File: itkLabelOverlapMeasuresImageFilter.h

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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
 *
 *  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 itkLabelOverlapMeasuresImageFilter_h
#define itkLabelOverlapMeasuresImageFilter_h

#include "itkImageToImageFilter.h"
#include "itkNumericTraits.h"

#include "itksys/hash_map.hxx"

namespace itk {

/** \class LabelOverlapMeasuresImageFilter
 * \brief Computes overlap measures between the set same set of labels of
 * pixels of two images. Background is assumed to be 0.
 *
 * This code was contributed in the Insight Journal paper:
 * "Introducing Dice, Jaccard, and Other Label Overlap Measures To ITK"
 * by Nicholas J. Tustison, James C. Gee
 * https://hdl.handle.net/10380/3141
 * http://www.insight-journal.org/browse/publication/707
 *
 * \author Nicholas J. Tustison
 * \sa LabelOverlapMeasuresImageFilter
 *
 * \ingroup ITKImageStatistics
 * \ingroup MultiThreaded
 */
template<typename TLabelImage>
class ITK_TEMPLATE_EXPORT LabelOverlapMeasuresImageFilter :
    public ImageToImageFilter<TLabelImage, TLabelImage>
{
public:
  /** Standard Self typedef */
  typedef LabelOverlapMeasuresImageFilter                Self;
  typedef ImageToImageFilter<TLabelImage,TLabelImage>    Superclass;
  typedef SmartPointer<Self>                             Pointer;
  typedef SmartPointer<const Self>                       ConstPointer;

  /** Method for creation through the object factory. */
  itkNewMacro( Self );

  /** Runtime information support. */
  itkTypeMacro( LabelOverlapMeasuresImageFilter, ImageToImageFilter );

  /** Image related typedefs. */
  typedef TLabelImage                                   LabelImageType;
  typedef typename TLabelImage::Pointer                 LabelImagePointer;
  typedef typename TLabelImage::ConstPointer            LabelImageConstPointer;

  typedef typename TLabelImage::RegionType              RegionType;
  typedef typename TLabelImage::SizeType                SizeType;
  typedef typename TLabelImage::IndexType               IndexType;

  typedef typename TLabelImage::PixelType               LabelType;

  /** Type to use for computations. */
  typedef typename NumericTraits<LabelType>::RealType RealType;

  /** \class LabelSetMeasures
   * \brief Metrics stored per label
   * \ingroup ITKImageStatistics
   */
  class LabelSetMeasures
  {
  public:
    // default constructor
    LabelSetMeasures()
    {
      m_Source = 0;
      m_Target = 0;
      m_Union = 0;
      m_Intersection = 0;
      m_SourceComplement = 0;
      m_TargetComplement = 0;
    }

  // added for completeness
    LabelSetMeasures& operator=( const LabelSetMeasures& l )
    {
      if(this != &l)
        {
        m_Source = l.m_Source;
        m_Target = l.m_Target;
        m_Union = l.m_Union;
        m_Intersection = l.m_Intersection;
        m_SourceComplement = l.m_SourceComplement;
        m_TargetComplement = l.m_TargetComplement;
        }
      return *this;
    }

    unsigned long m_Source;
    unsigned long m_Target;
    unsigned long m_Union;
    unsigned long m_Intersection;
    unsigned long m_SourceComplement;
    unsigned long m_TargetComplement;
    };

  /** Type of the map used to store data per label */
  typedef itksys::hash_map<LabelType, LabelSetMeasures> MapType;
  typedef typename MapType::iterator                    MapIterator;
  typedef typename MapType::const_iterator              MapConstIterator;

  /** Image related typedefs. */
  itkStaticConstMacro( ImageDimension, unsigned int,
    TLabelImage::ImageDimension );

  /** Set the source image. */
  void SetSourceImage( const LabelImageType * image )
  { this->SetNthInput( 0, const_cast<LabelImageType *>( image ) ); }

