NAMIC Wiki:DTI:ITK-DiffusionTensorPixelType:Header
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The DiffusionTensorPixel type derives from the itk::FixedArray<> instantiated for a fixed size of 6 elements. The rationale behind it is that we are dealing with symmetric tensors in this particular case, therefore for the sake of memory use we only store 6 components. The type however will also implement a matrix-like notation in order to provide a natural notation for tensor operations.
A short version of the class essentials is below, a full compilable version is at the end of this page
template < typename TComponent = float > class DiffusionTensorPixel: public FixedArray<TComponent,6> { public: typedef DiffusionTensorPixel Self; typedef FixedArray<TComponent, 6> SuperClass; itkStaticConstMacro(Dimension, unsigned int, 6); itkStaticConstMacro(Length, unsigned int, 6); typedef FixedArray<TComponent, 6> BaseArray; /** Array of eigen-values. */ typedef FixedArray<TComponent, 3> EigenValuesArray; typedef Matrix<TComponent, 3, 3> EigenVectorsMatrix; /** Matrix notation, in const and non-const forms. */ ValueType & operator()( unsigned int i, unsigned int j); const ValueType & operator()( unsigned int i, unsigned int j) const; };
Here is the full version of the class. This code is compilable using ITK 2.0.
#ifndef __itkDiffusionTensorPixel_h #define __itkDiffusionTensorPixel_h // Undefine an eventual DiffusionTensorPixel macro #ifdef DiffusionTensorPixel #undef DiffusionTensorPixel #endif #include <itkIndent.h> #include <itkFixedArray.h> #include <itkMatrix.h> #include "vnl/vnl_math.h" namespace itk { /** \class DiffusionTensorPixel * \brief Represent a diffusion tensor as used in DTI images. * * This class implements a 3D symmetric tensor as it is used for representing * diffusion of water molecules in Diffusion Tensor Images. * * Since DiffusionTensorPixel is a subclass of Array, you can access its components as: * * typedef itk::DiffusionTensorPixel< float > TensorPixelType; * TensorPixelType tensor; * * tensor[0] = 1.233; * tensor[1] = 1.456; * * for convenience the indexed access is also available as * * tensor(0,0) = 1.233; * tensor(2,0) = 1.233; * * The Tensor in principle represents a 3x3 matrix, but given that it is * always symmetric the representation can be compacted into a 6-elements * array that derives from the itk::FixedArray<T> * * \ingroup ImageObjects */ template < typename TComponent = float > class DiffusionTensorPixel: public FixedArray<TComponent,6> { public: /** Standard class typedefs. */ typedef DiffusionTensorPixel Self; typedef FixedArray<TComponent, 6> SuperClass; /** Dimension of the vector space. */ itkStaticConstMacro(Dimension, unsigned int, 6); itkStaticConstMacro(Length, unsigned int, 6); /** Convenience typedefs. */ typedef FixedArray<TComponent, 6> BaseArray; /** Array of eigen-values. */ typedef FixedArray<TComponent, 3> EigenValuesArray; /** Matrix of eigen-vectors. */ typedef Matrix<TComponent, 3, 3> EigenVectorsMatrix; /** Define the component type. */ typedef TComponent ComponentType; typedef typename SuperClass::ValueType ValueType; /** Default constructor has nothing to do. */ DiffusionTensorPixel() {this->Fill(0);} DiffusionTensorPixel (const ComponentType& r) { this->Fill(r); } /** Pass-through constructor for the Array base class. */ DiffusionTensorPixel(const Self& r): BaseArray(r) {} DiffusionTensorPixel(const ComponentType r[6]): BaseArray(r) {} /** Pass-through assignment operator for the Array base class. */ Self& operator= (const Self& r); Self& operator= (const ComponentType r[6]); /** Aritmetic operations between pixels. Return a new DiffusionTensorPixel. */ Self operator+(const Self &vec) const; Self operator-(const Self &vec) const; const Self & operator+=(const Self &vec); const Self & operator-=(const Self &vec); Self operator*(const ComponentType &f) const; /** Return the number of components. */ static int GetNumberOfComponents(){ return 6;} /** Return the value for the Nth component. */ ComponentType GetNthComponent(int c) const { return this->operator[](c); } /** Set the Nth component to v. */ void SetNthComponent(int c, const ComponentType& v) { this->operator[](c) = v; } /** Matrix notation, in const and non-const forms. */ ValueType & operator()( unsigned int i, unsigned int j); const ValueType & operator()( unsigned int i, unsigned int j) const; }; template< typename TComponent > ITK_EXPORT std::ostream& operator<<(std::ostream& os, const DiffusionTensorPixel<TComponent> & c); template< typename TComponent > ITK_EXPORT std::istream& operator>>(std::istream& is, DiffusionTensorPixel<TComponent> & c); } // end namespace itk #ifndef ITK_MANUAL_INSTANTIATION #include "itkDiffusionTensorPixel.txx" #endif #endif