SoSupervisedTextureClassificationProcessing2d engine More...
#include <ImageViz/Engines/ImageSegmentation/Classification/SoSupervisedTextureClassificationProcessing2d.h>
Public Types | |
enum | FeatureGroup { DIRECTIONAL_COOCCURRENCE = 1 , ROTATION_INVARIANT_COOCCURRENCE = 2 , FIRST_ORDER_STATISTICS = 4 , HISTOGRAM_STATISTICS = 8 , INTENSITY = 16 } |
This enum defines all type of measures used for texture classification. More... | |
enum | CoocTextonShape { CUBE = 0 , SPHERE = 1 , BALL = 2 } |
This enum defines all type of measures used for texture classification. More... | |
enum | OutMapType { CLOSEST_DISTANCE = 0 , RELATIVE_DISTANCE = 1 , CLASS_DISTANCE = 2 , NONE = 3 } |
Public Types inherited from SoImageVizEngine | |
enum | ComputeMode { MODE_2D = 0 , MODE_3D = 1 , MODE_AUTO = 2 } |
Compute Mode This enum specifies whether the main input will be interpreted as a 3D volume or a stack of 2D images for processing. More... | |
enum | Neighborhood3d { CONNECTIVITY_6 = 0 , CONNECTIVITY_18 = 1 , CONNECTIVITY_26 = 2 } |
Neighborhood Connectivity 3D. More... | |
Public Member Functions | |
SoSupervisedTextureClassificationProcessing2d () | |
Constructor. | |
Public Member Functions inherited from SoImageVizEngine | |
virtual SoType | getTypeId () const |
Returns the type identifier for this specific instance. | |
virtual void | startEvaluate () |
Evaluate engine and dependencies in another thread without blocking the current one. | |
virtual void | waitEvaluate () |
Wait for the end of engine evaluation. | |
virtual void | abortEvaluate () |
Abort current processing as soon as possible. | |
virtual bool | isEvaluating () |
Returns true if the engine evaluation is in progress. | |
Public Member Functions inherited from SoEngine | |
virtual int | getOutputs (SoEngineOutputList &list) const |
Returns a list of outputs in this engine. | |
SoEngineOutput * | getOutput (const SbName &outputName) const |
Returns a reference to the engine output with the given name. | |
SbBool | getOutputName (const SoEngineOutput *output, SbName &outputName) const |
Returns (in outputName) the name of the engine output (output). | |
SoEngine * | copy () const |
Creates and returns an exact copy of the engine. | |
Public Member Functions inherited from SoFieldContainer | |
void | setToDefaults () |
Sets all fields in this object to their default values. | |
SbBool | hasDefaultValues () const |
Returns TRUE if all of the object's fields have their default values. | |
SbBool | fieldsAreEqual (const SoFieldContainer *fc) const |
Returns TRUE if this object's fields are exactly equal to fc's fields. | |
void | copyFieldValues (const SoFieldContainer *fc, SbBool copyConnections=FALSE) |
Copies the contents of fc's fields into this object's fields. | |
SoNONUNICODE SbBool | set (const char *fieldDataString) |
Sets one or more fields in this object to the values specified in the given string, which should be a string in the Open Inventor file format. | |
SbBool | set (const SbString &fieldDataString) |
Sets one or more fields in this object to the values specified in the given string, which should be a string in the Open Inventor file format. | |
void | get (SbString &fieldDataString) |
Returns the values of the fields of this object in the Open Inventor ASCII file format in the given string. | |
virtual int | getFields (SoFieldList &list) const |
Appends references to all of this object's fields to resultList, and returns the number of fields appended. | |
virtual int | getAllFields (SoFieldList &list) const |
Returns a list of fields, including the eventIn's and eventOut's. | |
virtual SoField * | getField (const SbName &fieldName) const |
Returns a the field of this object whose name is fieldName. | |
virtual SoField * | getEventIn (const SbName &fieldName) const |
Returns a the eventIn with the given name. | |
virtual SoField * | getEventOut (const SbName &fieldName) const |
Returns the eventOut with the given name. | |
SbBool | getFieldName (const SoField *field, SbName &fieldName) const |
Returns the name of the given field in the fieldName argument. | |
SbBool | enableNotify (SbBool flag) |
Notification at this Field Container is enabled (if flag == TRUE) or disabled (if flag == FALSE). | |
SbBool | isNotifyEnabled () const |
Notification is the process of telling interested objects that this object has changed. | |
virtual void | setUserData (void *data) |
Sets application data. | |
void * | getUserData (void) const |
Gets user application data. | |
Public Member Functions inherited from SoBase | |
virtual void | touch () |
Marks an instance as modified, simulating a change to it. | |
virtual SbName | getName () const |
Returns the name of an instance. | |
virtual void | setName (const SbName &name) |
Sets the name of an instance. | |
