3DPDFParticles.h.

◆ self_t

typedef CProbabilityDensityFunction<CPose3D , STATE_LEN> mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::self_t

inherited

Definition at line 37 of file CProbabilityDensityFunction.h.

◆ TParticleProbabilityEvaluator

using mrpt::bayes::CParticleFilterCapable::TParticleProbabilityEvaluator = std::function<double(size_t index)>

inherited

A callback function type for evaluating the probability of m_particles of being selected, used in "fastDrawSample".

The default evaluator function "defaultEvaluator" simply returns the particle weight.

Parameters

index	This is the index of the particle its probability is being computed.
action	The value of this is the parameter passed to "prepareFastDrawSample"
observation	The value of this is the parameter passed to "prepareFastDrawSample" The action and the observation are declared as "void*" for a greater flexibility.

See also: prepareFastDrawSample

Definition at line 60 of file CParticleFilterCapable.h.

◆ type_value

typedef CPose3D mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::type_value

inherited

The type of the state the PDF represents.

Definition at line 36 of file CProbabilityDensityFunction.h.

Member Enumeration Documentation

◆ anonymous enum

anonymous enum

inherited

Enumerator
is_3D_val

Definition at line 98 of file CPose3DPDF.h.

◆ anonymous enum

anonymous enum

inherited

Enumerator
is_PDF_val

Definition at line 103 of file CPose3DPDF.h.

Constructor & Destructor Documentation

◆ CPose3DPDFParticles()

CPose3DPDFParticles::CPose3DPDFParticles ( size_t M = 1 )

Constructor.

Parameters

M	The number of m_particles.

Definition at line 30 of file CPose3DPDFParticles.cpp.

Member Function Documentation

◆ _GetBaseClass()

static const mrpt::utils::TRuntimeClassId* mrpt::poses::CPose3DPDFParticles::_GetBaseClass ( )

staticprotected

◆ append()

void CPose3DPDFParticles::append ( CPose3DPDFParticles & o )

Appends (add to the list) a set of m_particles to the existing ones, and then normalize weights.

Definition at line 318 of file CPose3DPDFParticles.cpp.

References MRPT_UNUSED_PARAM, and THROW_EXCEPTION.

◆ bayesianFusion()

void CPose3DPDFParticles::bayesianFusion	(	const CPose3DPDF &	p1,
		const CPose3DPDF &	p2
	)

overridevirtual

Bayesian fusion.

Implements mrpt::poses::CPose3DPDF.

Definition at line 369 of file CPose3DPDFParticles.cpp.

References MRPT_UNUSED_PARAM, and THROW_EXCEPTION.

◆ changeCoordinatesReference()

void CPose3DPDFParticles::changeCoordinatesReference ( const CPose3D & newReferenceBase )

overridevirtual

this = p (+) this.

This can be used to convert a PDF from local coordinates to global, providing the point (newReferenceBase) from which "to project" the current pdf. Result PDF substituted the currently stored one in the object.

Implements mrpt::utils::CProbabilityDensityFunction< CPose3D, 6 >.

Definition at line 278 of file CPose3DPDFParticles.cpp.

◆ clearParticles()

void mrpt::bayes::CParticleFilterData< CPose3D >::clearParticles ( )

inlineinherited

Free the memory of all the particles and reset the array "m_particles" to length zero.

Definition at line 214 of file CParticleFilterData.h.

◆ clone()

virtual mrpt::utils::CObject* mrpt::poses::CPose3DPDFParticles::clone ( ) const

overridevirtual

Returns a deep copy (clone) of the object, indepently of its class.

Implements mrpt::utils::CObject.

◆ computeResampling()

void CParticleFilterCapable::computeResampling	(	CParticleFilter::TParticleResamplingAlgorithm	method,
		const std::vector< double > &	in_logWeights,
		std::vector< size_t > &	out_indexes,
		size_t	out_particle_count = `0`
	)

staticinherited

A static method to perform the computation of the samples resulting from resampling a given set of particles, given their logarithmic weights, and a resampling method.

It returns the sequence of indexes from the resampling. The number of output samples is the same than the input population. This generic method just computes these indexes, to actually perform a resampling in a particle filter object, call performResampling

Parameters

[in] out_particle_count The desired number of output particles after resampling; 0 means don't modify the current number.

See also: performResampling

Definition at line 61 of file CParticleFilterCapable.cpp.

References ASSERT_, mrpt::random::CRandomGenerator::drawUniform(), mrpt::random::CRandomGenerator::drawUniformVector(), mrpt::format(), mrpt::random::getRandomGenerator(), mrpt::math::maximum(), MRPT_END, MRPT_START, R, and THROW_EXCEPTION.

