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itk::simple::CannyEdgeDetectionImageFilter Class Reference

This filter is an implementation of a Canny edge detector for scalar-valued images. More...

#include <sitkCannyEdgeDetectionImageFilter.h>

+ Inheritance diagram for itk::simple::CannyEdgeDetectionImageFilter:
+ Collaboration diagram for itk::simple::CannyEdgeDetectionImageFilter:

Detailed Description

This filter is an implementation of a Canny edge detector for scalar-valued images.

Based on John Canny's paper "A Computational Approach to Edge Detection"(IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. PAMI-8, No.6, November 1986), there are four major steps used in the edge-detection scheme: (1) Smooth the input image with Gaussian filter. (2) Calculate the second directional derivatives of the smoothed image. (3) Non-Maximum Suppression: the zero-crossings of 2nd derivative are found, and the sign of third derivative is used to find the correct extrema. (4) The hysteresis thresholding is applied to the gradient magnitude (multiplied with zero-crossings) of the smoothed image to find and link edges.

Inputs and Outputs
The input to this filter should be a scalar, real-valued Itk image of arbitrary dimension. The output should also be a scalar, real-value Itk image of the same dimensionality.
Parameters
There are four parameters for this filter that control the sub-filters used by the algorithm.
Variance and Maximum error are used in the Gaussian smoothing of the input image. See itkDiscreteGaussianImageFilter for information on these parameters.
Threshold is the lowest allowed value in the output image. Its data type is the same as the data type of the output image. Any values below the Threshold level will be replaced with the OutsideValue parameter value, whose default is zero.

TodoEdge-linking will be added when an itk connected component labeling algorithm is available.

See also
DiscreteGaussianImageFilter
ZeroCrossingImageFilter
ThresholdImageFilter
itk::simple::CannyEdgeDetection for the procedural interface
itk::CannyEdgeDetectionImageFilter for the Doxygen on the original ITK class.

Definition at line 70 of file sitkCannyEdgeDetectionImageFilter.h.

Public Types

using PixelIDTypeList = RealPixelIDTypeList
 
using Self = CannyEdgeDetectionImageFilter
 
- Public Types inherited from itk::simple::ImageFilter
using Self = ImageFilter
 
- Public Types inherited from itk::simple::ProcessObject
using Self = ProcessObject
 

Public Member Functions

 CannyEdgeDetectionImageFilter ()
 
Image Execute (const Image &image1)
 
double GetLowerThreshold () const
 
std::vector< double > GetMaximumError () const
 
std::string GetName () const
 
double GetUpperThreshold () const
 
std::vector< double > GetVariance () const
 
SelfSetLowerThreshold (double LowerThreshold)
 Set the lower threshold value for detected edges. More...
 
SelfSetMaximumError (double value)
 
SelfSetMaximumError (std::vector< double > MaximumError)
 
SelfSetUpperThreshold (double UpperThreshold)
 Set the upper threshold value for detected edges. More...
 
SelfSetVariance (double value)
 
SelfSetVariance (std::vector< double > Variance)
 
std::string ToString () const
 
virtual ~CannyEdgeDetectionImageFilter ()
 
- Public Member Functions inherited from itk::simple::ImageFilter
 ImageFilter ()
 
virtual ~ImageFilter ()=0
 
- Public Member Functions inherited from itk::simple::ProcessObject
virtual void Abort ()
 
virtual int AddCommand (itk::simple::EventEnum event, const std::function< void()> &func)
 Directly add a callback to observe an event. More...
 
virtual int AddCommand (itk::simple::EventEnum event, itk::simple::Command &cmd)
 Add a Command Object to observer the event. More...
 
virtual float GetProgress () const
 An Active Measurement of the progress of execution. More...
 
virtual bool HasCommand (itk::simple::EventEnum event) const
 Query of this object has any registered commands for event. More...
 
 ProcessObject ()
 
virtual void RemoveAllCommands ()
 Remove all registered commands. More...
 
virtual ~ProcessObject ()
 
virtual void DebugOn ()
 
virtual void DebugOff ()
 
virtual bool GetDebug () const
 
virtual void SetDebug (bool debugFlag)
 
virtual void SetNumberOfThreads (unsigned int n)
 
virtual unsigned int GetNumberOfThreads () const
 
virtual void SetNumberOfWorkUnits (unsigned int n)
 
virtual unsigned int GetNumberOfWorkUnits () const
 

Private Types

using MemberFunctionType = Image(Self::*)(const Image &image1)
 

Private Member Functions

template<class TImageType >
Image ExecuteInternal (const Image &image1)
 

