/*========================================================================= * * 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 * * 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 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(); typedef typename NumericTraits< HistogramFrequencyType >::RealType HistogramFrequencyRealType; HistogramFrequencyRealType totalFreq = static_cast< HistogramFrequencyRealType >( histogram.GetTotalFrequency() ); for ( unsigned int i = 0; i < this->GetHistogramSize()[0]; i++ ) { HistogramFrequencyRealType 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++ ) { HistogramFrequencyRealType 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 ) { HistogramFrequencyRealType 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