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◆ copyFrom()

void CPose3DPDFParticles::copyFrom ( const CPose3DPDF & o )

overridevirtual

Copy operator, translating if necesary (for example, between m_particles and gaussian representations)

Implements mrpt::poses::CPose3DPDF.

Definition at line 44 of file CPose3DPDFParticles.cpp.

References ASSERT_, CLASS_ID, mrpt::poses::CPose3DPDF::GetRuntimeClass(), mrpt::bayes::CParticleFilterData< T >::m_particles, MRPT_END, MRPT_START, and THROW_EXCEPTION.

Referenced by inverse(), and mrpt::hmtslam::CLocalMetricHypothesis::updateAreaFromLMH().

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◆ Create()

template<typename... Args>

static Ptr mrpt::poses::CPose3DPDFParticles::Create ( Args &&... args )

inlinestatic

Definition at line 38 of file CPose3DPDFParticles.h.

◆ createFrom2D()

CPose3DPDF * CPose3DPDF::createFrom2D ( const CPosePDF & o )

staticinherited

This is a static transformation method from 2D poses to 3D PDFs, preserving the representation type (particles->particles, Gaussians->Gaussians,etc) It returns a new object of any of the derived classes of CPose3DPDF.

This object must be deleted by the user when not required anymore.

See also: copyFrom

Definition at line 34 of file CPose3DPDF.cpp.

References mrpt::poses::CPose3DPDFSOG::begin(), CLASS_ID, mrpt::poses::CPose3DPDFGaussian::cov, mrpt::poses::CPose3DPDFGaussianInf::cov_inv, mrpt::bayes::CParticleFilterData< T >::m_particles, mrpt::poses::CPose3DPDFGaussianInf::mean, mrpt::poses::CPose3DPDFGaussian::mean, MRPT_END, MRPT_START, and THROW_EXCEPTION.

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◆ CreateObject()

static mrpt::utils::CObject* mrpt::poses::CPose3DPDFParticles::CreateObject ( )

static

◆ derived() [1/2]

const CPose3DPDFParticles & mrpt::bayes::CParticleFilterDataImpl< CPose3DPDFParticles , mrpt::bayes::CParticleFilterData< CPose3D >::CParticleList >::derived ( ) const

inlineinherited

CRTP helper method.

Definition at line 35 of file CParticleFilterData.h.

◆ derived() [2/2]

CPose3DPDFParticles & mrpt::bayes::CParticleFilterDataImpl< CPose3DPDFParticles , mrpt::bayes::CParticleFilterData< CPose3D >::CParticleList >::derived ( )

inlineinherited

CRTP helper method.

Definition at line 40 of file CParticleFilterData.h.

◆ drawManySamples()

void CPose3DPDFParticles::drawManySamples	(	size_t	N,
		std::vector< mrpt::math::CVectorDouble > &	outSamples
	)		const

overridevirtual

Draws a number of samples from the distribution, and saves as a list of 1x6 vectors, where each row contains a (x,y,phi) datum.

Reimplemented from mrpt::utils::CProbabilityDensityFunction< CPose3D, 6 >.

Definition at line 298 of file CPose3DPDFParticles.cpp.

References MRPT_UNUSED_PARAM, and THROW_EXCEPTION.

◆ drawSingleSample() [1/2]

void CPose3DPDFParticles::drawSingleSample ( CPose3D & outPart ) const

override

Draws a single sample from the distribution (WARNING: weights are assumed to be normalized!)

Definition at line 289 of file CPose3DPDFParticles.cpp.

References MRPT_UNUSED_PARAM, and THROW_EXCEPTION.

Referenced by mrpt::poses::CPoseRandomSampler::do_sample_3D().

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◆ drawSingleSample() [2/2]

virtual void mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::drawSingleSample ( CPose3D & outPart ) const

pure virtualinherited

Draws a single sample from the distribution.

◆ ESS()

double mrpt::bayes::CParticleFilterDataImpl< CPose3DPDFParticles , mrpt::bayes::CParticleFilterData< CPose3D >::CParticleList >::ESS ( ) const

inlineoverridevirtualinherited

Returns the normalized ESS (Estimated Sample Size), in the range [0,1].

Note that you do NOT need to normalize the weights before calling this.

Implements mrpt::bayes::CParticleFilterCapable.

Definition at line 87 of file CParticleFilterData.h.

◆ fastDrawSample()

size_t CParticleFilterCapable::fastDrawSample ( const bayes::CParticleFilter::TParticleFilterOptions & PF_options ) const

inherited

Draws a random sample from the particle filter, in such a way that each particle has a probability proportional to its weight (in the standard PF algorithm).

This method can be used to generate a variable number of m_particles when resampling: to vary the number of m_particles in the filter. See prepareFastDrawSample for more information, or the Particle Filter tutorial.

