#include <itkScalarImageToGreyLevelCooccurrenceMatrixGenerator.h>
Inheritance diagram for itk::Statistics::ScalarImageToGreyLevelCooccurrenceMatrixGenerator< TImageType, THistogramFrequencyContainer >:
This generator creates a grey-level co-occurence matrix from a N-D scalar image. This is the first step in texture description a la Haralick. (See Haralick, R.M., K. Shanmugam and I. Dinstein. 1973. Textural Features for Image Classification. IEEE Transactions on Systems, Man and Cybernetics. SMC-3(6):610-620. See also Haralick, R.M. 1979. Statistical and Structural Approaches to Texture. Proceedings of the IEEE, 67:786-804.)
The basic idea is as follows: Given an image and an offset (e.g. (1, -1) for a 2-d image), grey-level co-occurences are pairs of intensity values for a specific pixel and the pixel at that offset from the specified pixel. These co-occurences can provide information about the visual texture of an image region -- for example, an eight-bit image of alternating pixel-wide white and black vertical lines would have a large number of (0, 255) and (255, 0) co-occurences for offset (1, 0).
The offset (or offsets) along which the co-occurences are calculated can be set by the user. Traditionally, only one offset is used per histogram, and offset components in the range [-1, 1] are used. For rotation-invariant features, averages of features computed over several histograms with different offsets are generally used, instead of computing features from one histogram created with several offsets. Additionally, instead of using offsets of two or more pixels in any direction, multy-resulution techniques (e.g. image pyramids) are generally used to deal with texture at different spatial resolutions.
This class calculates a 2-d histogram of all the co-occurence pairs in the given image's requested region, for a given set of offsets. That is, if a given offset falls outside of the requested region at a particular point, that co-occurrence pair will not be added to the matrix.
The number of histogram bins on each axis can be set (defaults to 256). Also, by default the histogram min and max corresponds to the largest and smallest possible pixel value of that pixel type. To customize the histogram bounds for a given image, the max and min pixel values that will be placed in the histogram can be set manually. NB: The min and max are INCLUSIVE.
Further, the type of histogram frequency container used is an optional template parameter. By default, a dense container is used, but for images with little texture or in cases where the user wants more histogram bins, a sparse container can be used for the histogram instead.
WARNING: This probably won't work for pixels of double or long-double type unless you set the histogram min and max manually. This is because the largest histogram bin by default has max value of the largest possible pixel value plus 1. For double and long-double types, whose "RealType" as defined by the NumericTraits class is the same, and thus cannot hold any larger values, this would cause a float overflow.
Definition at line 92 of file itkScalarImageToGreyLevelCooccurrenceMatrixGenerator.h.
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Reimplemented from itk::Object. Reimplemented in itk::Statistics::MaskedScalarImageToGreyLevelCooccurrenceMatrixGenerator< TImageType, THistogramFrequencyContainer >. Definition at line 99 of file itkScalarImageToGreyLevelCooccurrenceMatrixGenerator.h. |
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Reimplemented in itk::Statistics::MaskedScalarImageToGreyLevelCooccurrenceMatrixGenerator< TImageType, THistogramFrequencyContainer >. Definition at line 123 of file itkScalarImageToGreyLevelCooccurrenceMatrixGenerator.h. |
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Reimplemented in itk::Statistics::MaskedScalarImageToGreyLevelCooccurrenceMatrixGenerator< TImageType, THistogramFrequencyContainer >. Definition at line 122 of file itkScalarImageToGreyLevelCooccurrenceMatrixGenerator.h. |
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Reimplemented in itk::Statistics::MaskedScalarImageToGreyLevelCooccurrenceMatrixGenerator< TImageType, THistogramFrequencyContainer >. Definition at line 121 of file itkScalarImageToGreyLevelCooccurrenceMatrixGenerator.h. |
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Reimplemented in itk::Statistics::MaskedScalarImageToGreyLevelCooccurrenceMatrixGenerator< TImageType, THistogramFrequencyContainer >. Definition at line 109 of file itkScalarImageToGreyLevelCooccurrenceMatrixGenerator.h. |
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Reimplemented in itk::Statistics::MaskedScalarImageToGreyLevelCooccurrenceMatrixGenerator< TImageType, THistogramFrequencyContainer >. Definition at line 108 of file itkScalarImageToGreyLevelCooccurrenceMatrixGenerator.h. |
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Reimplemented in itk::Statistics::MaskedScalarImageToGreyLevelCooccurrenceMatrixGenerator< TImageType, THistogramFrequencyContainer >. Definition at line 107 of file itkScalarImageToGreyLevelCooccurrenceMatrixGenerator.h. |
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Reimplemented in itk::Statistics::MaskedScalarImageToGreyLevelCooccurrenceMatrixGenerator< TImageType, THistogramFrequencyContainer >. Definition at line 118 of file itkScalarImageToGreyLevelCooccurrenceMatrixGenerator.h. |
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Reimplemented in itk::Statistics::MaskedScalarImageToGreyLevelCooccurrenceMatrixGenerator< TImageType, THistogramFrequencyContainer >. Definition at line 124 of file itkScalarImageToGreyLevelCooccurrenceMatrixGenerator.h. |
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Reimplemented in itk::Statistics::MaskedScalarImageToGreyLevelCooccurrenceMatrixGenerator< TImageType, THistogramFrequencyContainer >. Definition at line 113 of file itkScalarImageToGreyLevelCooccurrenceMatrixGenerator.h. |
