/* * 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 otbMRFEnergyPotts_h #define otbMRFEnergyPotts_h #include "otbMRFEnergy.h" namespace otb { /** * \class MRFEnergyPotts * \brief This is the implementation of the Potts model for Markov classification. * * This is the implementation of the Potts model for Markov classification, to be used for * regularization. Energy is: * \f[ U(x_s, x_t) = -\beta \textrm{ if } x_s = x_t \f] * \f[ U(x_s, x_t) = +\beta \textrm{ if } x_s \neq x_t \f] * with * - \f$ x_s \f$ the label on site s * - \f$ y_s \f$ the value on the reference image * - \f$ \sigma^2_{x_s} \f$ the noise variance * * This class is meant to be used in the MRF framework with the otb::MarkovRandomFieldFilter * * \ingroup Markov * * \ingroup OTBMarkov */ template class ITK_EXPORT MRFEnergyPotts : public MRFEnergy { public: typedef MRFEnergyPotts Self; typedef MRFEnergy Superclass; typedef itk::SmartPointer Pointer; typedef itk::SmartPointer ConstPointer; typedef TInput1 InputImageType; typedef TInput2 LabelledImageType; typedef typename InputImageType::PixelType InputImagePixelType; typedef typename LabelledImageType::PixelType LabelledImagePixelType; typedef itk::Array ParametersType; itkTypeMacro(MRFEnergyPotts, MRFEnergy); itkNewMacro(Self); double GetSingleValue(const InputImagePixelType& value1, const LabelledImagePixelType& value2) override { if (value1 != value2) { return this->m_Parameters[0]; } else { return -this->m_Parameters[0]; } } protected: // The constructor and destructor. MRFEnergyPotts() { this->m_NumberOfParameters = 1; this->m_Parameters.SetSize(this->m_NumberOfParameters); this->m_Parameters[0] = 1.0; }; ~MRFEnergyPotts() override { } }; } #endif