itkNormalizedMutualInformationHistogramImageToImageMetric.hxx

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 *
 *  Copyright Insight Software Consortium
 *
 *  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.txt
 *
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 *  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
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 *
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#ifndef itkNormalizedMutualInformationHistogramImageToImageMetric_hxx
#define itkNormalizedMutualInformationHistogramImageToImageMetric_hxx

#include "itkNormalizedMutualInformationHistogramImageToImageMetric.h"
#include "itkHistogram.h"

namespace itk
{
template< typename TFixedImage, typename TMovingImage >
typename NormalizedMutualInformationHistogramImageToImageMetric< TFixedImage, \
                                                                 TMovingImage >::MeasureType
NormalizedMutualInformationHistogramImageToImageMetric< TFixedImage, \
                                                        TMovingImage >
::EvaluateMeasure(HistogramType & histogram) const
{
  MeasureType entropyX = NumericTraits< MeasureType >::ZeroValue();
  MeasureType entropyY = NumericTraits< MeasureType >::ZeroValue();
  MeasureType jointEntropy = NumericTraits< MeasureType >::ZeroValue();

  using HistogramFrequencyRealType = typename NumericTraits< HistogramFrequencyType >::RealType;

  auto totalFreq = static_cast< HistogramFrequencyRealType >( histogram.GetTotalFrequency() );

  for ( unsigned int i = 0; i < this->GetHistogramSize()[0]; i++ )
    {
    auto freq = static_cast< HistogramFrequencyRealType >( histogram.GetFrequency(i, 0) );

    if ( freq > 0 )
      {
      entropyX += freq * std::log(freq);
      }
    }

  entropyX = -entropyX / static_cast< MeasureType >( totalFreq ) + std::log(totalFreq);

  for ( unsigned int i = 0; i < this->GetHistogramSize()[1]; i++ )
    {
    auto freq = static_cast< HistogramFrequencyRealType >( histogram.GetFrequency(i, 1) );

    if ( freq > 0 )
      {
      entropyY += freq * std::log(freq);
      }
    }

  entropyY = -entropyY / static_cast< MeasureType >( totalFreq ) + std::log(totalFreq);

  HistogramIteratorType it = histogram.Begin();
  HistogramIteratorType end = histogram.End();
  while ( it != end )
    {
    auto freq = static_cast< HistogramFrequencyRealType >( it.GetFrequency() );

    if ( freq > 0 )
      {
      jointEntropy += freq * std::log(freq);
      }
    ++it;
    }

  jointEntropy = -jointEntropy / static_cast< MeasureType >( totalFreq )
                 + std::log(totalFreq);

  return ( entropyX + entropyY ) / jointEntropy;
}
} // End namespace itk

#endif // itkNormalizedMutualInformationHistogramImageToImageMetric_hxx