SimpleITK
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Convolve a given image with an arbitrary image kernel. More...
#include <sitkConvolutionImageFilter.h>
Convolve a given image with an arbitrary image kernel.
This filter operates by centering the flipped kernel at each pixel in the image and computing the inner product between pixel values in the image and pixel values in the kernel. The center of the kernel is defined as \( \lfloor (2*i+s-1)/2 \rfloor \) where \(i\) is the index and \(s\) is the size of the largest possible region of the kernel image. For kernels with odd sizes in all dimensions, this corresponds to the center pixel. If a dimension of the kernel image has an even size, then the center index of the kernel in that dimension will be the largest integral index that is less than the continuous index of the image center.
The kernel can optionally be normalized to sum to 1 using NormalizeOn() . Normalization is off by default.
This code was contributed in the Insight Journal paper:
"Image Kernel Convolution" by Tustison N., Gee J. https://doi.org/10.54294/e292kx
Definition at line 55 of file sitkConvolutionImageFilter.h.
Public Types | |
enum | BoundaryConditionType { ZERO_PAD, ZERO_FLUX_NEUMANN_PAD, PERIODIC_PAD } |
enum | OutputRegionModeType { SAME, VALID } |
using | PixelIDTypeList = BasicPixelIDTypeList |
using | Self = ConvolutionImageFilter |
Public Types inherited from itk::simple::ImageFilter | |
using | Self = ImageFilter |
Public Types inherited from itk::simple::ProcessObject | |
using | Self = ProcessObject |
Public Member Functions | |
ConvolutionImageFilter () | |
Image | Execute (const Image &image, const Image &kernelImage) |
BoundaryConditionType | GetBoundaryCondition () const |
std::string | GetName () const |
bool | GetNormalize () const |
OutputRegionModeType | GetOutputRegionMode () const |
Self & | NormalizeOff () |
Self & | NormalizeOn () |
Self & | SetBoundaryCondition (BoundaryConditionType BoundaryCondition) |
Self & | SetNormalize (bool Normalize) |
Self & | SetOutputRegionMode (OutputRegionModeType OutputRegionMode) |
std::string | ToString () const |
virtual | ~ConvolutionImageFilter () |
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 *image, const Image *kernelImage) |
Private Member Functions | |
template<class TImageType > | |
Image | ExecuteInternal (const Image *image, const Image *kernelImage) |
Private Attributes | |
BoundaryConditionType | m_BoundaryCondition {itk::simple::ConvolutionImageFilter::ZERO_FLUX_NEUMANN_PAD} |
std::unique_ptr< detail::MemberFunctionFactory< MemberFunctionType > > | m_MemberFactory |
bool | m_Normalize {false} |
OutputRegionModeType | m_OutputRegionMode {itk::simple::ConvolutionImageFilter::SAME} |
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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Setup for member function dispatching
Definition at line 119 of file sitkConvolutionImageFilter.h.
Define the pixels types supported by this filter
Definition at line 67 of file sitkConvolutionImageFilter.h.
Definition at line 57 of file sitkConvolutionImageFilter.h.
Enumerator | |
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ZERO_PAD | |
ZERO_FLUX_NEUMANN_PAD | |
PERIODIC_PAD |
Definition at line 84 of file sitkConvolutionImageFilter.h.
Enumerator | |
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SAME | |
VALID |
Definition at line 94 of file sitkConvolutionImageFilter.h.
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Destructor
itk::simple::ConvolutionImageFilter::ConvolutionImageFilter | ( | ) |
Default Constructor that takes no arguments and initializes default parameters
Image itk::simple::ConvolutionImageFilter::Execute | ( | const Image & | image, |
const Image & | kernelImage | ||
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Execute the filter on the input image
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Definition at line 92 of file sitkConvolutionImageFilter.h.
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Name of this class
Implements itk::simple::ProcessObject.
Definition at line 105 of file sitkConvolutionImageFilter.h.
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Definition at line 82 of file sitkConvolutionImageFilter.h.
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Definition at line 102 of file sitkConvolutionImageFilter.h.
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Definition at line 78 of file sitkConvolutionImageFilter.h.
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Set the value of Normalize to true or false respectfully.
Definition at line 77 of file sitkConvolutionImageFilter.h.
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Definition at line 88 of file sitkConvolutionImageFilter.h.
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Normalize the output image by the sum of the kernel components
Definition at line 74 of file sitkConvolutionImageFilter.h.
References itk::simple::Normalize().
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Definition at line 98 of file sitkConvolutionImageFilter.h.
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Print ourselves out
Reimplemented from itk::simple::ProcessObject.
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Definition at line 123 of file sitkConvolutionImageFilter.h.
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Definition at line 131 of file sitkConvolutionImageFilter.h.
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Definition at line 125 of file sitkConvolutionImageFilter.h.
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Definition at line 129 of file sitkConvolutionImageFilter.h.
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Definition at line 133 of file sitkConvolutionImageFilter.h.