NOTES:

You MUST call "prepareFastDrawSample" ONCE before calling this method. That method must be called after modifying the particle filter (executing one step, resampling, etc...)
This method returns ONE index for the selected ("drawn") particle, in the range [0,M-1]
You do not need to call "normalizeWeights" before calling this.
See also
prepareFastDrawSample

Definition at line 389 of file CParticleFilterCapable.cpp.

References mrpt::bayes::CParticleFilter::TParticleFilterOptions::adaptiveSampleSize, mrpt::random::CRandomGenerator::drawUniform(), mrpt::random::getRandomGenerator(), MRPT_END, MRPT_END_WITH_CLEAN_UP, MRPT_START, mrpt::bayes::CParticleFilter::TParticleFilterOptions::resamplingMethod, and THROW_EXCEPTION.

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◆ getAs3DObject() [1/2]

template<class OPENGL_SETOFOBJECTSPTR >

void mrpt::poses::CPose3DPDF::getAs3DObject ( OPENGL_SETOFOBJECTSPTR & out_obj ) const

inlineinherited

Returns a 3D representation of this PDF (it doesn't clear the current contents of out_obj, but append new OpenGL objects to that list)

Note: Needs the mrpt-opengl library, and using mrpt::opengl::CSetOfObjects::Ptr as template argument.; By default, ellipsoids for the confidence intervals of "q=3" are drawn; for more mathematical details, see CGeneralizedEllipsoidTemplate::setQuantiles()

See also: mrpt::opengl::CSetOfObjects::posePDF2opengl() for details on pose-to-opengl conversion

Definition at line 119 of file CPose3DPDF.h.

References mrpt::opengl::posePDF2opengl().

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◆ getAs3DObject() [2/2]

template<class OPENGL_SETOFOBJECTSPTR >

OPENGL_SETOFOBJECTSPTR mrpt::poses::CPose3DPDF::getAs3DObject ( ) const

inlineinherited

Returns a 3D representation of this PDF.

Note: Needs the mrpt-opengl library, and using mrpt::opengl::CSetOfObjects::Ptr as template argument.

Definition at line 130 of file CPose3DPDF.h.

References mrpt::opengl::posePDF2opengl().

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◆ getCovariance() [1/3]

void mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::getCovariance ( mrpt::math::CMatrixDouble & cov ) const

inlineinherited

Returns the estimate of the covariance matrix (STATE_LEN x STATE_LEN covariance matrix)

See also: getMean, getCovarianceAndMean, getInformationMatrix

Definition at line 81 of file CProbabilityDensityFunction.h.

◆ getCovariance() [2/3]

void mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::getCovariance ( mrpt::math::CMatrixFixedNumeric< double, STATE_LEN, STATE_LEN > & cov ) const

inlineinherited

Returns the estimate of the covariance matrix (STATE_LEN x STATE_LEN covariance matrix)

See also: getMean, getCovarianceAndMean, getInformationMatrix

Definition at line 91 of file CProbabilityDensityFunction.h.

◆ getCovariance() [3/3]

mrpt::math::CMatrixFixedNumeric<double, STATE_LEN, STATE_LEN> mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::getCovariance ( ) const

inlineinherited

Returns the estimate of the covariance matrix (STATE_LEN x STATE_LEN covariance matrix)

See also: getMean, getInformationMatrix

Definition at line 104 of file CProbabilityDensityFunction.h.

◆ getCovarianceAndMean() [1/2]

virtual void mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::getCovarianceAndMean	(	mrpt::math::CMatrixFixedNumeric< double, STATE_LEN, STATE_LEN > &	cov,
		CPose3D &	mean_point
	)		const

pure virtualinherited

Returns an estimate of the pose covariance matrix (STATE_LENxSTATE_LEN cov matrix) and the mean, both at once.

See also: getMean, getInformationMatrix

◆ getCovarianceAndMean() [2/2]

void CPose3DPDFParticles::getCovarianceAndMean	(	mrpt::math::CMatrixDouble66 &	cov,
		CPose3D &	mean_point
	)		const

override

Returns an estimate of the pose covariance matrix (6x6 cov matrix) and the mean, both at once.

See also: getMean

Definition at line 100 of file CPose3DPDFParticles.cpp.

References ASSERT_, mrpt::math::cov(), M_2PI, mean(), MRPT_END, MRPT_START, mrpt::math::square(), and mrpt::math::wrapToPi().

Referenced by mrpt::slam::CMetricMapBuilderRBPF::processActionObservation().

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◆ getCovarianceDynAndMean()

void mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::getCovarianceDynAndMean	(	mrpt::math::CMatrixDouble &	cov,
		CPose3D &	mean_point
	)		const

inlineinherited

Returns an estimate of the pose covariance matrix (STATE_LENxSTATE_LEN cov matrix) and the mean, both at once.

