template<class TInputImage, class TOutputImage = TInputImage>
class itk::ThresholdMaximumConnectedComponentsImageFilter< TInputImage, TOutputImage >
Finds the threshold value of an image based on maximizing the number of objects in the image that are larger than a given minimal size.
- This method is based on Topological Stable State Thresholding to calculate the threshold set point. This method is particularly effective when there are a large number of objects in a microscopy image. Compiling in Debug mode and enable the debug flag for this filter to print debug information to see how the filter focuses in on a threshold value. Please see the Insight Journal's MICCAI 2005 workshop for a complete description. References are below.
- Parameters
- The MinimumObjectSizeInPixels parameter is controlled through the class Get/SetMinimumObjectSizeInPixels() method. Similar to the standard itk::BinaryThresholdImageFilter the Get/SetInside and Get/SetOutside values of the threshold can be set. The GetNumberOfObjects() and GetThresholdValue() methods return the number of objects above the minimum pixel size and the calculated threshold value.
- Automatic Thresholding in ITK
- There are multiple methods to automatically calculate the threshold intensity value of an image. As of version 4.0, ITK has a Thresholding ( ITKThresholding ) module which contains numerous automatic thresholding methods.implements two of these. Topological Stable State Thresholding works well on images with a large number of objects to be counted.
- References:
- 1) Urish KL, August J, Huard J. "Unsupervised segmentation for myofiber
counting in immunoflourescent images". Insight Journal. ISC/NA-MIC/MICCAI Workshop on Open-Source Software (2005) Dspace handle: http://hdl.handle.net/1926/48 2) Pikaz A, Averbuch, A. "Digital image thresholding based on topological
stable-state". Pattern Recognition, 29(5): 829-843, 1996.
- Questions: email Ken Urish at ken.urish(at)gmail.com Please cc the itk list serve for archival purposes.
Definition at line 74 of file itkThresholdMaximumConnectedComponentsImageFilter.h.
|
SizeValueType | ComputeConnectedComponents (void) |
|
void | GenerateData (void) |
|
void | PrintSelf (std::ostream &os, Indent indent) const |
|
| ThresholdMaximumConnectedComponentsImageFilter () |
|
| ~ThresholdMaximumConnectedComponentsImageFilter () |
|
virtual void | CallCopyInputRegionToOutputRegion (OutputImageRegionType &destRegion, const InputImageRegionType &srcRegion) |
|
virtual void | CallCopyOutputRegionToInputRegion (InputImageRegionType &destRegion, const OutputImageRegionType &srcRegion) |
|
virtual void | GenerateInputRequestedRegion () |
|
| ImageToImageFilter () |
|
virtual void | VerifyInputInformation () |
|
| ~ImageToImageFilter () |
|
void | PushBackInput (const DataObject *input) |
|
void | PushFrontInput (const DataObject *input) |
|
virtual void | AfterThreadedGenerateData () |
|
virtual void | AllocateOutputs () |
|
virtual void | BeforeThreadedGenerateData () |
|
virtual const
ImageRegionSplitterBase * | GetImageRegionSplitter (void) const |
|
| ImageSource () |
|
virtual unsigned int | SplitRequestedRegion (unsigned int i, unsigned int num, OutputImageRegionType &splitRegion) |
|
virtual void | ThreadedGenerateData (const OutputImageRegionType &outputRegionForThread, ThreadIdType threadId) |
|
virtual | ~ImageSource () |
|
virtual void | AddInput (DataObject *input) |
|
virtual void | AddOutput (DataObject *output) |
|
virtual void | CacheInputReleaseDataFlags () |
|
virtual void | GenerateOutputInformation () |
|
virtual void | GenerateOutputRequestedRegion (DataObject *output) |
|
virtual const
DataObjectPointerArraySizeType & | GetNumberOfRequiredOutputs () |
|
bool | IsIndexedInputName (const DataObjectIdentifierType &) const |
