1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389
|
/*=========================================================================
*
* Copyright NumFOCUS
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* https://www.apache.org/licenses/LICENSE-2.0.txt
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*
*=========================================================================*/
#ifndef itkSymmetricEigenAnalysisImageFilter_h
#define itkSymmetricEigenAnalysisImageFilter_h
#include "itkUnaryFunctorImageFilter.h"
#include "itkSymmetricEigenAnalysis.h"
#include "ITKImageIntensityExport.h"
namespace itk
{
// This functor class invokes the computation of Eigen Analysis for
// every pixel. The input pixel type must provide the API for the [][]
// operator, while the output pixel type must provide the API for the
// [] operator. Input pixel matrices should be symmetric.
//
// The default operation is to order eigen values in ascending order.
// You may also use OrderEigenValuesBy( ) to order eigen values by
// magnitude as is common with use of tensors in vessel extraction.
namespace Functor
{
#if !defined(ITK_LEGACY_REMOVE)
using OrderTypeOfEigenValue = EigenValueOrderEnum;
#endif
template <typename TInput, typename TOutput>
class SymmetricEigenAnalysisFunction
{
public:
using RealValueType = typename TInput::RealValueType;
using CalculatorType = SymmetricEigenAnalysis<TInput, TOutput>;
bool
operator==(const SymmetricEigenAnalysisFunction &) const
{
return true;
}
ITK_UNEQUAL_OPERATOR_MEMBER_FUNCTION(SymmetricEigenAnalysisFunction);
inline TOutput
operator()(const TInput & x) const
{
TOutput eigenValues{};
m_Calculator.ComputeEigenValues(x, eigenValues);
return eigenValues;
}
/** Method to explicitly set the dimension of the matrix */
void
SetDimension(unsigned int n)
{
m_Calculator.SetDimension(n);
}
unsigned int
GetDimension() const
{
return m_Calculator.GetDimension();
}
#if !defined(ITK_LEGACY_REMOVE)
/** Enables reverse compatibility for enumeration values */
using EigenValueOrderType = EigenValueOrderEnum;
#endif
#if !defined(ITK_LEGACY_REMOVE)
// We need to expose the enum values at the class level
// for backwards compatibility
static constexpr EigenValueOrderEnum OrderByValue = EigenValueOrderEnum::OrderByValue;
static constexpr EigenValueOrderEnum OrderByMagnitude = EigenValueOrderEnum::OrderByMagnitude;
static constexpr EigenValueOrderEnum DoNotOrder = EigenValueOrderEnum::DoNotOrder;
#endif
/** Order eigen values. Default is to OrderByValue: lambda_1 <
* lambda_2 < .... */
void
OrderEigenValuesBy(EigenValueOrderEnum order)
{
if (order == EigenValueOrderEnum::OrderByMagnitude)
{
m_Calculator.SetOrderEigenMagnitudes(true);
}
else if (order == EigenValueOrderEnum::DoNotOrder)
{
m_Calculator.SetOrderEigenValues(false);
}
}
void
SetOrderEigenValuesBy(EigenValueOrderEnum order)
{
this->OrderEigenValuesBy(order);
}
EigenValueOrderEnum
GetOrderEigenValuesBy() const
{
if (m_Calculator.GetOrderEigenMagnitudes())
{
return EigenValueOrderEnum::OrderByMagnitude;
}
if (m_Calculator.GetOrderEigenValues())
{
return EigenValueOrderEnum::OrderByValue;
}
return EigenValueOrderEnum::DoNotOrder;
}
private:
CalculatorType m_Calculator;
};
template <unsigned int TMatrixDimension, typename TInput, typename TOutput>
class SymmetricEigenAnalysisFixedDimensionFunction
{
public:
using RealValueType = typename TInput::RealValueType;
using CalculatorType = SymmetricEigenAnalysisFixedDimension<TMatrixDimension, TInput, TOutput>;
bool
operator==(const SymmetricEigenAnalysisFixedDimensionFunction &) const
{
return true;
}
ITK_UNEQUAL_OPERATOR_MEMBER_FUNCTION(SymmetricEigenAnalysisFixedDimensionFunction);
inline TOutput
operator()(const TInput & x) const
{
TOutput eigenValues;
m_Calculator.ComputeEigenValues(x, eigenValues);
return eigenValues;
}
/** Method to get the dimension of the matrix. Dimension is fixed, no SetDimension is provided */
unsigned int
GetDimension() const
{
return m_Calculator.GetDimension();
}
#if !defined(ITK_LEGACY_REMOVE)
/** Enables reverse compatibility for enumeration values */
using EigenValueOrderType = EigenValueOrderEnum;
#endif
#if !defined(ITK_LEGACY_REMOVE)