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Reimplemented in itk::Statistics::MaskedScalarImageToGreyLevelCooccurrenceMatrixGenerator< TImageType, THistogramFrequencyContainer >. Definition at line 114 of file itkScalarImageToGreyLevelCooccurrenceMatrixGenerator.h. |
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Reimplemented in itk::Statistics::MaskedScalarImageToGreyLevelCooccurrenceMatrixGenerator< TImageType, THistogramFrequencyContainer >. Definition at line 116 of file itkScalarImageToGreyLevelCooccurrenceMatrixGenerator.h. |
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Reimplemented in itk::Statistics::MaskedScalarImageToGreyLevelCooccurrenceMatrixGenerator< TImageType, THistogramFrequencyContainer >. Definition at line 110 of file itkScalarImageToGreyLevelCooccurrenceMatrixGenerator.h. |
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Reimplemented from itk::Object. Reimplemented in itk::Statistics::MaskedScalarImageToGreyLevelCooccurrenceMatrixGenerator< TImageType, THistogramFrequencyContainer >. Definition at line 98 of file itkScalarImageToGreyLevelCooccurrenceMatrixGenerator.h. |
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Reimplemented in itk::Statistics::MaskedScalarImageToGreyLevelCooccurrenceMatrixGenerator< TImageType, THistogramFrequencyContainer >. Definition at line 112 of file itkScalarImageToGreyLevelCooccurrenceMatrixGenerator.h. |
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Reimplemented in itk::Statistics::MaskedScalarImageToGreyLevelCooccurrenceMatrixGenerator< TImageType, THistogramFrequencyContainer >. Definition at line 111 of file itkScalarImageToGreyLevelCooccurrenceMatrixGenerator.h. |
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Standard typedefs Reimplemented from itk::Object. Reimplemented in itk::Statistics::MaskedScalarImageToGreyLevelCooccurrenceMatrixGenerator< TImageType, THistogramFrequencyContainer >. Definition at line 96 of file itkScalarImageToGreyLevelCooccurrenceMatrixGenerator.h. |
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Reimplemented from itk::Object. Reimplemented in itk::Statistics::MaskedScalarImageToGreyLevelCooccurrenceMatrixGenerator< TImageType, THistogramFrequencyContainer >. Definition at line 97 of file itkScalarImageToGreyLevelCooccurrenceMatrixGenerator.h. |
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Triggers the Computation of the histogram |
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Reimplemented in itk::Statistics::MaskedScalarImageToGreyLevelCooccurrenceMatrixGenerator< TImageType, THistogramFrequencyContainer >. |
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Connects the input image for which the histogram is going to be computed |
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Set the min and max (inclusive) pixel value that will be placed in the histogram |
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Set the min and max (inclusive) pixel value that will be placed in the histogram |
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Run-time type information (and related methods). Reimplemented from itk::Object. Reimplemented in itk::Statistics::MaskedScalarImageToGreyLevelCooccurrenceMatrixGenerator< TImageType, THistogramFrequencyContainer >. |
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Set the calculator to normalize the histogram (divide all bins by the total frequency). Normalization is off by default. |
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Set number of histogram bins along each axis |
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Set the offset or offsets over which the co-occurrence pairs will be computed. Calling either of these methods clears the previous offsets. |
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Return the histogram.
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standard New() method support Reimplemented from itk::Object. Reimplemented in itk::Statistics::MaskedScalarImageToGreyLevelCooccurrenceMatrixGenerator< TImageType, THistogramFrequencyContainer >. |
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Set the calculator to normalize the histogram (divide all bins by the total frequency). Normalization is off by default. |
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Set the calculator to normalize the histogram (divide all bins by the total frequency). Normalization is off by default. |
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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::Object. Reimplemented in itk::Statistics::MaskedScalarImageToGreyLevelCooccurrenceMatrixGenerator< TImageType, THistogramFrequencyContainer >. |
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Connects the input image for which the histogram is going to be computed |
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Set the calculator to normalize the histogram (divide all bins by the total frequency). Normalization is off by default. |
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Set number of histogram bins along each axis |
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Set the offset or offsets over which the co-occurrence pairs will be computed. Calling either of these methods clears the previous offsets. Definition at line 141 of file itkScalarImageToGreyLevelCooccurrenceMatrixGenerator.h. References itk::Statistics::ScalarImageToGreyLevelCooccurrenceMatrixGenerator< TImageType, THistogramFrequencyContainer >::OffsetVectorPointer, and itk::Statistics::ScalarImageToGreyLevelCooccurrenceMatrixGenerator< TImageType, THistogramFrequencyContainer >::SetOffsets(). |
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Set the offset or offsets over which the co-occurrence pairs will be computed. Calling either of these methods clears the previous offsets. Referenced by itk::Statistics::ScalarImageToGreyLevelCooccurrenceMatrixGenerator< TImageType, THistogramFrequencyContainer >::SetOffset(). |
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Set the min and max (inclusive) pixel value that will be placed in the histogram |