|
bool | IsIndexedOutputName (const DataObjectIdentifierType &) const |
|
| itkLegacyMacro (virtual void RemoveOutput(DataObject *output)) |
|
| itkLegacyMacro (void SetNumberOfOutputs(DataObjectPointerArraySizeType num)) |
|
| itkLegacyMacro (virtual void RemoveInput(DataObject *input)) |
|
| itkLegacyMacro (void SetNumberOfInputs(DataObjectPointerArraySizeType num)) |
|
DataObjectPointerArraySizeType | MakeIndexFromInputName (const DataObjectIdentifierType &name) const |
|
DataObjectPointerArraySizeType | MakeIndexFromOutputName (const DataObjectIdentifierType &name) const |
|
DataObjectIdentifierType | MakeNameFromInputIndex (DataObjectPointerArraySizeType idx) const |
|
DataObjectIdentifierType | MakeNameFromOutputIndex (DataObjectPointerArraySizeType idx) const |
|
| ProcessObject () |
|
virtual void | PropagateResetPipeline () |
|
virtual void | ReleaseInputs () |
|
virtual void | RemoveInput (const DataObjectIdentifierType &key) |
|
virtual void | RemoveInput (DataObjectPointerArraySizeType) |
|
virtual void | RemoveOutput (const DataObjectIdentifierType &key) |
|
virtual void | RemoveOutput (DataObjectPointerArraySizeType idx) |
|
virtual void | RestoreInputReleaseDataFlags () |
|
virtual void | SetInput (const DataObjectIdentifierType &key, DataObject *input) |
|
virtual void | SetNthInput (DataObjectPointerArraySizeType num, DataObject *input) |
|
virtual void | SetNthOutput (DataObjectPointerArraySizeType num, DataObject *output) |
|
void | SetNumberOfIndexedInputs (DataObjectPointerArraySizeType num) |
|
void | SetNumberOfIndexedOutputs (DataObjectPointerArraySizeType num) |
|
virtual void | SetNumberOfRequiredOutputs (DataObjectPointerArraySizeType _arg) |
|
virtual void | SetOutput (const DataObjectIdentifierType &key, DataObject *output) |
|
virtual void | SetPrimaryInput (DataObject *input) |
|
virtual void | SetPrimaryOutput (DataObject *output) |
|
virtual void | VerifyPreconditions () |
|
| ~ProcessObject () |
|
DataObject * | GetInput (const DataObjectIdentifierType &key) |
|
const DataObject * | GetInput (const DataObjectIdentifierType &key) const |
|
DataObject * | GetInput (DataObjectPointerArraySizeType idx) |
|
const DataObject * | GetInput (DataObjectPointerArraySizeType idx) const |
|
DataObject * | GetPrimaryInput () |
|
const DataObject * | GetPrimaryInput () const |
|
virtual void | SetPrimaryInputName (const DataObjectIdentifierType &key) |
|
virtual const char * | GetPrimaryInputName (void) const |
|
virtual void | SetNumberOfRequiredInputs (DataObjectPointerArraySizeType) |
|
virtual const
DataObjectPointerArraySizeType & | GetNumberOfRequiredInputs () |
|
bool | AddRequiredInputName (const DataObjectIdentifierType &) |
|
bool | AddRequiredInputName (const DataObjectIdentifierType &, DataObjectPointerArraySizeType idx) |
|
bool | RemoveRequiredInputName (const DataObjectIdentifierType &) |
|
bool | IsRequiredInputName (const DataObjectIdentifierType &) const |
|
void | SetRequiredInputNames (const NameArray &) |
|
DataObject * | GetOutput (const DataObjectIdentifierType &key) |
|
const DataObject * | GetOutput (const DataObjectIdentifierType &key) const |
|
virtual void | SetPrimaryOutputName (const DataObjectIdentifierType &key) |
|
virtual const char * | GetPrimaryOutputName (void) const |
|
DataObject * | GetOutput (DataObjectPointerArraySizeType idx) |
|
const DataObject * | GetOutput (DataObjectPointerArraySizeType idx) const |
|
DataObject * | GetPrimaryOutput () |
|
const DataObject * | GetPrimaryOutput () const |
|
| Object () |
|
bool | PrintObservers (std::ostream &os, Indent indent) const |
|
virtual void | SetTimeStamp (const TimeStamp &time) |
|
virtual | ~Object () |
|
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 () |
|