animaMCMWeightedAverager.h

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#pragma once
#include <animaMultiCompartmentModel.h>
#include <animaSpectralClusteringFilter.h>
#include <animaBaseTensorTools.h>

#include <itkLightObject.h>
#include <itkVariableLengthVector.h>
#include <itkSymmetricEigenAnalysis.h>

#include <vnl/vnl_math.h>
#include <vnl/vnl_diag_matrix.h>
#include <vnl/vnl_matrix.h>

#include <AnimaMCMBaseExport.h>

namespace anima
{

class ANIMAMCMBASE_EXPORT MCMWeightedAverager : public itk::LightObject
{
public:
    typedef MCMWeightedAverager Self;
    typedef itk::LightObject Superclass;
    typedef itk::SmartPointer<Self> Pointer;
    typedef itk::SmartPointer<const Self> ConstPointer;

    itkTypeMacro(MCMWeightedAverager, itk::LightObject)

    itkNewMacro(Self)

    using MCMType = anima::MultiCompartmentModel;
    using MCMCompartmentPointer = MCMType::BaseCompartmentPointer;
    using MCMPointer = MCMType::Pointer;
    using EigenAnalysisType = itk::SymmetricEigenAnalysis < vnl_matrix <double>, vnl_diag_matrix<double>, vnl_matrix <double> >;
    using SpectralClusterType = anima::SpectralClusteringFilter<double>;
    using LECalculatorType = anima::LogEuclideanTensorCalculator <double>;
    using LECalculatorPointer = typename LECalculatorType::Pointer;

    void SetInputModels(std::vector <MCMPointer> &models) {m_InputModels = models; m_UpToDate = false;}
    void SetInputWeights(std::vector <double> &weights) {m_InputWeights = weights; m_UpToDate = false;}

    void SetNumberOfOutputDirectionalCompartments(unsigned int val);
    void ResetNumberOfOutputDirectionalCompartments();

    void SetOutputModel(MCMType *model);
    MCMPointer &GetOutputModel();
    MCMPointer &GetUntouchedOutputModel();

    unsigned int GetOutputModelSize();

    void SetUpToDate(bool val) {m_UpToDate = val;}

    void Update();

protected:
    MCMWeightedAverager();
    ~MCMWeightedAverager() {}

    void ComputeTensorDistanceMatrix();
    virtual void ComputeNonTensorDistanceMatrix();

    void ComputeOutputTensorCompatibleModel();
    virtual void ComputeOutputNonTensorModel();

private:
    std::vector <MCMPointer> m_InputModels;
    std::vector <double> m_InputWeights;

    unsigned int m_NumberOfOutputDirectionalCompartments;

    MCMPointer m_OutputModel;
    bool m_UpToDate;

protected:
    // Internal work variables
    std::vector < itk::VariableLengthVector <double> > m_InternalLogTensors;

    std::vector <double> m_InternalOutputWeights;
    std::vector <MCMCompartmentPointer> m_WorkCompartmentsVector;
    std::vector <double> m_WorkCompartmentWeights;
    vnl_matrix <double> m_InternalDistanceMatrix;
    std::vector < std::vector <double> > m_InternalSpectralMemberships;

    vnl_matrix <double> m_InternalWorkMatrix, m_InternalWorkEigenVectors;
    vnl_diag_matrix <double> m_InternalWorkEigenValues, m_InternalWorkEigenValuesInputSticks;
    itk::VariableLengthVector <double> m_InternalOutputVector;

    EigenAnalysisType m_InternalEigenAnalyzer;
    LECalculatorPointer m_leCalculator;
    SpectralClusterType m_InternalSpectralCluster;
};

} // end namespace anima