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Julien Cabieces
otb
Commits
a5602f58
Commit
a5602f58
authored
6 years ago
by
Cédric Traizet
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DOC: added reference to the algorithm
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6aa70e14
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Modules/Filtering/DimensionalityReduction/include/otbFastICAImageFilter.h
+10
-5
10 additions, 5 deletions
...g/DimensionalityReduction/include/otbFastICAImageFilter.h
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10 additions
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Modules/Filtering/DimensionalityReduction/include/otbFastICAImageFilter.h
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a5602f58
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@@ -28,11 +28,16 @@
namespace
otb
{
/** \class FastICAImageFilter
* \brief Performs a Independent Component Analysis
*
* The internal structure of this filter is a filter-to-filter like structure.
* The estimation of the covariance matrix has persistent capabilities...
* \brief Performs a Independent Component Analysis (ICA)
*
* This filter is an implementation of the stabilized fixed-point FastICA
* algorithm described in [1] with a symetric decorrelation at each step.
*
* The contrast function and its derivative can be supplied to the filter as
* lambda functions.
*
* [1] Fast and robust fixed-point algorithms for independent component analysis
*
* \sa PCAImageFilter
*
* \ingroup OTBDimensionalityReduction
...
...
@@ -195,7 +200,7 @@ protected:
unsigned
int
m_NumberOfIterations
;
// def is 50
double
m_ConvergenceThreshold
;
// def is 1e-4
ContrastFunctionType
m_ContrastFunction
;
// see g() function in the biblio. Def is tanh
ContrastFunctionType
m_ContrastFunctionDerivative
;
ContrastFunctionType
m_ContrastFunctionDerivative
;
// derivative of g().
double
m_Mu
;
// def is 1. in [0, 1]
PCAFilterPointerType
m_PCAFilter
;
...
...
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