/* * Copyright (C) 2005-2019 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 JoinHistogramMI { public: typedef double HistogramFrequencyType; typedef typename itk::Statistics::Histogram HistogramType; JoinHistogramMI() { } virtual ~JoinHistogramMI() { } inline TOutput operator()(const TInput1& itA, const TInput2& itB, const HistogramType* histogram) { TOutput jointEntropy = itk::NumericTraits::Zero; HistogramFrequencyType totalFreq = histogram->GetTotalFrequency(); typename HistogramType::MeasurementVectorType sample(2); for (unsigned long pos = 0; pos < itA.Size(); ++pos) { double valueA = static_cast(itA.GetPixel(pos)); double valueB = static_cast(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(totalFreq) + std::log(totalFreq); return jointEntropy; } }; } } // end namespace otb #endif