ITK
6.0.0
Insight Toolkit
|
#include <itkImageClassifierBase.h>
Base class for the ImageClassifierBase object.
itkImageClassifierBase is the base class for algorithms that take input data as images and preserve the image structure while performing classification. In other words, the data is not converted into a list, hence filters that require spatial information of a pixel can use the subclasses under this tree. It provides the basic function definitions that are inherent to an image classifier objects.
This is the Superclass for the image classifier tree of the classifier framework. This is the class for all the classification objects available through the classifier framework in the ITK toolkit that hold the input image and the classified image data.
It is templated over the type of input image, classified image. The second template parameter allows templating over the classified image type. The name "image" indicates that the basic data structure used for storing data/results are derived from the ITK image class.
This object supports data handling of multiband images. The object accepts the input image in vector format only, where each pixel is a vector and each element of the vector corresponds to an entry from 1 particular band of a multiband dataset. A single band image is treated as a vector image with a single element for every vector. The classified image is treated as a single band scalar image.
This class stores the input and output data as its private members. Before you call the Classify method to start the classification process, you should plug in all necessary parts as described in the superclass documentation.
The core computation is carried out here. The function requires that the number of classes be set to a non zero value and the membership functions be populated. In addition, the number of classes should be equal to the number of membership functions.
Definition at line 71 of file itkImageClassifierBase.h.
Public Member Functions | |
virtual ClassifiedImagePointer | GetClassifiedImage () const |
const char * | GetNameOfClass () const override |
std::vector< double > | GetPixelMembershipValue (const InputImagePixelType inputImagePixel) |
virtual void | SetClassifiedImage (ClassifiedImagePointer _arg) |
virtual void | SetInputImage (const InputImageType *_arg) |
virtual const InputImageType * | GetInputImage () const |
Public Member Functions inherited from itk::ClassifierBase< TInputImage > | |
unsigned int | AddMembershipFunction (MembershipFunctionType *function) |
DecisionRuleType * | GetDecisionRule () |
const MembershipFunctionType * | GetMembershipFunction (unsigned int index) const |
const char * | GetNameOfClass () const override |
virtual const unsigned int & | GetNumberOfClasses () const |
unsigned int | GetNumberOfMembershipFunctions () |
void | SetDecisionRule (DecisionRuleType *ptrToDecisionRule) |
virtual void | SetNumberOfClasses (unsigned int _arg) |
void | Update () |
Public Member Functions inherited from itk::LightProcessObject | |
virtual void | AbortGenerateDataOn () |
virtual const bool & | GetAbortGenerateData () const |
const char * | GetNameOfClass () const override |
virtual void | SetAbortGenerateData (bool _arg) |
virtual void | UpdateOutputData () |
void | UpdateProgress (float amount) |
virtual void | SetProgress (float _arg) |
virtual const float & | GetProgress () const |
Public Member Functions inherited from itk::Object | |
unsigned long | AddObserver (const EventObject &event, Command *cmd) const |
unsigned long | AddObserver (const EventObject &event, std::function< void(const EventObject &)> function) const |
LightObject::Pointer | CreateAnother () const override |
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 |
const char * | GetNameOfClass () const override |
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) const |
void | SetDebug (bool debugFlag) const |
void | SetReferenceCount (int) override |
void | UnRegister () const noexcept override |
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 | |
Pointer | Clone () const |
virtual Pointer | CreateAnother () const |
virtual void | Delete () |
virtual const char * | GetNameOfClass () const |
virtual int | GetReferenceCount () const |
void | Print (std::ostream &os, Indent indent=0) const |
virtual void | Register () const |
virtual void | SetReferenceCount (int) |
virtual void | UnRegister () const noexcept |
Static Public Member Functions | |
static Pointer | New () |
Static Public Member Functions inherited from itk::LightProcessObject | |
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 val) |
Static Public Member Functions inherited from itk::LightObject | |
static void | BreakOnError () |
static Pointer | New () |
Protected Member Functions | |
void | Allocate () |
void | GenerateData () override |
ImageClassifierBase ()=default | |
void | PrintSelf (std::ostream &os, Indent indent) const override |
~ImageClassifierBase () override=default | |
Protected Member Functions inherited from itk::ClassifierBase< TInputImage > | |
ClassifierBase () | |
void | GenerateData () override=0 |
void | PrintSelf (std::ostream &os, Indent indent) const override |
~ClassifierBase () override=default | |
Protected Member Functions inherited from itk::LightProcessObject | |
virtual void | GenerateData () |
LightProcessObject () | |
void | PrintSelf (std::ostream &os, Indent indent) const override |
~LightProcessObject () override | |
Protected Member Functions inherited from itk::Object | |
Object () | |
bool | PrintObservers (std::ostream &os, Indent indent) const |
void | PrintSelf (std::ostream &os, Indent indent) const override |
virtual void | SetTimeStamp (const TimeStamp &timeStamp) |
~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 | PrintSelf (std::ostream &os, Indent indent) const |
virtual void | PrintTrailer (std::ostream &os, Indent indent) const |
virtual | ~LightObject () |
Private Types | |
using | InputImageSizeType = typename TInputImage::SizeType |
Private Member Functions | |
virtual void | Classify () |
Private Attributes | |
ClassifiedImagePointer | m_ClassifiedImage {} |
InputImageConstPointer | m_InputImage {} |
Additional Inherited Members | |
Protected Attributes inherited from itk::LightObject | |
std::atomic< int > | m_ReferenceCount {} |
using itk::ImageClassifierBase< TInputImage, TClassifiedImage >::ClassifiedImageIterator = ImageRegionIterator<TClassifiedImage> |
Definition at line 132 of file itkImageClassifierBase.h.
