#include <itkMathSVD.h>
Result of a fixed-size square SVD: A == U * diag(W) * V^T, W descending. For all solver methods, rcond < 0 auto-selects a VDim*epsilon threshold.
Definition at line 175 of file itkMathSVD.h.
Public Member Functions | |
| TReal | DeterminantMagnitude () const |
| vnl_vector_fixed< TReal, VDim > | NullVector () const |
| vnl_matrix_fixed< TReal, VDim, VDim > | PseudoInverse (TReal rcond=TReal{ -1 }) const |
| unsigned int | Rank (TReal rcond=TReal{ -1 }) const |
| vnl_matrix_fixed< TReal, VDim, VDim > | Recompose (TReal rcond=TReal{ -1 }) const |
| vnl_matrix_fixed< TReal, VDim, VDim > | RecomposeWith (const vnl_vector_fixed< TReal, VDim > &modifiedW) const |
| vnl_vector_fixed< TReal, VDim > | Solve (const vnl_vector_fixed< TReal, VDim > &b, TReal rcond=TReal{ -1 }) const |
| TReal | WellCondition () const |
Public Attributes | |
| vnl_matrix_fixed< TReal, VDim, VDim > | U {} |
| vnl_matrix_fixed< TReal, VDim, VDim > | V {} |
| vnl_vector_fixed< TReal, VDim > | W {} |
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Product of the singular values (magnitude of the determinant for a square A).
Definition at line 233 of file itkMathSVD.h.
References itk::Math::detail::DeterminantMagnitude(), and W.
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Singular vector for the smallest singular value (last column of V); spans the nullspace when A is rank-deficient.
Definition at line 219 of file itkMathSVD.h.
References V.
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Moore-Penrose pseudo-inverse A^+.
Definition at line 183 of file itkMathSVD.h.
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Numerical rank (count of singular values above rcond*max(w)).
Definition at line 197 of file itkMathSVD.h.
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Reconstruct A with singular values at or below rcond*max(w) zeroed.
Definition at line 204 of file itkMathSVD.h.
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Reconstruct U diag(modifiedW) V^T with caller-supplied singular values.
Definition at line 211 of file itkMathSVD.h.
References itk::Math::detail::RecomposeWith(), U, and V.
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Least-squares / minimum-norm solution of A x = b.
Definition at line 190 of file itkMathSVD.h.
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Reciprocal condition number sigma_min/sigma_max (0 = singular, 1 = perfect).
Definition at line 226 of file itkMathSVD.h.
References W, and itk::Math::detail::WellCondition().
| vnl_matrix_fixed<TReal, VDim, VDim> itk::Math::FixedSquareSVDResult< TReal, VDim >::U {} |
Definition at line 177 of file itkMathSVD.h.
Referenced by RecomposeWith(), and itk::Math::SVD().
| vnl_matrix_fixed<TReal, VDim, VDim> itk::Math::FixedSquareSVDResult< TReal, VDim >::V {} |
Definition at line 179 of file itkMathSVD.h.
Referenced by NullVector(), RecomposeWith(), and itk::Math::SVD().
| vnl_vector_fixed<TReal, VDim> itk::Math::FixedSquareSVDResult< TReal, VDim >::W {} |
Definition at line 178 of file itkMathSVD.h.
Referenced by DeterminantMagnitude(), itk::Math::SVD(), and WellCondition().