ITK
5.0.0
Insight Segmentation and Registration Toolkit
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#include <itkWindowedSincInterpolateImageFunction.h>
Use the windowed sinc function to interpolate.
This function is intended to provide an interpolation function that has minimum aliasing artifacts, in contrast to linear interpolation. According to sampling theory, the infinite-support sinc filter, whose Fourier transform is the box filter, is optimal for resampling a function. In practice, the infinite support sinc filter is approximated using a limited support 'windowed' sinc filter.
Use this filter the way you would use any ImageInterpolationFunction, so for instance, you can plug it into the ResampleImageFilter class. In order to initialize the filter you must choose several template parameters.
There are a few improvements that an enthusiasting ITK developer could make to this filter. One issue is with the way that the kernel is applied. The computational expense comes from two sources: computing the kernel weights K(t) and multiplying the pixels in the window by the kernel weights. The first is done more or less efficiently in operations (where d is the dimensionality of the image). The second can be done better. Presently, each pixel is multiplied by the weights and added to the running total. This results in multiplication operations. However, by keeping intermediate sums, it would be possible to do the operation in operations. This would require some creative coding. In addition, in the case when one of the coordinates is integer, the computation could be reduced by an order of magnitude.
Definition at line 263 of file itkWindowedSincInterpolateImageFunction.h.
Public Types | |
using | ConstPointer = SmartPointer< const Self > |
using | ContinuousIndexType = typename Superclass::ContinuousIndexType |
using | ImageType = TInputImage |
using | IndexType = typename Superclass::IndexType |
using | IndexValueType = typename Superclass::IndexValueType |
using | InputImageType = typename Superclass::InputImageType |
using | OutputType = typename Superclass::OutputType |
using | Pointer = SmartPointer< Self > |
using | RealType = typename Superclass::RealType |
using | Self = WindowedSincInterpolateImageFunction |
using | Superclass = InterpolateImageFunction< TInputImage, TCoordRep > |
Public Types inherited from itk::InterpolateImageFunction< TInputImage, TCoordRep > | |
using | ConstPointer = SmartPointer< const Self > |
using | ContinuousIndexType = typename Superclass::ContinuousIndexType |
using | IndexType = typename Superclass::IndexType |
using | IndexValueType = typename Superclass::IndexValueType |
using | InputImageType = typename Superclass::InputImageType |
using | OutputType = typename Superclass::OutputType |
using | Pointer = SmartPointer< Self > |
using | PointType = typename Superclass::PointType |
using | RealType = typename NumericTraits< typename TInputImage::PixelType >::RealType |
using | Self = InterpolateImageFunction |
using | Superclass = ImageFunction< TInputImage, typename NumericTraits< typename TInputImage::PixelType >::RealType, TCoordRep > |
Public Types inherited from itk::ImageFunction< TInputImage, NumericTraits< TInputImage::PixelType >::RealType, TCoordRep > | |
using | ConstPointer = SmartPointer< const Self > |
using | ContinuousIndexType = ContinuousIndex< TCoordRep, Self::ImageDimension > |
using | CoordRepType = TCoordRep |
using | IndexType = typename InputImageType::IndexType |
using | IndexValueType = typename InputImageType::IndexValueType |
using | InputImageConstPointer = typename InputImageType::ConstPointer |
using | InputImageType = TInputImage |
using | InputPixelType = typename InputImageType::PixelType |
using | OutputType = NumericTraits< TInputImage::PixelType >::RealType |
using | Pointer = SmartPointer< Self > |
using | PointType = Point< TCoordRep, Self::ImageDimension > |
using | Self = ImageFunction |
using | Superclass = FunctionBase< Point< TCoordRep, Self::ImageDimension >, NumericTraits< TInputImage::PixelType >::RealType > |
