SimpleITK
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Power Law Adaptive Histogram Equalization. More...
#include <sitkAdaptiveHistogramEqualizationImageFilter.h>
Power Law Adaptive Histogram Equalization.
Histogram equalization modifies the contrast in an image. The AdaptiveHistogramEqualizationImageFilter is a superset of many contrast enhancing filters. By modifying its parameters (alpha, beta, and window), the AdaptiveHistogramEqualizationImageFilter can produce an adaptively equalized histogram or a version of unsharp mask (local mean subtraction). Instead of applying a strict histogram equalization in a window about a pixel, this filter prescribes a mapping function (power law) controlled by the parameters alpha and beta.
The parameter alpha controls how much the filter acts like the classical histogram equalization method (alpha=0) to how much the filter acts like an unsharp mask (alpha=1).
The parameter beta controls how much the filter acts like an unsharp mask (beta=0) to much the filter acts like pass through (beta=1, with alpha=1).
The parameter window controls the size of the region over which local statistics are calculated. The size of the window is controlled by SetRadius the default Radius is 5 in all directions.
By altering alpha, beta and window, a host of equalization and unsharp masking filters is available.
The boundary condition ignores the part of the neighborhood outside the image, and over-weights the valid part of the neighborhood.
For detail description, reference "Adaptive Image Contrast Enhancement using Generalizations of Histogram Equalization." J.Alex Stark. IEEE Transactions on Image Processing, May 2000.
Definition at line 54 of file sitkAdaptiveHistogramEqualizationImageFilter.h.
Public Types | |
using | PixelIDTypeList = BasicPixelIDTypeList |
using | Self = AdaptiveHistogramEqualizationImageFilter |
Public Types inherited from itk::simple::ImageFilter | |
using | Self = ImageFilter |
Public Types inherited from itk::simple::ProcessObject | |
using | Self = ProcessObject |
Public Member Functions | |
AdaptiveHistogramEqualizationImageFilter () | |
Image | Execute (const Image &image1) |
float | GetAlpha () const |
float | GetBeta () const |
std::string | GetName () const |
std::vector< unsigned int > | GetRadius () const |
Self & | SetAlpha (float Alpha) |
Self & | SetBeta (float Beta) |
Self & | SetRadius (std::vector< unsigned int > Radius) |
Self & | SetRadius (unsigned int value) |
std::string | ToString () const |
virtual | ~AdaptiveHistogramEqualizationImageFilter () |
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 | |
float | m_Alpha {0.3f} |
float | m_Beta {0.3f} |
std::unique_ptr< detail::MemberFunctionFactory< MemberFunctionType > > | m_MemberFactory |
std::vector< unsigned int > | m_Radius {std::vector<unsigned int>(3, 5)} |
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::ProcessObject * | GetActiveProcess () |
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 | |
NonCopyable & | operator= (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::EventObject & | GetITKEventObject (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) |
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private |
Setup for member function dispatching
Definition at line 115 of file sitkAdaptiveHistogramEqualizationImageFilter.h.
Define the pixels types supported by this filter
Definition at line 66 of file sitkAdaptiveHistogramEqualizationImageFilter.h.
using itk::simple::AdaptiveHistogramEqualizationImageFilter::Self = AdaptiveHistogramEqualizationImageFilter |
Definition at line 56 of file sitkAdaptiveHistogramEqualizationImageFilter.h.
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Destructor
itk::simple::AdaptiveHistogramEqualizationImageFilter::AdaptiveHistogramEqualizationImageFilter | ( | ) |
Default Constructor that takes no arguments and initializes default parameters
Execute the filter on the input image
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Set/Get the value of alpha. Alpha = 0 produces the adaptive histogram equalization (provided beta=0). Alpha = 1 produces an unsharp mask. Default is 0.3.
Definition at line 88 of file sitkAdaptiveHistogramEqualizationImageFilter.h.
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Set/Get the value of beta. If beta = 1 (and alpha = 1), then the output image matches the input image. As beta approaches 0, the filter behaves as an unsharp mask. Default is 0.3.
Definition at line 98 of file sitkAdaptiveHistogramEqualizationImageFilter.h.
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Name of this class
Implements itk::simple::ProcessObject.
Definition at line 101 of file sitkAdaptiveHistogramEqualizationImageFilter.h.
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Definition at line 78 of file sitkAdaptiveHistogramEqualizationImageFilter.h.
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Set/Get the value of alpha. Alpha = 0 produces the adaptive histogram equalization (provided beta=0). Alpha = 1 produces an unsharp mask. Default is 0.3.
Definition at line 83 of file sitkAdaptiveHistogramEqualizationImageFilter.h.
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Set/Get the value of beta. If beta = 1 (and alpha = 1), then the output image matches the input image. As beta approaches 0, the filter behaves as an unsharp mask. Default is 0.3.
Definition at line 93 of file sitkAdaptiveHistogramEqualizationImageFilter.h.
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Definition at line 71 of file sitkAdaptiveHistogramEqualizationImageFilter.h.
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Set the values of the Radius vector all to value
Definition at line 74 of file sitkAdaptiveHistogramEqualizationImageFilter.h.
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Print ourselves out
Reimplemented from itk::simple::ProcessObject.
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Definition at line 119 of file sitkAdaptiveHistogramEqualizationImageFilter.h.
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Definition at line 126 of file sitkAdaptiveHistogramEqualizationImageFilter.h.
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Definition at line 128 of file sitkAdaptiveHistogramEqualizationImageFilter.h.
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Definition at line 121 of file sitkAdaptiveHistogramEqualizationImageFilter.h.
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Definition at line 124 of file sitkAdaptiveHistogramEqualizationImageFilter.h.