  /** Set the target image. */
  void SetTargetImage( const LabelImageType * image )
  { this->SetNthInput( 1, const_cast<LabelImageType *>( image ) ); }

  /** Get the source image. */
  const LabelImageType * GetSourceImage( void )
  { return this->GetInput( 0 ); }

  /** Get the target image. */
  const LabelImageType * GetTargetImage( void )
  { return this->GetInput( 1 ); }

  /** Get the label set measures. */
  MapType GetLabelSetMeasures()
  { return this->m_LabelSetMeasures; }

  // Overlap agreement metrics

  /** Get the total overlap over all labels. */
  RealType GetTotalOverlap() const;

  /** Get the target overlap for the specified individual label. */
  RealType GetTargetOverlap( LabelType ) const;

  /** Get the union overlap (Jaccard coefficient) over all labels. */
  RealType GetUnionOverlap() const;
  RealType GetJaccardCoefficient() const
  { return this->GetUnionOverlap(); }

  /** Get the union overlap (Jaccard coefficient) for the specified individual
   * label. */
  RealType GetUnionOverlap( LabelType ) const;
    RealType GetJaccardCoefficient( LabelType label ) const
  { return this->GetUnionOverlap( label ); }

  /** Get the mean overlap (Dice coefficient) over all labels. */
  RealType GetMeanOverlap() const;
  RealType GetDiceCoefficient() const
  { return this->GetMeanOverlap(); }

  /** Get the mean overlap (Dice coefficient) for the specified individual
   * label. */
  RealType GetMeanOverlap( LabelType ) const;
  RealType GetDiceCoefficient( LabelType label ) const
  { return this->GetMeanOverlap( label ); }

  /** Get the volume similarity over all labels. */
  RealType GetVolumeSimilarity() const;

  /** Get the volume similarity for the specified individual label. */
  RealType GetVolumeSimilarity( LabelType ) const;

  // Overlap error metrics

  /** Get the false negative error over all labels. */
  RealType GetFalseNegativeError() const;

  /** Get the false negative error for the specified individual label. */
  RealType GetFalseNegativeError( LabelType ) const;

  /** Get the false positive error over all labels. */
  RealType GetFalsePositiveError() const;

  /** Get the false positive error for the specified individual label. */
  RealType GetFalsePositiveError( LabelType ) const;

#ifdef ITK_USE_CONCEPT_CHECKING
  // Begin concept checking
  itkConceptMacro( Input1HasNumericTraitsCheck,
                   ( Concept::HasNumericTraits<LabelType> ) );
  // End concept checking
#endif

protected:
  LabelOverlapMeasuresImageFilter();
  ~LabelOverlapMeasuresImageFilter() ITK_OVERRIDE {};
  void PrintSelf( std::ostream& os, Indent indent ) const ITK_OVERRIDE;

  /**
   * Pass the input through unmodified. Do this by setting the output to the
   * source this by setting the output to the source image in the
   * AllocateOutputs() method.
   */
  void AllocateOutputs() ITK_OVERRIDE;

  void BeforeThreadedGenerateData() ITK_OVERRIDE;

  void AfterThreadedGenerateData() ITK_OVERRIDE;

  /** Multi-thread version GenerateData. */
  void ThreadedGenerateData( const RegionType&, ThreadIdType ) ITK_OVERRIDE;

  // Override since the filter produces all of its output
  void EnlargeOutputRequestedRegion( DataObject *data ) ITK_OVERRIDE;

private:
  ITK_DISALLOW_COPY_AND_ASSIGN(LabelOverlapMeasuresImageFilter);

  std::vector<MapType> m_LabelSetMeasuresPerThread;
  MapType              m_LabelSetMeasures;
}; // end of class

} // end namespace itk

#ifndef ITK_MANUAL_INSTANTIATION
#include "itkLabelOverlapMeasuresImageFilter.hxx"
#endif

#endif