Public Types inherited from itk::FunctionBase< Point< TCoordRep, TInputImage::ImageDimension >, NumericTraits< TInputImage::PixelType >::RealType > | |
using | ConstPointer = SmartPointer< const Self > |
using | InputType = Point< TCoordRep, TInputImage::ImageDimension > |
using | OutputType = NumericTraits< TInputImage::PixelType >::RealType |
using | Pointer = SmartPointer< Self > |
using | Self = FunctionBase |
using | Superclass = Object |
Public Types inherited from itk::Object | |
using | ConstPointer = SmartPointer< const Self > |
using | Pointer = SmartPointer< Self > |
using | Self = Object |
using | Superclass = LightObject |
Public Types inherited from itk::LightObject | |
using | ConstPointer = SmartPointer< const Self > |
using | Pointer = SmartPointer< Self > |
using | Self = LightObject |
Public Member Functions | |
virtual ::itk::LightObject::Pointer | CreateAnother () const |
OutputType | EvaluateAtContinuousIndex (const ContinuousIndexType &index) const override |
virtual const char * | GetNameOfClass () const |
void | SetInputImage (const ImageType *image) override |
Public Member Functions inherited from itk::InterpolateImageFunction< TInputImage, TCoordRep > | |
OutputType | Evaluate (const PointType &point) const override |
OutputType | EvaluateAtIndex (const IndexType &index) const override |
Public Member Functions inherited from itk::ImageFunction< TInputImage, NumericTraits< TInputImage::PixelType >::RealType, TCoordRep > | |
void | ConvertContinuousIndexToNearestIndex (const ContinuousIndexType &cindex, IndexType &index) const |
void | ConvertPointToContinuousIndex (const PointType &point, ContinuousIndexType &cindex) const |
void | ConvertPointToNearestIndex (const PointType &point, IndexType &index) const |
NumericTraits < TInputImage::PixelType > ::RealType | Evaluate (const PointType &point) const override=0 |
virtual NumericTraits < TInputImage::PixelType > ::RealType | EvaluateAtContinuousIndex (const ContinuousIndexType &index) const =0 |
virtual NumericTraits < TInputImage::PixelType > ::RealType | EvaluateAtIndex (const IndexType &index) const =0 |
virtual const ContinuousIndexType & | GetEndContinuousIndex () const |
virtual const IndexType & | GetEndIndex () const |
const InputImageType * | GetInputImage () const |
virtual const ContinuousIndexType & | GetStartContinuousIndex () const |
virtual const IndexType & | GetStartIndex () const |
virtual bool | IsInsideBuffer (const IndexType &index) const |
virtual bool | IsInsideBuffer (const ContinuousIndexType &index) const |
virtual bool | IsInsideBuffer (const PointType &point) const |
Public Member Functions inherited from itk::Object | |
unsigned long | AddObserver (const EventObject &event, Command *) |
unsigned long | AddObserver (const EventObject &event, Command *) const |
virtual void | DebugOff () const |
virtual void | DebugOn () const |
Command * | GetCommand (unsigned long tag) |
bool | GetDebug () const |
MetaDataDictionary & | GetMetaDataDictionary () |
const MetaDataDictionary & | GetMetaDataDictionary () const |
virtual ModifiedTimeType | GetMTime () const |
virtual const TimeStamp & | GetTimeStamp () const |
bool | HasObserver (const EventObject &event) const |
void | InvokeEvent (const EventObject &) |
void | InvokeEvent (const EventObject &) const |
virtual void | Modified () const |
void | Register () const override |
void | RemoveAllObservers () |
void | RemoveObserver (unsigned long tag) |
void | SetDebug (bool debugFlag) const |
void | SetReferenceCount (int) override |
void | UnRegister () const noexceptoverride |
void | SetMetaDataDictionary (const MetaDataDictionary &rhs) |
void | SetMetaDataDictionary (MetaDataDictionary &&rrhs) |
virtual void | SetObjectName (std::string _arg) |
virtual const std::string & | GetObjectName () const |
Public Member Functions inherited from itk::LightObject | |
virtual void | Delete () |
virtual int | GetReferenceCount () const |
itkCloneMacro (Self) | |