See also: getMean, getInformationMatrix

Definition at line 57 of file CProbabilityDensityFunction.h.

◆ getCovarianceEntropy()

double mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::getCovarianceEntropy ( ) const

inlineinherited

Compute the entropy of the estimated covariance matrix.

See also: http://en.wikipedia.org/wiki/Multivariate_normal_distribution#Entropy

Definition at line 178 of file CProbabilityDensityFunction.h.

◆ getInformationMatrix()

virtual void mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::getInformationMatrix ( mrpt::math::CMatrixFixedNumeric< double, STATE_LEN, STATE_LEN > & inf ) const

inlinevirtualinherited

Returns the information (inverse covariance) matrix (a STATE_LEN x STATE_LEN matrix) Unless reimplemented in derived classes, this method first reads the covariance, then invert it.

See also: getMean, getCovarianceAndMean

Definition at line 127 of file CProbabilityDensityFunction.h.

◆ getMean() [1/2]

virtual void mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::getMean ( CPose3D & mean_point ) const

pure virtualinherited

Returns the mean, or mathematical expectation of the probability density distribution (PDF).

See also: getCovarianceAndMean, getInformationMatrix

◆ getMean() [2/2]

void CPose3DPDFParticles::getMean ( CPose3D & mean_pose ) const

override

Returns an estimate of the pose, (the mean, or mathematical expectation of the PDF), computed as a weighted average over all m_particles.

See also: getCovariance

Definition at line 75 of file CPose3DPDFParticles.cpp.

References mrpt::poses::SE_average< 3 >::append(), mrpt::poses::SE_average< 3 >::get_average(), MRPT_END, and MRPT_START.

Referenced by mrpt::hmtslam::CHierarchicalMapMHPartition::dumpAsText(), mrpt::poses::CPoseInterpolatorBase< 3 >::filter(), mrpt::hmtslam::CHMTSLAM::perform_TLC(), and mrpt::slam::CMetricMapBuilderRBPF::processActionObservation().

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◆ getMeanVal()

CPose3D mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::getMeanVal ( ) const

inlineinherited

Returns the mean, or mathematical expectation of the probability density distribution (PDF).

See also: getCovariance, getInformationMatrix

Definition at line 70 of file CProbabilityDensityFunction.h.

◆ getMostLikelyParticle()

CPose3D CPose3DPDFParticles::getMostLikelyParticle ( ) const

Returns the particle with the highest weight.

Definition at line 348 of file CPose3DPDFParticles.cpp.

◆ getParticlePose()

CPose3D CPose3DPDFParticles::getParticlePose ( int i ) const

Returns the pose of the i'th particle.

Definition at line 270 of file CPose3DPDFParticles.cpp.

◆ GetRuntimeClass()

virtual const mrpt::utils::TRuntimeClassId* mrpt::poses::CPose3DPDFParticles::GetRuntimeClass ( ) const

overridevirtual

Returns information about the class of an object in runtime.

Reimplemented from mrpt::poses::CPose3DPDF.

◆ GetRuntimeClassIdStatic()

static const mrpt::utils::TRuntimeClassId& mrpt::poses::CPose3DPDFParticles::GetRuntimeClassIdStatic ( )

static

◆ getW()

double mrpt::bayes::CParticleFilterDataImpl< CPose3DPDFParticles , mrpt::bayes::CParticleFilterData< CPose3D >::CParticleList >::getW ( size_t i ) const

inlineoverridevirtualinherited

Access to i'th particle (logarithm) weight, where first one is index 0.

Implements mrpt::bayes::CParticleFilterCapable.

Definition at line 41 of file CParticleFilterData.h.

◆ getWeights()

void mrpt::bayes::CParticleFilterData< CPose3D >::getWeights ( std::vector< double > & out_logWeights ) const

inlineinherited

Returns a vector with the sequence of the logaritmic weights of all the samples.

Definition at line 256 of file CParticleFilterData.h.

◆ inverse()

void CPose3DPDFParticles::inverse ( CPose3DPDF & o ) const

overridevirtual

Returns a new PDF such as: NEW_PDF = (0,0,0) - THIS_PDF.

Implements mrpt::poses::CPose3DPDF.

Definition at line 327 of file CPose3DPDFParticles.cpp.

References ASSERT_, CLASS_ID, copyFrom(), mrpt::poses::CPose3DPDF::GetRuntimeClass(), MRPT_END, and MRPT_START.

Referenced by mrpt::hmtslam::CLocalMetricHypothesis::updateAreaFromLMH().

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◆ is_3D()

static bool mrpt::poses::CPose3DPDF::is_3D ( )

inlinestaticinherited

Definition at line 102 of file CPose3DPDF.h.