using itk::ImageClassifierBase< TInputImage, TClassifiedImage >::ClassifiedImagePixelType = typename TClassifiedImage::PixelType |
Type definitions for the vector holding training image pixel type.
Definition at line 128 of file itkImageClassifierBase.h.
using itk::ImageClassifierBase< TInputImage, TClassifiedImage >::ClassifiedImagePointer = typename TClassifiedImage::Pointer |
Type definitions for the classified image pixel type.
Definition at line 94 of file itkImageClassifierBase.h.
using itk::ImageClassifierBase< TInputImage, TClassifiedImage >::ConstPointer = SmartPointer<const Self> |
Definition at line 80 of file itkImageClassifierBase.h.
using itk::ImageClassifierBase< TInputImage, TClassifiedImage >::InputImageConstIterator = ImageRegionConstIterator<TInputImage> |
Type definition for the input image/training iterator
Definition at line 131 of file itkImageClassifierBase.h.
using itk::ImageClassifierBase< TInputImage, TClassifiedImage >::InputImageConstPointer = typename TInputImage::ConstPointer |
Definition at line 91 of file itkImageClassifierBase.h.
using itk::ImageClassifierBase< TInputImage, TClassifiedImage >::InputImagePixelType = typename TInputImage::PixelType |
Type definition for the vector associated with input image pixel type.
Definition at line 124 of file itkImageClassifierBase.h.
using itk::ImageClassifierBase< TInputImage, TClassifiedImage >::InputImagePointer = typename TInputImage::Pointer |
Definition at line 90 of file itkImageClassifierBase.h.
|
private |
Definition at line 153 of file itkImageClassifierBase.h.
using itk::ImageClassifierBase< TInputImage, TClassifiedImage >::InputImageType = TInputImage |
Type definition for the input image.
Definition at line 89 of file itkImageClassifierBase.h.
using itk::ImageClassifierBase< TInputImage, TClassifiedImage >::Pointer = SmartPointer<Self> |
Definition at line 79 of file itkImageClassifierBase.h.
using itk::ImageClassifierBase< TInputImage, TClassifiedImage >::Self = ImageClassifierBase |
Standard class type aliases.
Definition at line 77 of file itkImageClassifierBase.h.
using itk::ImageClassifierBase< TInputImage, TClassifiedImage >::Superclass = ClassifierBase<TInputImage> |
Definition at line 78 of file itkImageClassifierBase.h.
|
protecteddefault |
|
overrideprotecteddefault |
|
protected |
Allocate memory for the classified image.
|
privatevirtual |
Define a virtual classifier function to classify the whole image.
|
overrideprotectedvirtual |
Starts the classification process
Implements itk::ClassifierBase< TInputImage >.
|
virtual |
Get the classified image.
|
virtual |
Get/Set the input image.
|
overridevirtual |
Reimplemented from itk::LightProcessObject.
std::vector< double > itk::ImageClassifierBase< TInputImage, TClassifiedImage >::GetPixelMembershipValue | ( | const InputImagePixelType | inputImagePixel | ) |
Method to get the membership of a given pixel to the different classes
|
static |
Method for creation through the object factory.
|
overrideprotectedvirtual |
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::LightProcessObject.
|
virtual |
Set the classified image.
|
virtual |
Get/Set the input image.
|
private |
Definition at line 156 of file itkImageClassifierBase.h.
|
private |
Definition at line 155 of file itkImageClassifierBase.h.