otbFastICAImageFilter.h

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/*
 * Copyright (C) 2005-2022 Centre National d'Etudes Spatiales (CNES)
 *
 * This file is part of Orfeo Toolbox
 *
 *     https://www.orfeo-toolbox.org/
 *
 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
 * You may obtain a copy of the License at
 *
 *     http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
 */
 
#ifndef otbFastICAImageFilter_h
#define otbFastICAImageFilter_h
 
#include "itkImageToImageFilter.h"
#include "otbPCAImageFilter.h"
#include "otbFastICAInternalOptimizerVectorImageFilter.h"
#include <functional>
 
namespace otb
{
template <class TInputImage, class TOutputImage, Transform::TransformDirection TDirectionOfTransformation>
class ITK_EXPORT FastICAImageFilter : public itk::ImageToImageFilter<TInputImage, TOutputImage>
{
public:
  typedef FastICAImageFilter Self;
  typedef itk::ImageToImageFilter<TInputImage, TOutputImage> Superclass;
  typedef itk::SmartPointer<Self>       Pointer;
  typedef itk::SmartPointer<const Self> ConstPointer;
 
  itkNewMacro(Self);
 
  itkTypeMacro(FastICAImageFilter, ImageToImageFilter);
 
  itkStaticConstMacro(InputImageDimension, unsigned int, TInputImage::ImageDimension);
  itkStaticConstMacro(OutputImageDimension, unsigned int, TOutputImage::ImageDimension);
 
  typedef Transform::TransformDirection TransformDirectionEnumType;
  itkStaticConstMacro(DirectionOfTransformation, TransformDirectionEnumType, TDirectionOfTransformation);
 
  typedef TInputImage  InputImageType;
  typedef TOutputImage OutputImageType;
 
  typedef PCAImageFilter<InputImageType, OutputImageType, TDirectionOfTransformation> PCAFilterType;
  typedef typename PCAFilterType::Pointer PCAFilterPointerType;
 
  typedef typename PCAFilterType::RealType          RealType;
  typedef typename PCAFilterType::VectorType        VectorType;
  typedef typename PCAFilterType::MatrixType        MatrixType;
  typedef typename MatrixType::InternalMatrixType   InternalMatrixType;
  typedef typename InternalMatrixType::element_type MatrixElementType;
 
  typedef MatrixImageFilter<TInputImage, TOutputImage> TransformFilterType;
  typedef typename TransformFilterType::Pointer TransformFilterPointerType;
 
  typedef FastICAInternalOptimizerVectorImageFilter<InputImageType, InputImageType> InternalOptimizerType;
  typedef typename InternalOptimizerType::Pointer InternalOptimizerPointerType;
 
  typedef StreamingStatisticsVectorImageFilter<InputImageType> MeanEstimatorFilterType;
  typedef typename MeanEstimatorFilterType::Pointer            MeanEstimatorFilterPointerType;
 
  typedef std::function<double(double)> NonLinearityType;
 
  itkGetMacro(NumberOfPrincipalComponentsRequired, unsigned int);
  itkSetMacro(NumberOfPrincipalComponentsRequired, unsigned int);
 
  itkGetConstMacro(PCAFilter, PCAFilterType*);
  itkGetMacro(PCAFilter, PCAFilterType*);
 
  itkGetConstMacro(TransformFilter, TransformFilterType*);
  itkGetMacro(TransformFilter, TransformFilterType*);
 
  VectorType GetMeanValues() const
  {
    return this->GetPCAFilter()->GetMeanValues();
  }
  void SetMeanValues(const VectorType& vec)
  {
    m_PCAFilter->SetMeanValues(vec);
  }
 
  VectorType GetStdDevValues() const
  {
    return this->GetPCAFilter()->GetStdDevValues();
  }
  void SetStdDevValues(const VectorType& vec)
  {
    m_PCAFilter->SetStdDevValues(vec);
  }
 
  MatrixType GetPCATransformationMatrix() const
  {
    return this->GetPCAFilter()->GetTransformationMatrix();
  }
  void SetPCATransformationMatrix(const MatrixType& mat, bool isForward = true)
  {
    m_PCAFilter->SetTransformationMatrix(mat, isForward);
  }
 
  itkGetConstMacro(TransformationMatrix, MatrixType);
  itkGetMacro(TransformationMatrix, MatrixType);
  void SetTransformationMatrix(const MatrixType& mat, bool isForward = true)
  {
    m_IsTransformationForward   = isForward;
    m_GivenTransformationMatrix = true;
    m_TransformationMatrix      = mat;
    this->Modified();
  }
 
  itkGetMacro(NumberOfIterations, unsigned int);
  itkSetMacro(NumberOfIterations, unsigned int);
 
  itkGetMacro(ConvergenceThreshold, double);
  itkSetMacro(ConvergenceThreshold, double);
 
  void SetNonLinearity(NonLinearityType NonLinearity, NonLinearityType NonLinearityDerivative)
  {
    m_NonLinearity           = NonLinearity;
    m_NonLinearityDerivative = NonLinearityDerivative;
    this->Modified();
  }
 
  itkGetMacro(NonLinearity, NonLinearityType);
  itkGetMacro(NonLinearityDerivative, NonLinearityType);
 
  itkGetMacro(Mu, double);
  itkSetMacro(Mu, double);
 
protected:
  FastICAImageFilter();
  ~FastICAImageFilter() override
  {
  }
 
  void GenerateOutputInformation() override;
 
  void GenerateData() override;
 
  void         ForwardGenerateOutputInformation();
  void         ReverseGenerateOutputInformation();
  virtual void ForwardGenerateData();
  virtual void ReverseGenerateData();
 
  virtual void GenerateTransformationMatrix();
 
  unsigned int m_NumberOfPrincipalComponentsRequired;
 
  bool       m_GivenTransformationMatrix;
  bool       m_IsTransformationForward;
  MatrixType m_TransformationMatrix;
 
  unsigned int     m_NumberOfIterations;     // def is 50
  double           m_ConvergenceThreshold;   // def is 1e-4
  NonLinearityType m_NonLinearity;           // see g() function in the biblio. Def is tanh
  NonLinearityType m_NonLinearityDerivative; // derivative of g().
  double           m_Mu;                     // def is 1. in [0, 1]
 
  PCAFilterPointerType       m_PCAFilter;
  TransformFilterPointerType m_TransformFilter;
 
private:
  FastICAImageFilter(const Self&) = delete;
  void operator=(const Self&) = delete;
}; // end of class
 
} // end of namespace otb
 
#ifndef OTB_MANUAL_INSTANTIATION
#include "otbFastICAImageFilter.hxx"
#endif
 
 
#endif