// We need to expose the enum values at the class level
// for backwards compatibility
static constexpr EigenValueOrderEnum OrderByValue = EigenValueOrderEnum::OrderByValue;
static constexpr EigenValueOrderEnum OrderByMagnitude = EigenValueOrderEnum::OrderByMagnitude;
static constexpr EigenValueOrderEnum DoNotOrder = EigenValueOrderEnum::DoNotOrder;
#endif
/** Order eigen values. Default is to OrderByValue: lambda_1 <
* lambda_2 < .... */
void
OrderEigenValuesBy(EigenValueOrderEnum order)
{
if (order == EigenValueOrderEnum::OrderByMagnitude)
{
m_Calculator.SetOrderEigenMagnitudes(true);
}
else if (order == EigenValueOrderEnum::DoNotOrder)
{
m_Calculator.SetOrderEigenValues(false);
}
}
private:
CalculatorType m_Calculator;
};
/** Define how to print enumerations */
extern ITKImageIntensity_EXPORT std::ostream &
operator<<(std::ostream & out, const EigenValueOrderEnum value);
} // end namespace Functor
/**
* \class SymmetricEigenAnalysisImageFilter
* \brief Computes the eigen-values of every input symmetric matrix pixel.
*
* SymmetricEigenAnalysisImageFilter applies pixel-wise the invocation for
* computing the eigen-values and eigen-vectors of the symmetric matrix
* corresponding to every input pixel.
*
* The OrderEigenValuesBy( .. ) method can be used to order eigen values
* in ascending order by value or magnitude or no ordering.
* OrderByValue: lambda_1 < lambda_2 < ....
* OrderByMagnitude: |lambda_1| < |lambda_2| < .....
* DoNotOrder: Default order of eigen values obtained after QL method
*
* \ingroup IntensityImageFilters MultiThreaded TensorObjects
*
* \ingroup ITKImageIntensity
*/
template <typename TInputImage, typename TOutputImage>
class SymmetricEigenAnalysisImageFilter
: public UnaryFunctorImageFilter<
TInputImage,
TOutputImage,
Functor::SymmetricEigenAnalysisFunction<typename TInputImage::PixelType, typename TOutputImage::PixelType>>
{
public:
ITK_DISALLOW_COPY_AND_MOVE(SymmetricEigenAnalysisImageFilter);
/** Standard class type aliases. */
using Self = SymmetricEigenAnalysisImageFilter;
using Superclass = UnaryFunctorImageFilter<
TInputImage,
TOutputImage,
Functor::SymmetricEigenAnalysisFunction<typename TInputImage::PixelType, typename TOutputImage::PixelType>>;
using Pointer = SmartPointer<Self>;
using ConstPointer = SmartPointer<const Self>;
using typename Superclass::OutputImageType;
using OutputPixelType = typename TOutputImage::PixelType;
using InputPixelType = typename TInputImage::PixelType;
using InputValueType = typename InputPixelType::ValueType;
using typename Superclass::FunctorType;
#if !defined(ITK_LEGACY_REMOVE)
/** Enables reverse compatibility for enumeration values */
using EigenValueOrderType = EigenValueOrderEnum;
#endif
/** Order eigen values. Default is to OrderByValue: lambda_1 <
* lambda_2 < .... */
void
OrderEigenValuesBy(EigenValueOrderEnum order)
{
this->GetFunctor().OrderEigenValuesBy(order);
}
void
SetOrderEigenValuesBy(EigenValueOrderEnum order)
{
this->OrderEigenValuesBy(order);
}
EigenValueOrderEnum
GetOrderEigenValuesBy() const
{
return this->GetFunctor().GetOrderEigenValuesBy();
}
/** \see LightObject::GetNameOfClass() */
itkOverrideGetNameOfClassMacro(SymmetricEigenAnalysisImageFilter);
/** Method for creation through the object factory. */
itkNewMacro(Self);
/** Print internal ivars */
void
PrintSelf(std::ostream & os, Indent indent) const override
{
this->Superclass::PrintSelf(os, indent);
}
/** Set the dimension of the tensor. (For example the SymmetricSecondRankTensor
* is a pxp matrix) */
void
SetDimension(unsigned int p)
{
this->GetFunctor().SetDimension(p);
}
unsigned int
GetDimension() const
{
return this->GetFunctor().GetDimension();
}
#ifdef ITK_USE_CONCEPT_CHECKING
// Begin concept checking
itkConceptMacro(InputHasNumericTraitsCheck, (Concept::HasNumericTraits<InputValueType>));
// End concept checking
#endif
protected:
SymmetricEigenAnalysisImageFilter() { this->SetDimension(TInputImage::ImageDimension); }
~SymmetricEigenAnalysisImageFilter() override = default;
};
/**
* \class SymmetricEigenAnalysisFixedDimensionImageFilter
* \brief Computes the eigen-values of every input symmetric matrix pixel.