void | setSynchronizable (const bool b) |
Sets this to be a ScaleViz synchronizable object. | |
bool | isSynchronizable () const |
Gets the ScaleViz synchronizable state of this object. | |
Public Member Functions inherited from SoRefCounter | |
void | ref () const |
Adds a reference to an instance. | |
void | unref () const |
Removes a reference from an instance. | |
void | unrefNoDelete () const |
unrefNoDelete() should be called when it is desired to decrement the reference count, but not delete the instance if this brings the reference count to zero. | |
int | getRefCount () const |
Returns current reference count. | |
void | lock () const |
lock this instance. | |
void | unlock () const |
unlock this instance. | |
Public Member Functions inherited from SoTypedObject | |
SbBool | isOfType (const SoType &type) const |
Returns TRUE if this object is of the type specified in type or is derived from that type. | |
template<typename TypedObjectClass > | |
SbBool | isOfType () const |
Returns TRUE if this object is of the type of class TypedObjectClass or is derived from that class. | |
Public Attributes | |
SoSFImageDataAdapter | inImage |
The input grayscale image to segment. | |
SoSFImageDataAdapter | inTrainingImage |
The input label training image (16 or 32 bits). | |
SoSFBitMask | featureGroup |
The groups of textural features to compute. | |
SoSFVec2i32 | radiusRange |
The minimum and maximum radius of the circular neighborhoods used for computing textural features. | |
SoSFUInt32 | radiusStep |
The step used to define the set of radius between minimum and maximum. | |
SoSFUInt32 | coocRadius |
Radius of the circular neighborhood used by the cooccurrence features. | |
SoSFEnum | coocTextonShape |
The shape of the co-occurrence texton, i.e., the pattern defined by the set of co-occurrence vectors. | |
SoSFUInt32 | coocTextonSize |
The size of the texton shape for co-occurrence features. | |
SoSFDouble | minSeparationPercentage |
This parameter controls the rejection criteria of the feature selection algorithm (FS). | |
SoImageVizEngineOutput< SoSFImageDataAdapter, SoImageDataAdapter * > | outLabelImage |
The output label image representing the texture classification result. | |
SoSFEnum | outMapType |
The Output map image type. | |
SoImageVizEngineOutput< SoSFImageDataAdapter, SoImageDataAdapter * > | outMapImage |
Output map image. | |
Public Attributes inherited from SoImageVizEngine | |
SbEventHandler< EventArg & > | onBegin |
Event raised when the processing begins. | |
SbEventHandler< EventArg & > | onEnd |
Event raised when processing ends and the result is available. | |
SbEventHandler< EventArg & > | onProgress |
Event raised while processing is running. | |
Additional Inherited Members | |
Static Public Member Functions inherited from SoImageVizEngine | |
static SoType | getClassTypeId () |
Returns the type identifier for this class. | |
Static Public Member Functions inherited from SoEngine | |
static SoType | getClassTypeId () |
Returns the type identifier for the SoEngine class. | |
static SoEngine * | getByName (const SbName &name) |
Looks up engine(s) by name. | |
static int | getByName (const SbName &name, SoEngineList &list) |
Looks up engine(s) by name. | |
Static Public Member Functions inherited from SoFieldContainer | |
static SoType | getClassTypeId () |
Returns the type of this class. | |
Static Public Member Functions inherited from SoBase | |
static SoType | getClassTypeId () |
Returns type identifier for this class. | |
Static Public Member Functions inherited from SoTypedObject | |
static SoType | getClassTypeId () |
Returns the type identifier for this class. | |
SoSupervisedTextureClassificationProcessing2d engine
The SoSupervisedTextureClassificationProcessing3d engine realizes a segmentation based on a texture model automatically built from a training input image.
It chains automatically the 3 steps of the texture classification workflow: model creation, texture model learning and model application.
For an introduction see the Texture classification section
inImage | NULL |
inTrainingImage | NULL |
featureGroup | DIRECTIONAL_COOCCURRENCE | ROTATION_INVARIANT_COOCCURRENCE | FIRST_ORDER_STATISTICS | HISTOGRAM_STATISTICS | INTENSITY |
radiusRange | 2 14 |
radiusStep | 4 |
coocRadius | 10 |
coocTextonShape | SPHERE |
coocTextonSize | 4 |
minSeparationPercentage | 3.0 |
outMapType | CLOSEST_DISTANCE |
Definition at line 74 of file SoSupervisedTextureClassificationProcessing2d.h.
This enum defines all type of measures used for texture classification.
Definition at line 132 of file SoSupervisedTextureClassificationProcessing2d.h.
This enum defines all type of measures used for texture classification.
Definition at line 92 of file SoSupervisedTextureClassificationProcessing2d.h.
