/*========================================================================= * * Copyright NumFOCUS * * 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 * * https://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 itkIsoDataThresholdCalculator_h #define itkIsoDataThresholdCalculator_h #include "itkHistogramThresholdCalculator.h" namespace itk { /** * \class IsoDataThresholdCalculator * \brief Computes the IsoData threshold for an image. Aka intermeans * * Iterative procedure based on the isodata algorithm [T.W. Ridler, S. Calvard, Picture * thresholding using an iterative selection method, IEEE Trans. System, Man and * Cybernetics, SMC-8 (1978) 630-632.] * The procedure divides the image into objects and background by taking an initial threshold, * then the averages of the pixels at or below the threshold and pixels above are computed. * The averages of those two values are computed, the threshold is incremented and the * process is repeated until the threshold is larger than the composite average. That is, * threshold = (average background + average objects)/2 * * This class is templated over the input histogram type. * \warning This calculator assumes that the input histogram has only one dimension. * * \author Richard Beare. Department of Medicine, Monash University, * Melbourne, Australia. * \author Gaetan Lehmann. Biologie du Developpement et de la Reproduction, INRA de Jouy-en-Josas, France. * * This implementation was taken from the Insight Journal paper: * https://www.insight-journal.org/browse/publication/811 * * \ingroup Operators * \ingroup ITKThresholding */ template class ITK_TEMPLATE_EXPORT IsoDataThresholdCalculator : public HistogramThresholdCalculator { public: ITK_DISALLOW_COPY_AND_MOVE(IsoDataThresholdCalculator); /** Standard class type aliases. */ using Self = IsoDataThresholdCalculator; using Superclass = HistogramThresholdCalculator; using Pointer = SmartPointer; using ConstPointer = SmartPointer; /** Method for creation through the object factory. */ itkNewMacro(Self); /** \see LightObject::GetNameOfClass() */ itkOverrideGetNameOfClassMacro(IsoDataThresholdCalculator); /** Type definition for the input image. */ using HistogramType = THistogram; using OutputType = TOutput; protected: IsoDataThresholdCalculator() = default; ~IsoDataThresholdCalculator() override = default; void GenerateData() override; using SizeValueType = typename HistogramType::SizeValueType; using InstanceIdentifier = typename HistogramType::InstanceIdentifier; }; } // end namespace itk #ifndef ITK_MANUAL_INSTANTIATION # include "itkIsoDataThresholdCalculator.hxx" #endif #endif