References mrpt::poses::CPose3DPDF::is_3D_val.

◆ is_PDF()

static bool mrpt::poses::CPose3DPDF::is_PDF ( )

inlinestaticinherited

Definition at line 107 of file CPose3DPDF.h.

References mrpt::poses::CPose3DPDF::is_PDF_val.

◆ isInfType()

virtual bool mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::isInfType ( ) const

inlinevirtualinherited

Returns whether the class instance holds the uncertainty in covariance or information form.

Note: By default this is going to be covariance form. *Inf classes (e.g. CPosePDFGaussianInf) store it in information form.

See also: mrpt::traits::is_inf_type

Reimplemented in mrpt::poses::CPose3DPDFGaussianInf.

Definition at line 120 of file CProbabilityDensityFunction.h.

◆ jacobiansPoseComposition()

void CPose3DPDF::jacobiansPoseComposition	(	const CPose3D &	x,
		const CPose3D &	u,
		mrpt::math::CMatrixDouble66 &	df_dx,
		mrpt::math::CMatrixDouble66 &	df_du
	)

staticinherited

This static method computes the pose composition Jacobians.

See this techical report: http:///www.mrpt.org/6D_poses:equivalences_compositions_and_uncertainty

Direct equations (for the covariances) in yaw-pitch-roll are too complex. Make a way around them and consider instead this path:

X(6D)       U(6D)
  |           |
  v           v
X(7D)       U(7D)
  |           |
  +--- (+) ---+
        |
        v
      RES(7D)
        |
        v
      RES(6D)

Definition at line 141 of file CPose3DPDF.cpp.

References mrpt::math::CQuaternion< T >::crossProduct(), mrpt::poses::CPose3D::getAsQuaternion(), mrpt::poses::CPose3DQuatPDF::jacobiansPoseComposition(), mrpt::math::CQuaternion< T >::normalizationJacobian(), mrpt::obs::gnss::pitch, mrpt::poses::CPose3DQuat::quat(), mrpt::obs::gnss::roll, mrpt::math::CQuaternion< T >::rpy_and_jacobian(), mrpt::math::UNINITIALIZED_MATRIX, and mrpt::math::UNINITIALIZED_QUATERNION.

Referenced by mrpt::poses::CPose3DPDFGaussian::changeCoordinatesReference(), mrpt::math::jacobians::jacobs_6D_pose_comp(), mrpt::poses::CPose3DPDFGaussianInf::operator+=(), mrpt::poses::CPose3DPDFGaussian::operator+=(), and Pose3DPDFGaussTests::testCompositionJacobian().

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◆ log2linearWeights()

void CParticleFilterCapable::log2linearWeights	(	const std::vector< double > &	in_logWeights,
		std::vector< double > &	out_linWeights
	)

staticinherited

A static method to compute the linear, normalized (the sum the unity) weights from log-weights.

See also: performResampling

Definition at line 455 of file CParticleFilterCapable.cpp.

References ASSERT_, MRPT_END, and MRPT_START.

◆ normalizeWeights()

double mrpt::bayes::CParticleFilterDataImpl< CPose3DPDFParticles , mrpt::bayes::CParticleFilterData< CPose3D >::CParticleList >::normalizeWeights ( double * out_max_log_w = nullptr )

inlineoverridevirtualinherited

Normalize the (logarithmic) weights, such as the maximum weight is zero.

Parameters

out_max_log_w If provided, will return with the maximum log_w before normalizing, such as new_weights = old_weights - max_log_w.

Returns: The max/min ratio of weights ("dynamic range")

Implements mrpt::bayes::CParticleFilterCapable.

Definition at line 60 of file CParticleFilterData.h.

◆ operator delete() [1/3]

void mrpt::poses::CPose3DPDFParticles::operator delete ( void * ptr )

inlinenoexcept

Definition at line 38 of file CPose3DPDFParticles.h.

◆ operator delete() [2/3]

void mrpt::poses::CPose3DPDFParticles::operator delete	(	void *	memory,
		void *	ptr
	)

inlinenoexcept

Definition at line 38 of file CPose3DPDFParticles.h.

◆ operator delete() [3/3]

void mrpt::poses::CPose3DPDFParticles::operator delete	(	void *	ptr,
		const std::nothrow_t &
	)

inlinenoexcept

Definition at line 38 of file CPose3DPDFParticles.h.

◆ operator delete[]()

void mrpt::poses::CPose3DPDFParticles::operator delete[] ( void * ptr )

inlinenoexcept

Definition at line 38 of file CPose3DPDFParticles.h.

◆ operator new() [1/3]

static void* mrpt::poses::CPose3DPDFParticles::operator new	(	size_t	size,
		void *	ptr
	)

inlinestatic

Definition at line 38 of file CPose3DPDFParticles.h.

