otbJoinHistogramMI.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 otbJoinHistogramMI_h
#define otbJoinHistogramMI_h
 
#include "itkHistogram.h"
 
namespace otb
{
 
namespace Functor
{
 
template <class TInput1, class TInput2, class TOutput>
class JoinHistogramMI
{
public:
  typedef double HistogramFrequencyType;
  typedef typename itk::Statistics::Histogram<HistogramFrequencyType, itk::Statistics::DenseFrequencyContainer2> HistogramType;
  JoinHistogramMI()
  {
  }
  virtual ~JoinHistogramMI()
  {
  }
  inline TOutput operator()(const TInput1& itA, const TInput2& itB, const HistogramType* histogram)
  {
    TOutput                jointEntropy = itk::NumericTraits<TOutput>::Zero;
    HistogramFrequencyType totalFreq    = histogram->GetTotalFrequency();
 
    typename HistogramType::MeasurementVectorType sample(2);
    for (unsigned long pos = 0; pos < itA.Size(); ++pos)
    {
      double valueA = static_cast<double>(itA.GetPixel(pos));
      double valueB = static_cast<double>(itB.GetPixel(pos));
 
      sample[0] = valueA;
      sample[1] = valueB;
 
      typename HistogramType::IndexType index;
      histogram->GetIndex(sample, index);
      HistogramFrequencyType freq = histogram->GetFrequency(index);
      if (freq > 0)
      {
        jointEntropy += freq * std::log(freq);
      }
    }
 
    jointEntropy = -jointEntropy / static_cast<TOutput>(totalFreq) + std::log(totalFreq);
 
    return jointEntropy;
  }
};
}
} // end namespace otb
 
#endif