void | Print (std::ostream &os, Indent indent=0) const |
Static Public Member Functions | |
static Pointer | New () |
Static Public Member Functions inherited from itk::Object | |
static bool | GetGlobalWarningDisplay () |
static void | GlobalWarningDisplayOff () |
static void | GlobalWarningDisplayOn () |
static Pointer | New () |
static void | SetGlobalWarningDisplay (bool flag) |
Static Public Member Functions inherited from itk::LightObject | |
static void | BreakOnError () |
static Pointer | New () |
Static Public Attributes | |
static constexpr unsigned int | ImageDimension = Superclass::ImageDimension |
Static Public Attributes inherited from itk::InterpolateImageFunction< TInputImage, TCoordRep > | |
static constexpr unsigned int | ImageDimension = Superclass::ImageDimension |
Static Public Attributes inherited from itk::ImageFunction< TInputImage, NumericTraits< TInputImage::PixelType >::RealType, TCoordRep > | |
static constexpr unsigned int | ImageDimension |
Protected Member Functions | |
void | PrintSelf (std::ostream &os, Indent indent) const override |
WindowedSincInterpolateImageFunction () | |
~WindowedSincInterpolateImageFunction () override | |
Protected Member Functions inherited from itk::InterpolateImageFunction< TInputImage, TCoordRep > | |
InterpolateImageFunction ()=default | |
~InterpolateImageFunction () override=default | |
Protected Member Functions inherited from itk::ImageFunction< TInputImage, NumericTraits< TInputImage::PixelType >::RealType, TCoordRep > | |
ImageFunction () | |
void | PrintSelf (std::ostream &os, Indent indent) const override |
~ImageFunction () override=default | |
Protected Member Functions inherited from itk::FunctionBase< Point< TCoordRep, TInputImage::ImageDimension >, NumericTraits< TInputImage::PixelType >::RealType > | |
FunctionBase ()=default | |
~FunctionBase () override=default | |
Protected Member Functions inherited from itk::Object | |
Object () | |
bool | PrintObservers (std::ostream &os, Indent indent) const |
virtual void | SetTimeStamp (const TimeStamp &time) |
~Object () override | |
Protected Member Functions inherited from itk::LightObject | |
virtual LightObject::Pointer | InternalClone () const |
LightObject () | |
virtual void | PrintHeader (std::ostream &os, Indent indent) const |
virtual void | PrintTrailer (std::ostream &os, Indent indent) const |
virtual | ~LightObject () |
Private Types | |
using | IteratorType = ConstNeighborhoodIterator< ImageType, TBoundaryCondition > |
Private Member Functions | |
double | Sinc (double x) const |
Private Attributes | |
unsigned int * | m_OffsetTable |
unsigned int | m_OffsetTableSize |
unsigned int ** | m_WeightOffsetTable |
TWindowFunction | m_WindowFunction |
Static Private Attributes | |
static const unsigned int | m_WindowSize |
Additional Inherited Members | |
Protected Attributes inherited from itk::ImageFunction< TInputImage, NumericTraits< TInputImage::PixelType >::RealType, TCoordRep > | |
ContinuousIndexType | m_EndContinuousIndex |
IndexType | m_EndIndex |
InputImageConstPointer | m_Image |
ContinuousIndexType | m_StartContinuousIndex |
IndexType | m_StartIndex |
Protected Attributes inherited from itk::LightObject | |
std::atomic< int > | m_ReferenceCount |
using itk::WindowedSincInterpolateImageFunction< TInputImage, VRadius, TWindowFunction, TBoundaryCondition, TCoordRep >::ConstPointer = SmartPointer< const Self > |
Definition at line 275 of file itkWindowedSincInterpolateImageFunction.h.
using itk::WindowedSincInterpolateImageFunction< TInputImage, VRadius, TWindowFunction, TBoundaryCondition, TCoordRep >::ContinuousIndexType = typename Superclass::ContinuousIndexType |
ContinuousIndex type alias support
Definition at line 304 of file itkWindowedSincInterpolateImageFunction.h.
using itk::WindowedSincInterpolateImageFunction< TInputImage, VRadius, TWindowFunction, TBoundaryCondition, TCoordRep >::ImageType = TInputImage |
Image type definition
Definition at line 301 of file itkWindowedSincInterpolateImageFunction.h.
