otbMRFSamplerMAP.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 otbMRFSamplerMAP_h
#define otbMRFSamplerMAP_h
 
#include "otbMRFSampler.h"
 
namespace otb
{
template <class TInput1, class TInput2>
class ITK_EXPORT MRFSamplerMAP : public MRFSampler<TInput1, TInput2>
{
public:
  typedef MRFSamplerMAP Self;
  typedef MRFSampler<TInput1, TInput2> Superclass;
  typedef itk::SmartPointer<Self>       Pointer;
  typedef itk::SmartPointer<const Self> ConstPointer;
 
  typedef typename Superclass::InputImageNeighborhoodIterator    InputImageNeighborhoodIterator;
  typedef typename Superclass::LabelledImageNeighborhoodIterator LabelledImageNeighborhoodIterator;
  typedef typename Superclass::LabelledImagePixelType            LabelledImagePixelType;
  typedef typename Superclass::InputImagePixelType               InputImagePixelType;
  typedef typename Superclass::EnergyFidelityType                EnergyFidelityType;
  typedef typename Superclass::EnergyRegularizationType          EnergyRegularizationType;
  typedef typename Superclass::EnergyFidelityPointer             EnergyFidelityPointer;
  typedef typename Superclass::EnergyRegularizationPointer       EnergyRegularizationPointer;
 
  itkNewMacro(Self);
 
  itkTypeMacro(MRFSamplerMAP, MRFSampler);
 
  inline int Compute(const InputImageNeighborhoodIterator& itData, const LabelledImageNeighborhoodIterator& itRegul) override
  {
    if (this->m_NumberOfClasses == 0)
    {
      itkExceptionMacro(<< "NumberOfClasses has to be greater than 0.");
    }
 
    this->m_EnergyBefore = this->m_EnergyFidelity->GetValue(itData, itRegul.GetCenterPixel());
    this->m_EnergyBefore += this->m_Lambda * this->m_EnergyRegularization->GetValue(itRegul, itRegul.GetCenterPixel());
 
    // Try all possible value (how to be generic ?)
    this->m_EnergyAfter = this->m_EnergyBefore; // default values to current one
    this->m_Value       = itRegul.GetCenterPixel();
 
    LabelledImagePixelType valueCurrent = 0;
    while (valueCurrent < static_cast<LabelledImagePixelType>(this->GetNumberOfClasses()) && valueCurrent != itk::NumericTraits<LabelledImagePixelType>::max())
    {
      this->m_EnergyCurrent = this->m_EnergyFidelity->GetValue(itData, valueCurrent);
      this->m_EnergyCurrent += this->m_Lambda * this->m_EnergyRegularization->GetValue(itRegul, valueCurrent);
      if (this->m_EnergyCurrent < this->m_EnergyAfter)
      {
        this->m_EnergyAfter = this->m_EnergyCurrent;
        this->m_Value       = valueCurrent;
      }
      valueCurrent++;
    }
 
    this->m_DeltaEnergy = this->m_EnergyAfter - this->m_EnergyBefore;
 
    return 0;
  }
 
protected:
  // The constructor and destructor.
  MRFSamplerMAP(){};
  ~MRFSamplerMAP() override
  {
  }
};
}
 
#endif