Definition at line 174 of file SoSupervisedTextureClassificationProcessing2d.h.
SoSupervisedTextureClassificationProcessing2d::SoSupervisedTextureClassificationProcessing2d | ( | ) |
Constructor.
SoSFUInt32 SoSupervisedTextureClassificationProcessing2d::coocRadius |
Radius of the circular neighborhood used by the cooccurrence features.
Default value is 10.
Definition at line 127 of file SoSupervisedTextureClassificationProcessing2d.h.
SoSFEnum SoSupervisedTextureClassificationProcessing2d::coocTextonShape |
The shape of the co-occurrence texton, i.e., the pattern defined by the set of co-occurrence vectors.
This shape represents the distribution of points around the target point for computing the co-occurrence matrix. The shape, associated to the texton size, defines the set of vectors that are used for computing co-occurrence features. For instance, in 2D, a Cube shape of size 3 defines the co-occurrence vectors (-3, -3) , (0, -3), (3, -3), (-3, 0) , (3, 0), (-3, 3) , (0, 3) and (3, 3). This parameter is ignored if none of the co-occurrence measure types is selected. Use enum CoocTextonShape. Default is SPHERE
Definition at line 154 of file SoSupervisedTextureClassificationProcessing2d.h.
SoSFUInt32 SoSupervisedTextureClassificationProcessing2d::coocTextonSize |
The size of the texton shape for co-occurrence features.
This size is constrained by the radius parameter. The constraint depends on the texton shape. For instance, with a square texton, the texton size cannot exceed the rounded value of
. This parameter is ignored if none of the co-occurrence measure types is selected. Default value is 4.
Definition at line 159 of file SoSupervisedTextureClassificationProcessing2d.h.
SoSFBitMask SoSupervisedTextureClassificationProcessing2d::featureGroup |
The groups of textural features to compute.
Use enum FeatureGroup. Default is DIRECTIONAL_COOCCURRENCE | ROTATION_INVARIANT_COOCCURRENCE | FIRST_ORDER_STATISTICS | HISTOGRAM_STATISTICS | INTENSITY
Definition at line 118 of file SoSupervisedTextureClassificationProcessing2d.h.
SoSFImageDataAdapter SoSupervisedTextureClassificationProcessing2d::inImage |
The input grayscale image to segment.
Default value is NULL. Supported types include: grayscale image.
Definition at line 84 of file SoSupervisedTextureClassificationProcessing2d.h.
SoSFImageDataAdapter SoSupervisedTextureClassificationProcessing2d::inTrainingImage |
The input label training image (16 or 32 bits).
Each label represents a class sample for the learning step. Default value is NULL. Supported types include: label image.
Definition at line 87 of file SoSupervisedTextureClassificationProcessing2d.h.
SoSFDouble SoSupervisedTextureClassificationProcessing2d::minSeparationPercentage |
This parameter controls the rejection criteria of the feature selection algorithm (FS).
A measure is rejected if its contribution does not increase enough the separation power of the classification model. This ratio indicates the minimal relative growth required to keep a measure. Please refer to Feature Selection section for more information about this parameter. The value must be greater than or equal to 0.0. Default value is 3.0.
Definition at line 166 of file SoSupervisedTextureClassificationProcessing2d.h.
SoImageVizEngineOutput<SoSFImageDataAdapter,SoImageDataAdapter*> SoSupervisedTextureClassificationProcessing2d::outLabelImage |
The output label image representing the texture classification result.
Default value is NULL. Supported types include: label image.
Definition at line 169 of file SoSupervisedTextureClassificationProcessing2d.h.
SoImageVizEngineOutput<SoSFImageDataAdapter,SoImageDataAdapter*> SoSupervisedTextureClassificationProcessing2d::outMapImage |
Output map image.
The type of the image will be float. Default value is NULL. Supported types include: grayscale binary label color image.
Definition at line 202 of file SoSupervisedTextureClassificationProcessing2d.h.
SoSFEnum SoSupervisedTextureClassificationProcessing2d::outMapType |
The Output map image type.
Default is CLOSEST_DISTANCE. Use enum OutMapType. Default is CLOSEST_DISTANCE
Definition at line 199 of file SoSupervisedTextureClassificationProcessing2d.h.
SoSFVec2i32 SoSupervisedTextureClassificationProcessing2d::radiusRange |
The minimum and maximum radius of the circular neighborhoods used for computing textural features.
Default value is SbVec2i32(2,14).
Definition at line 121 of file SoSupervisedTextureClassificationProcessing2d.h.
SoSFUInt32 SoSupervisedTextureClassificationProcessing2d::radiusStep |
The step used to define the set of radius between minimum and maximum.
The maximum radius is systematically added to the radius list. Default value is 4.
Definition at line 124 of file SoSupervisedTextureClassificationProcessing2d.h.