◆ operator new() [2/3]

void* mrpt::poses::CPose3DPDFParticles::operator new ( size_t size )

inline

Definition at line 38 of file CPose3DPDFParticles.h.

◆ operator new() [3/3]

void* mrpt::poses::CPose3DPDFParticles::operator new	(	size_t	size,
		const std::nothrow_t &
	)

inlinenoexcept

Definition at line 38 of file CPose3DPDFParticles.h.

◆ operator new[]()

void* mrpt::poses::CPose3DPDFParticles::operator new[] ( size_t size )

inline

Definition at line 38 of file CPose3DPDFParticles.h.

◆ operator+=()

void CPose3DPDFParticles::operator+= ( const CPose3D & Ap )

Appends (pose-composition) a given pose "p" to each particle.

Definition at line 309 of file CPose3DPDFParticles.cpp.

References MRPT_UNUSED_PARAM, and THROW_EXCEPTION.

◆ particlesCount()

size_t mrpt::bayes::CParticleFilterDataImpl< CPose3DPDFParticles , mrpt::bayes::CParticleFilterData< CPose3D >::CParticleList >::particlesCount ( ) const

inlineoverridevirtualinherited

Get the m_particles count.

Implements mrpt::bayes::CParticleFilterCapable.

Definition at line 55 of file CParticleFilterData.h.

◆ performResampling()

void CParticleFilterCapable::performResampling	(	const bayes::CParticleFilter::TParticleFilterOptions &	PF_options,
		size_t	out_particle_count = `0`
	)

inherited

Performs a resample of the m_particles, using the method selected in the constructor.

After computing the surviving samples, this method internally calls "performSubstitution" to actually perform the particle replacement. This method is called automatically by CParticleFilter::execute, andshould not be invoked manually normally. To just obtaining the sequence of resampled indexes from a sequence of weights, use "resample"

Parameters

[in] out_particle_count The desired number of output particles after resampling; 0 means don't modify the current number.

See also: resample

Definition at line 29 of file CParticleFilterCapable.cpp.

References ASSERT_, MRPT_END, MRPT_START, and mrpt::bayes::CParticleFilter::TParticleFilterOptions::resamplingMethod.

◆ performSubstitution()

void mrpt::bayes::CParticleFilterDataImpl< CPose3DPDFParticles , mrpt::bayes::CParticleFilterData< CPose3D >::CParticleList >::performSubstitution ( const std::vector< size_t > & indx )

inlineoverridevirtualinherited

Replaces the old particles by copies determined by the indexes in "indx", performing an efficient copy of the necesary particles only and allowing the number of particles to change.

Implements mrpt::bayes::CParticleFilterCapable.

Definition at line 114 of file CParticleFilterData.h.

◆ prepareFastDrawSample() [1/2]

void mrpt::bayes::CParticleFilterCapable::prepareFastDrawSample ( const bayes::CParticleFilter::TParticleFilterOptions & PF_options ) const

inlineinherited

The default evaluator function, which simply returns the particle weight.

The action and the observation are declared as "void*" for a greater flexibility.

See also: prepareFastDrawSample

Definition at line 68 of file CParticleFilterCapable.h.

References mrpt::bayes::CParticleFilterCapable::getW().

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◆ prepareFastDrawSample() [2/2]

void CParticleFilterCapable::prepareFastDrawSample	(	const bayes::CParticleFilter::TParticleFilterOptions &	PF_options,
		TParticleProbabilityEvaluator	partEvaluator
	)		const

inherited

Prepares data structures for calling fastDrawSample method next.

This method must be called once before using "fastDrawSample" (calling this more than once has no effect, but it takes time for nothing!) The behavior depends on the configuration of the PF (see CParticleFilter::TParticleFilterOptions):

DYNAMIC SAMPLE SIZE=NO: In this case this method fills out an internal array (m_fastDrawAuxiliary.alreadyDrawnIndexes) with the random indexes generated according to the selected resample scheme in TParticleFilterOptions. Those indexes are read sequentially by subsequent calls to fastDrawSample.
DYNAMIC SAMPLE SIZE=YES: Then:
- If TParticleFilterOptions.resamplingMethod = prMultinomial, the internal buffers will be filled out (m_fastDrawAuxiliary.CDF, CDF_indexes & PDF) and then fastDrawSample can be called an arbitrary number of times to generate random indexes.
- For the rest of resampling algorithms, an exception will be raised since they are not appropriate for a dynamic (unknown in advance) number of particles.

