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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 itkConnectedComponentImageFilter_h
#define itkConnectedComponentImageFilter_h
#include "itkImageToImageFilter.h"
#include "itkImage.h"
#include <vector>
#include <map>
#include "itkProgressReporter.h"
#include "itkBarrier.h"
namespace itk
{
/**
* \class ConnectedComponentImageFilter
* \brief Label the objects in a binary image
*
* ConnectedComponentImageFilter labels the objects in a binary image
* (non-zero pixels are considered to be objects, zero-valued pixels
* are considered to be background).
* Each distinct object is assigned a unique label. The filter experiments
* with some improvements to the existing implementation, and is based on
* run length encoding along raster lines.
* The final object labels start with 1 and are consecutive. Objects
* that are reached earlier by a raster order scan have a lower
* label. This is different to the behaviour of the original connected
* component image filter which did not produce consecutive labels or
* impose any particular ordering.
*
* After the filter is executed, ObjectCount holds the number of connected components.
*
* \sa ImageToImageFilter
*
* \ingroup SingleThreaded
* \ingroup ITKConnectedComponents
*
* \wiki
* \wikiexample{ImageProcessing/ConnectedComponentImageFilter,Label connected components in a binary image}
* \endwiki
*/
template< typename TInputImage, typename TOutputImage, typename TMaskImage = TInputImage >
class ITK_TEMPLATE_EXPORT ConnectedComponentImageFilter:
public ImageToImageFilter< TInputImage, TOutputImage >
{
public:
/**
* Standard "Self" & Superclass typedef.
*/
typedef ConnectedComponentImageFilter Self;
typedef ImageToImageFilter< TInputImage, TOutputImage > Superclass;
/**
* Types from the Superclass
*/
typedef typename Superclass::InputImagePointer InputImagePointer;
/**
* Extract some information from the image types. Dimensionality
* of the two images is assumed to be the same.
*/
typedef typename TOutputImage::PixelType OutputPixelType;
typedef typename TOutputImage::InternalPixelType OutputInternalPixelType;
typedef typename TInputImage::PixelType InputPixelType;
typedef typename TInputImage::InternalPixelType InputInternalPixelType;
typedef typename TMaskImage::PixelType MaskPixelType;
itkStaticConstMacro(ImageDimension, unsigned int,
TOutputImage::ImageDimension);
itkStaticConstMacro(OutputImageDimension, unsigned int,
TOutputImage::ImageDimension);
itkStaticConstMacro(InputImageDimension, unsigned int,
TInputImage::ImageDimension);
/**
* Image typedef support
*/
typedef TInputImage InputImageType;
typedef TMaskImage MaskImageType;
typedef typename TInputImage::IndexType IndexType;
typedef typename TInputImage::SizeType SizeType;
typedef typename TInputImage::OffsetType OffsetType;
typedef TOutputImage OutputImageType;
typedef typename TOutputImage::RegionType RegionType;
typedef typename TOutputImage::IndexType OutputIndexType;
typedef typename TOutputImage::SizeType OutputSizeType;
typedef typename TOutputImage::OffsetType OutputOffsetType;
typedef typename TOutputImage::PixelType OutputImagePixelType;
typedef std::list< IndexType > ListType;
typedef typename MaskImageType::Pointer MaskImagePointer;
/**
* Smart pointer typedef support
*/
typedef SmartPointer< Self > Pointer;
typedef SmartPointer< const Self > ConstPointer;
/**
* Run-time type information (and related methods)
*/
itkTypeMacro(ConnectedComponentImageFilter, ImageToImageFilter);
/**
* Method for creation through the object factory.
*/
itkNewMacro(Self);
/**
* Set/Get whether the connected components are defined strictly by
* face connectivity or by face+edge+vertex connectivity. Default is
* FullyConnectedOff. For objects that are 1 pixel wide, use
* FullyConnectedOn.
*/
itkSetMacro(FullyConnected, bool);
itkGetConstReferenceMacro(FullyConnected, bool);
itkBooleanMacro(FullyConnected);
/** Type used as identifier of the different component labels. */
typedef IdentifierType LabelType;
// only set after completion
itkGetConstReferenceMacro(ObjectCount, LabelType);
// Concept checking -- input and output dimensions must be the same
itkConceptMacro( SameDimension,
( Concept::SameDimension< itkGetStaticConstMacro(InputImageDimension),
itkGetStaticConstMacro(OutputImageDimension) > ) );
itkConceptMacro( OutputImagePixelTypeIsInteger, ( Concept::IsInteger< OutputImagePixelType > ) );
itkSetInputMacro(MaskImage, MaskImageType);
itkGetInputMacro(MaskImage, MaskImageType);
/**
* Set the pixel intensity to be used for background (non-object)
* regions of the image in the output. Note that this does NOT set
* the background value to be used in the input image.