Private Attributes

double m_LowerThreshold {0.0}
 
std::vector< double > m_MaximumError {std::vector<double>(3, 0.01)}
 
std::unique_ptr< detail::MemberFunctionFactory< MemberFunctionType > > m_MemberFactory
 
double m_UpperThreshold {0.0}
 
std::vector< double > m_Variance {std::vector<double>(3, 0.0)}
 

Friends

struct detail::MemberFunctionAddressor< MemberFunctionType >
 

Additional Inherited Members

- Static Public Member Functions inherited from itk::simple::ProcessObject
static bool GetGlobalDefaultDebug ()
 
static void GlobalDefaultDebugOff ()
 
static void GlobalDefaultDebugOn ()
 
static void SetGlobalDefaultDebug (bool debugFlag)
 
static void GlobalWarningDisplayOn ()
 
static void GlobalWarningDisplayOff ()
 
static void SetGlobalWarningDisplay (bool flag)
 
static bool GetGlobalWarningDisplay ()
 
static double GetGlobalDefaultCoordinateTolerance ()
 Access the global tolerance to determine congruent spaces. More...
 
static void SetGlobalDefaultCoordinateTolerance (double)
 Access the global tolerance to determine congruent spaces. More...
 
static double GetGlobalDefaultDirectionTolerance ()
 Access the global tolerance to determine congruent spaces. More...
 
static void SetGlobalDefaultDirectionTolerance (double)
 Access the global tolerance to determine congruent spaces. More...
 
static bool SetGlobalDefaultThreader (const std::string &threader)
 Set/Get the default threader used for process objects. More...
 
static std::string GetGlobalDefaultThreader ()
 Set/Get the default threader used for process objects. More...
 
static void SetGlobalDefaultNumberOfThreads (unsigned int n)
 
static unsigned int GetGlobalDefaultNumberOfThreads ()
 Set/Get the default threader used for process objects. More...
 
- Protected Member Functions inherited from itk::simple::ImageFilter
void CheckImageMatchingDimension (const Image &image1, const Image &image2, const std::string &image2Name)
 
void CheckImageMatchingPixelType (const Image &image1, const Image &image2, const std::string &image2Name)
 
void CheckImageMatchingSize (const Image &image1, const Image &image2, const std::string &image2Name)
 
- Protected Member Functions inherited from itk::simple::ProcessObject
virtual unsigned long AddITKObserver (const itk::EventObject &, itk::Command *)
 
virtual itk::ProcessObjectGetActiveProcess ()
 
virtual void OnActiveProcessDelete ()
 
virtual void onCommandDelete (const itk::simple::Command *cmd) noexcept
 
virtual void PreUpdate (itk::ProcessObject *p)
 
virtual void RemoveITKObserver (EventCommand &e)
 
- Protected Member Functions inherited from itk::simple::NonCopyable
 NonCopyable ()=default
 
 NonCopyable (const NonCopyable &)=delete
 
NonCopyableoperator= (const NonCopyable &)=delete
 
- Static Protected Member Functions inherited from itk::simple::ImageFilter
template<class TImageType >
static void FixNonZeroIndex (TImageType *img)
 
- Static Protected Member Functions inherited from itk::simple::ProcessObject
template<class TImageType >
static TImageType::ConstPointer CastImageToITK (const Image &img)
 
template<class TPixelType , unsigned int VImageDimension, unsigned int VLength, template< typename, unsigned int > class TVector>
static Image CastITKToImage (itk::Image< TVector< TPixelType, VLength >, VImageDimension > *img)
 
template<unsigned int VImageDimension, unsigned int VLength, template< unsigned int > class TVector>
static Image CastITKToImage (itk::Image< TVector< VLength >, VImageDimension > *img)
 
template<class TImageType >
static Image CastITKToImage (TImageType *img)
 
static const itk::EventObjectGetITKEventObject (EventEnum e)
 
template<typename T >
static std::ostream & ToStringHelper (std::ostream &os, const T &v)
 
static std::ostream & ToStringHelper (std::ostream &os, const char &v)
 
static std::ostream & ToStringHelper (std::ostream &os, const signed char &v)
 
static std::ostream & ToStringHelper (std::ostream &os, const unsigned char &v)
 

Member Typedef Documentation

◆ MemberFunctionType

Setup for member function dispatching

Definition at line 144 of file sitkCannyEdgeDetectionImageFilter.h.

◆ PixelIDTypeList

Define the pixels types supported by this filter

Definition at line 82 of file sitkCannyEdgeDetectionImageFilter.h.

◆ Self

Definition at line 72 of file sitkCannyEdgeDetectionImageFilter.h.

Constructor & Destructor Documentation

◆ ~CannyEdgeDetectionImageFilter()

virtual itk::simple::CannyEdgeDetectionImageFilter::~CannyEdgeDetectionImageFilter ( )
virtual

Destructor

◆ CannyEdgeDetectionImageFilter()

itk::simple::CannyEdgeDetectionImageFilter::CannyEdgeDetectionImageFilter ( )

Default Constructor that takes no arguments and initializes default parameters

Member Function Documentation

◆ Execute()

Image itk::simple::CannyEdgeDetectionImageFilter::Execute ( const Image image1)

Execute the filter on the input image

◆ ExecuteInternal()

template<class TImageType >
Image itk::simple::CannyEdgeDetectionImageFilter::ExecuteInternal ( const Image image1)
private

◆ GetLowerThreshold()

double itk::simple::CannyEdgeDetectionImageFilter::GetLowerThreshold ( ) const
inline

Definition at line 92 of file sitkCannyEdgeDetectionImageFilter.h.