using itk::WindowedSincInterpolateImageFunction< TInputImage, VRadius, TWindowFunction, TBoundaryCondition, TCoordRep >::IndexType = typename Superclass::IndexType |
Index type alias support
Definition at line 297 of file itkWindowedSincInterpolateImageFunction.h.
using itk::WindowedSincInterpolateImageFunction< TInputImage, VRadius, TWindowFunction, TBoundaryCondition, TCoordRep >::IndexValueType = typename Superclass::IndexValueType |
Definition at line 298 of file itkWindowedSincInterpolateImageFunction.h.
using itk::WindowedSincInterpolateImageFunction< TInputImage, VRadius, TWindowFunction, TBoundaryCondition, TCoordRep >::InputImageType = typename Superclass::InputImageType |
InputImageType type alias support
Definition at line 288 of file itkWindowedSincInterpolateImageFunction.h.
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Definition at line 325 of file itkWindowedSincInterpolateImageFunction.h.
using itk::WindowedSincInterpolateImageFunction< TInputImage, VRadius, TWindowFunction, TBoundaryCondition, TCoordRep >::OutputType = typename Superclass::OutputType |
OutputType type alias support
Definition at line 285 of file itkWindowedSincInterpolateImageFunction.h.
using itk::WindowedSincInterpolateImageFunction< TInputImage, VRadius, TWindowFunction, TBoundaryCondition, TCoordRep >::Pointer = SmartPointer< Self > |
Definition at line 274 of file itkWindowedSincInterpolateImageFunction.h.
using itk::WindowedSincInterpolateImageFunction< TInputImage, VRadius, TWindowFunction, TBoundaryCondition, TCoordRep >::RealType = typename Superclass::RealType |
RealType type alias support
Definition at line 291 of file itkWindowedSincInterpolateImageFunction.h.
using itk::WindowedSincInterpolateImageFunction< TInputImage, VRadius, TWindowFunction, TBoundaryCondition, TCoordRep >::Self = WindowedSincInterpolateImageFunction |
Standard class type aliases.
Definition at line 271 of file itkWindowedSincInterpolateImageFunction.h.
using itk::WindowedSincInterpolateImageFunction< TInputImage, VRadius, TWindowFunction, TBoundaryCondition, TCoordRep >::Superclass = InterpolateImageFunction< TInputImage, TCoordRep > |
Definition at line 272 of file itkWindowedSincInterpolateImageFunction.h.
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Create an object from an instance, potentially deferring to a factory. This method allows you to create an instance of an object that is exactly the same type as the referring object. This is useful in cases where an object has been cast back to a base class.
Reimplemented from itk::Object.
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Evaluate the function at a ContinuousIndex position
Returns the interpolated image intensity at a specified point position. Bounds checking is based on the type of the TBoundaryCondition specified.
Implements itk::InterpolateImageFunction< TInputImage, TCoordRep >.
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Run-time type information (and related methods).
Reimplemented from itk::InterpolateImageFunction< TInputImage, TCoordRep >.
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Method for creation through the object factory.
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Methods invoked by Print() to print information about the object including superclasses. Typically not called by the user (use Print() instead) but used in the hierarchical print process to combine the output of several classes.
Reimplemented from itk::InterpolateImageFunction< TInputImage, TCoordRep >.
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Set the input image.
Reimplemented from itk::ImageFunction< TInputImage, NumericTraits< TInputImage::PixelType >::RealType, TCoordRep >.
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The sinc function
Definition at line 344 of file itkWindowedSincInterpolateImageFunction.h.
References itk::Math::pi.
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Dimension underlying input image.
Definition at line 294 of file itkWindowedSincInterpolateImageFunction.h.
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The offset array, used to keep a list of relevant offsets in the neihborhoodIterator
Definition at line 335 of file itkWindowedSincInterpolateImageFunction.h.
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Size of the offset table
Definition at line 338 of file itkWindowedSincInterpolateImageFunction.h.
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Index into the weights array for each offset
Definition at line 341 of file itkWindowedSincInterpolateImageFunction.h.
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The function object, used to compute window
Definition at line 331 of file itkWindowedSincInterpolateImageFunction.h.
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Definition at line 328 of file itkWindowedSincInterpolateImageFunction.h.