The function pointed by "partEvaluator" should take into account the particle filter algorithm selected in "m_PFAlgorithm". If called without arguments (defaultEvaluator), the default behavior is to draw samples with a probability proportional to their current weights. The action and the observation are declared as "void*" for a greater flexibility. For a more detailed information see the Particle Filter tutorial. Custom supplied "partEvaluator" functions must take into account the previous particle weight, i.e. multiplying the current observation likelihood by the weights.

See also: fastDrawSample

Definition at line 276 of file CParticleFilterCapable.cpp.

References mrpt::bayes::CParticleFilter::TParticleFilterOptions::adaptiveSampleSize, ASSERT_, mrpt::math::maximum(), MRPT_CHECK_NORMAL_NUMBER, MRPT_END, MRPT_END_WITH_CLEAN_UP, MRPT_START, mrpt::bayes::CParticleFilter::TParticleFilterOptions::resamplingMethod, and THROW_EXCEPTION.

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◆ readFromStream()

void CPose3DPDFParticles::readFromStream	(	mrpt::utils::CStream &	in,
		int	version
	)

overrideprotectedvirtual

Introduces a pure virtual method responsible for loading from a CStream This can not be used directly be users, instead use "stream >> object;" for reading it from a stream or "stream >> object_ptr;" if the class is unknown apriori.

Parameters

in	The input binary stream where the object data must read from.
version	The version of the object stored in the stream: use this version number in your code to know how to read the incoming data.

Exceptions

std::exception On any error, see CStream::ReadBuffer

See also: CStream

Implements mrpt::utils::CSerializable.

Definition at line 231 of file CPose3DPDFParticles.cpp.

References MRPT_THROW_UNKNOWN_SERIALIZATION_VERSION.

◆ readParticlesFromStream()

void mrpt::bayes::CParticleFilterData< CPose3D >::readParticlesFromStream ( STREAM & in )

inlineinherited

Reads the sequence of particles and their weights from a stream (requires T implementing CSerializable).

See also: writeParticlesToStream

Definition at line 236 of file CParticleFilterData.h.

◆ resetDeterministic()

void CPose3DPDFParticles::resetDeterministic	(	const CPose3D &	location,
		size_t	particlesCount = `0`
	)

Reset the PDF to a single point: All m_particles will be set exactly to the supplied pose.

Parameters

location	The location to set all the m_particles.
particlesCount	If this is set to 0 the number of m_particles remains unchanged.

See also: resetUniform, resetUniformFreeSpace

Definition at line 381 of file CPose3DPDFParticles.cpp.

Referenced by mrpt::hmtslam::CHierarchicalMapMHPartition::computeCoordinatesTransformationBetweenNodes(), mrpt::obs::CActionRobotMovement3D::computeFromOdometry_model6DOF(), mrpt::hmtslam::CLocalMetricHypothesis::getPoseParticles(), and mrpt::hmtslam::CLocalMetricHypothesis::getRelativePose().

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◆ saveToTextFile()

void CPose3DPDFParticles::saveToTextFile ( const std::string & file ) const

overridevirtual

Save PDF's m_particles to a text file.

In each line it will go: "x y z"

Implements mrpt::utils::CProbabilityDensityFunction< CPose3D, 6 >.

Definition at line 250 of file CPose3DPDFParticles.cpp.

References mrpt::system::os::fclose(), mrpt::system::os::fopen(), and mrpt::system::os::fprintf().

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◆ setW()

void mrpt::bayes::CParticleFilterDataImpl< CPose3DPDFParticles , mrpt::bayes::CParticleFilterData< CPose3D >::CParticleList >::setW	(	size_t	i,
		double	w
	)

inlineoverridevirtualinherited

Modifies i'th particle (logarithm) weight, where first one is index 0.

Implements mrpt::bayes::CParticleFilterCapable.

Definition at line 48 of file CParticleFilterData.h.

◆ size()

size_t mrpt::poses::CPose3DPDFParticles::size ( ) const

inline

Get the m_particles count (equivalent to "particlesCount")

Definition at line 75 of file CPose3DPDFParticles.h.

References mrpt::bayes::CParticleFilterData< CPose3D >::m_particles.

Referenced by mrpt::hmtslam::CHMTSLAM::perform_TLC(), and mrpt::hmtslam::CLocalMetricHypothesis::updateAreaFromLMH().

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◆ writeParticlesToStream()

void mrpt::bayes::CParticleFilterData< CPose3D >::writeParticlesToStream ( STREAM & out ) const

inlineinherited

Dumps the sequence of particles and their weights to a stream (requires T implementing CSerializable).

See also: readParticlesFromStream

Definition at line 220 of file CParticleFilterData.h.

◆ writeToMatlab()

virtual mxArray* mrpt::utils::CSerializable::writeToMatlab ( ) const

inlinevirtualinherited

Introduces a pure virtual method responsible for writing to a mxArray Matlab object, typically a MATLAB struct whose contents are documented in each derived class.