*/
itkSetMacro(BackgroundValue, OutputImagePixelType);
itkGetConstMacro(BackgroundValue, OutputImagePixelType);
protected:
ConnectedComponentImageFilter()
{
m_FullyConnected = false;
m_ObjectCount = 0;
m_BackgroundValue = NumericTraits< OutputImagePixelType >::ZeroValue();
// implicit
// #0 "Primary" required
// #1 "MaskImage" optional
Self::AddOptionalInputName("MaskImage",1);
}
virtual ~ConnectedComponentImageFilter() ITK_OVERRIDE {}
void PrintSelf(std::ostream & os, Indent indent) const ITK_OVERRIDE;
/**
* Standard pipeline methods.
*/
void BeforeThreadedGenerateData() ITK_OVERRIDE;
void AfterThreadedGenerateData() ITK_OVERRIDE;
void ThreadedGenerateData(const RegionType & outputRegionForThread, ThreadIdType threadId) ITK_OVERRIDE;
/** ConnectedComponentImageFilter needs the entire input. Therefore
* it must provide an implementation GenerateInputRequestedRegion().
* \sa ProcessObject::GenerateInputRequestedRegion(). */
void GenerateInputRequestedRegion() ITK_OVERRIDE;
/** ConnectedComponentImageFilter will produce all of the output.
* Therefore it must provide an implementation of
* EnlargeOutputRequestedRegion().
* \sa ProcessObject::EnlargeOutputRequestedRegion() */
void EnlargeOutputRequestedRegion( DataObject * itkNotUsed(output) ) ITK_OVERRIDE;
bool m_FullyConnected;
private:
ITK_DISALLOW_COPY_AND_ASSIGN(ConnectedComponentImageFilter);
LabelType m_ObjectCount;
OutputImagePixelType m_BackgroundValue;
// some additional types
typedef typename TOutputImage::RegionType::SizeType OutSizeType;
// types to support the run length encoding of lines
class runLength
{
public:
// run length information - may be a more type safe way of doing this
typename TInputImage::OffsetValueType length;
typename TInputImage::IndexType where; // Index of the start of the run
LabelType label; // the initial label of the run
};
typedef std::vector< runLength > lineEncoding;
// the map storing lines
typedef std::vector< lineEncoding > LineMapType;
typedef std::vector< typename TInputImage::OffsetValueType > OffsetVec;
// the types to support union-find operations
typedef std::vector< LabelType > UnionFindType;
UnionFindType m_UnionFind;
UnionFindType m_Consecutive;
// functions to support union-find operations
void InitUnion( SizeValueType size )
{
m_UnionFind = UnionFindType(size + 1);
}
void InsertSet(const LabelType label);
SizeValueType LookupSet(const LabelType label);
void LinkLabels(const LabelType lab1, const LabelType lab2);
SizeValueType CreateConsecutive();
//////////////////
bool CheckNeighbors(const OutputIndexType & A,
const OutputIndexType & B);
void CompareLines(lineEncoding & current, const lineEncoding & Neighbour);
void FillOutput(const LineMapType & LineMap,
ProgressReporter & progress);
void SetupLineOffsets(OffsetVec & LineOffsets);
void Wait()
{
// use m_NumberOfLabels.size() to get the number of thread used
if ( m_NumberOfLabels.size() > 1 )
{
m_Barrier->Wait();
}
}
typename std::vector< IdentifierType > m_NumberOfLabels;
typename std::vector< IdentifierType > m_FirstLineIdToJoin;
typename Barrier::Pointer m_Barrier;
typename TInputImage::ConstPointer m_Input;
#if !defined( ITK_WRAPPING_PARSER )
LineMapType m_LineMap;
#endif
};
} // end namespace itk
#ifndef ITK_MANUAL_INSTANTIATION
#if !defined( ITK_WRAPPING_PARSER )
#include "itkConnectedComponentImageFilter.hxx"
#endif
#endif
#endif
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