*
* SymmetricEigenAnalysisImageFilter applies pixel-wise the invocation for
* computing the eigen-values and eigen-vectors of the symmetric matrix
* corresponding to every input pixel.
*
* The OrderEigenValuesBy( .. ) method can be used to order eigen values
* in ascending order by value or magnitude or no ordering.
* OrderByValue: lambda_1 < lambda_2 < ....
* OrderByMagnitude: |lambda_1| < |lambda_2| < .....
* DoNotOrder: Default order of eigen values obtained after QL method
*
* \ingroup IntensityImageFilters MultiThreaded TensorObjects
*
* \ingroup ITKImageIntensity
*/
template <unsigned int TMatrixDimension, typename TInputImage, typename TOutputImage = TInputImage>
class SymmetricEigenAnalysisFixedDimensionImageFilter
: public UnaryFunctorImageFilter<
TInputImage,
TOutputImage,
Functor::SymmetricEigenAnalysisFixedDimensionFunction<TMatrixDimension,
typename TInputImage::PixelType,
typename TOutputImage::PixelType>>
{
public:
ITK_DISALLOW_COPY_AND_MOVE(SymmetricEigenAnalysisFixedDimensionImageFilter);
/** Standard class type aliases. */
using Self = SymmetricEigenAnalysisFixedDimensionImageFilter;
using Superclass =
UnaryFunctorImageFilter<TInputImage,
TOutputImage,
Functor::SymmetricEigenAnalysisFixedDimensionFunction<TMatrixDimension,
typename TInputImage::PixelType,
typename TOutputImage::PixelType>>;
using Pointer = SmartPointer<Self>;
using ConstPointer = SmartPointer<const Self>;
using typename Superclass::OutputImageType;
using OutputPixelType = typename TOutputImage::PixelType;
using InputPixelType = typename TInputImage::PixelType;
using InputValueType = typename InputPixelType::ValueType;
using typename Superclass::FunctorType;
/** expose public enumeration class as member for backward compatibility */
using EigenValueOrderEnum = itk::EigenValueOrderEnum;
/** Order eigen values. Default is to OrderByValue: lambda_1 <
* lambda_2 < .... */
void
OrderEigenValuesBy(EigenValueOrderEnum order)
{
this->GetFunctor().OrderEigenValuesBy(order);
}
/** \see LightObject::GetNameOfClass() */
itkOverrideGetNameOfClassMacro(SymmetricEigenAnalysisFixedDimensionImageFilter);
/** Method for creation through the object factory. */
itkNewMacro(Self);
/** Print internal ivars */
void
PrintSelf(std::ostream & os, Indent indent) const override
{
this->Superclass::PrintSelf(os, indent);
}
/** GetDimension of the matrix. Dimension is fixed by template parameter, no SetDimension. */
unsigned int
GetDimension() const
{
return this->GetFunctor().GetDimension();
}
#ifdef ITK_USE_CONCEPT_CHECKING
// Begin concept checking
itkConceptMacro(InputHasNumericTraitsCheck, (Concept::HasNumericTraits<InputValueType>));
// End concept checking
#endif
protected:
SymmetricEigenAnalysisFixedDimensionImageFilter() = default;
~SymmetricEigenAnalysisFixedDimensionImageFilter() override = default;
};
} // end namespace itk
#endif
|