Returns: A new mxArray (caller is responsible of memory freeing) or nullptr is class does not support conversion to MATLAB.

Definition at line 89 of file CSerializable.h.

◆ writeToStream()

void CPose3DPDFParticles::writeToStream	(	mrpt::utils::CStream &	out,
		int *	getVersion
	)		const

overrideprotectedvirtual

Introduces a pure virtual method responsible for writing to a CStream.

This can not be used directly be users, instead use "stream << object;" for writing it to a stream.

Parameters

out	The output binary stream where object must be dumped.
getVersion	If nullptr, the object must be dumped. If not, only the version of the object dump must be returned in this pointer. This enables the versioning of objects dumping and backward compatibility with previously stored data.

Exceptions

std::exception On any error, see CStream::WriteBuffer

See also: CStream

Implements mrpt::utils::CSerializable.

Definition at line 217 of file CPose3DPDFParticles.cpp.

Member Data Documentation

◆ _init_CPose3DPDFParticles

mrpt::utils::CLASSINIT mrpt::poses::CPose3DPDFParticles::_init_CPose3DPDFParticles

staticprotected

Definition at line 38 of file CPose3DPDFParticles.h.

◆ className

constexpr const char* mrpt::poses::CPose3DPDFParticles::className = "CPose3DPDFParticles"

static

Definition at line 38 of file CPose3DPDFParticles.h.

◆ m_fastDrawAuxiliary

TFastDrawAuxVars mrpt::bayes::CParticleFilterCapable::m_fastDrawAuxiliary

mutableprotectedinherited

Auxiliary vectors, see CParticleFilterCapable::prepareFastDrawSample for more information.

Definition at line 237 of file CParticleFilterCapable.h.

◆ m_particles

CParticleList mrpt::bayes::CParticleFilterData< CPose3D >::m_particles

inherited

The array of particles.

Definition at line 208 of file CParticleFilterData.h.

Referenced by size().

◆ runtimeClassId

const mrpt::utils::TRuntimeClassId mrpt::poses::CPose3DPDFParticles::runtimeClassId

staticprotected

Definition at line 38 of file CPose3DPDFParticles.h.

◆ state_length

const size_t mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::state_length

staticinherited

The length of the variable, for example, 3 for a 3D point, 6 for a 3D pose (x y z yaw pitch roll).

Definition at line 34 of file CProbabilityDensityFunction.h.

Detailed Description

Public Types

Public Member Functions

Static Public Member Functions

Public Attributes

Static Public Attributes

Protected Member Functions

Protected Attributes

RTTI stuff

Member Typedef Documentation

◆ ConstPtr

◆ CParticleData

◆ CParticleDataContent

◆ CParticleList

◆ Ptr

◆ self_t

◆ TParticleProbabilityEvaluator

◆ type_value

Member Enumeration Documentation

◆ anonymous enum

◆ anonymous enum

Constructor & Destructor Documentation

◆ CPose3DPDFParticles()

Member Function Documentation

◆ _GetBaseClass()

◆ append()

◆ bayesianFusion()

◆ changeCoordinatesReference()

◆ clearParticles()

◆ clone()

◆ computeResampling()

◆ copyFrom()

◆ Create()

◆ createFrom2D()

◆ CreateObject()

◆ derived() [1/2]

◆ derived() [2/2]

◆ drawManySamples()

◆ drawSingleSample() [1/2]

◆ drawSingleSample() [2/2]

◆ ESS()

◆ fastDrawSample()

◆ getAs3DObject() [1/2]

◆ getAs3DObject() [2/2]

◆ getCovariance() [1/3]

◆ getCovariance() [2/3]

◆ getCovariance() [3/3]

◆ getCovarianceAndMean() [1/2]

◆ getCovarianceAndMean() [2/2]

◆ getCovarianceDynAndMean()

◆ getCovarianceEntropy()

◆ getInformationMatrix()

◆ getMean() [1/2]

◆ getMean() [2/2]

◆ getMeanVal()

◆ getMostLikelyParticle()

◆ getParticlePose()

◆ GetRuntimeClass()

◆ GetRuntimeClassIdStatic()

◆ getW()

◆ getWeights()

◆ inverse()

◆ is_3D()

◆ is_PDF()

◆ isInfType()

◆ jacobiansPoseComposition()

◆ log2linearWeights()

◆ normalizeWeights()

◆ operator delete() [1/3]

◆ operator delete() [2/3]

◆ operator delete() [3/3]

◆ operator delete[]()

◆ operator new() [1/3]

◆ operator new() [2/3]

◆ operator new() [3/3]

◆ operator new[]()

◆ operator+=()

◆ particlesCount()

◆ performResampling()

◆ performSubstitution()