◆ GetMaximumError()

std::vector<double> itk::simple::CannyEdgeDetectionImageFilter::GetMaximumError ( ) const
inline

Set/Get the maximum error of the Gaussian smoothing kernel in each dimensional direction.

Definition at line 127 of file sitkCannyEdgeDetectionImageFilter.h.

◆ GetName()

std::string itk::simple::CannyEdgeDetectionImageFilter::GetName ( ) const
inlinevirtual

Name of this class

Implements itk::simple::ProcessObject.

Definition at line 130 of file sitkCannyEdgeDetectionImageFilter.h.

◆ GetUpperThreshold()

double itk::simple::CannyEdgeDetectionImageFilter::GetUpperThreshold ( ) const
inline

Definition at line 101 of file sitkCannyEdgeDetectionImageFilter.h.

◆ GetVariance()

std::vector<double> itk::simple::CannyEdgeDetectionImageFilter::GetVariance ( ) const
inline

Set/Get the variance of the Gaussian smoothing filter.

Definition at line 114 of file sitkCannyEdgeDetectionImageFilter.h.

◆ SetLowerThreshold()

Self& itk::simple::CannyEdgeDetectionImageFilter::SetLowerThreshold ( double  LowerThreshold)
inline

Set the lower threshold value for detected edges.

Definition at line 88 of file sitkCannyEdgeDetectionImageFilter.h.

◆ SetMaximumError() [1/2]

Self& itk::simple::CannyEdgeDetectionImageFilter::SetMaximumError ( double  value)
inline

Set the values of the MaximumError vector all to value

Definition at line 122 of file sitkCannyEdgeDetectionImageFilter.h.

◆ SetMaximumError() [2/2]

Self& itk::simple::CannyEdgeDetectionImageFilter::SetMaximumError ( std::vector< double >  MaximumError)
inline

Set/Get the MaximumError parameter used by the Gaussian smoothing filter in this algorithm

Definition at line 119 of file sitkCannyEdgeDetectionImageFilter.h.

◆ SetUpperThreshold()

Self& itk::simple::CannyEdgeDetectionImageFilter::SetUpperThreshold ( double  UpperThreshold)
inline

Set the upper threshold value for detected edges.

Definition at line 97 of file sitkCannyEdgeDetectionImageFilter.h.

◆ SetVariance() [1/2]

Self& itk::simple::CannyEdgeDetectionImageFilter::SetVariance ( double  value)
inline

Set the values of the Variance vector all to value

Definition at line 109 of file sitkCannyEdgeDetectionImageFilter.h.

◆ SetVariance() [2/2]

Self& itk::simple::CannyEdgeDetectionImageFilter::SetVariance ( std::vector< double >  Variance)
inline

Set/Get the variance of the Gaussian smoothing filter.

Definition at line 106 of file sitkCannyEdgeDetectionImageFilter.h.

◆ ToString()

std::string itk::simple::CannyEdgeDetectionImageFilter::ToString ( ) const
virtual

Print ourselves out

Reimplemented from itk::simple::ProcessObject.

Friends And Related Function Documentation

◆ detail::MemberFunctionAddressor< MemberFunctionType >

Definition at line 148 of file sitkCannyEdgeDetectionImageFilter.h.

Member Data Documentation

◆ m_LowerThreshold

double itk::simple::CannyEdgeDetectionImageFilter::m_LowerThreshold {0.0}
private

Definition at line 153 of file sitkCannyEdgeDetectionImageFilter.h.

◆ m_MaximumError

std::vector<double> itk::simple::CannyEdgeDetectionImageFilter::m_MaximumError {std::vector<double>(3, 0.01)}
private

Definition at line 161 of file sitkCannyEdgeDetectionImageFilter.h.

◆ m_MemberFactory

std::unique_ptr<detail::MemberFunctionFactory<MemberFunctionType> > itk::simple::CannyEdgeDetectionImageFilter::m_MemberFactory
private

Definition at line 150 of file sitkCannyEdgeDetectionImageFilter.h.

◆ m_UpperThreshold

double itk::simple::CannyEdgeDetectionImageFilter::m_UpperThreshold {0.0}
private

Definition at line 155 of file sitkCannyEdgeDetectionImageFilter.h.

◆ m_Variance

std::vector<double> itk::simple::CannyEdgeDetectionImageFilter::m_Variance {std::vector<double>(3, 0.0)}
private

Definition at line 158 of file sitkCannyEdgeDetectionImageFilter.h.


The documentation for this class was generated from the following file: