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/*=========================================================================
*
* 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.
*
*=========================================================================*/
#include "itkLandmarkBasedTransformInitializer.h"
#include "itkImage.h"
#include "itkObject.h"
#include "itkTestingMacros.h"
#include <iostream>
template <unsigned int Dimension>
typename itk::Image<unsigned char, Dimension>::Pointer
CreateTestImage()
{
using FixedImageType = itk::Image<unsigned char, Dimension>;
auto image = FixedImageType::New();
typename FixedImageType::RegionType fRegion;
typename FixedImageType::SizeType fSize;
typename FixedImageType::IndexType fIndex;
fSize.Fill(30); // size 30 x 30 x 30
fIndex.Fill(0);
fRegion.SetSize(fSize);
fRegion.SetIndex(fIndex);
image->SetRegions(fRegion);
image->Allocate();
return image;
}
// Moving Landmarks = Fixed Landmarks rotated by 'angle' degrees and then
// translated by the 'translation'. Offset can be used to move the fixed
// landmarks around.
template <typename TTransformInitializer>
void
Init3DPoints(typename TTransformInitializer::LandmarkPointContainer & fixedLandmarks,
typename TTransformInitializer::LandmarkPointContainer & movingLandmarks,
int scaleFactor)
{
const double nPI = 4.0 * std::atan(1.0);
typename TTransformInitializer::LandmarkPointType point;
typename TTransformInitializer::LandmarkPointType tmp;
double angle = 10 * nPI / 180.0;
typename TTransformInitializer::LandmarkPointType translation;
translation[0] = 6;
translation[1] = 10;
translation[2] = 7;
typename TTransformInitializer::LandmarkPointType offset;
offset[0] = 10;
offset[1] = 1;
offset[2] = 5;
point[0] = 2 + offset[0];
point[1] = 2 + offset[1];
point[2] = 0 + offset[2];
fixedLandmarks.push_back(point);
// Apply the scaling factor to the moving points
point[0] = point[0] * scaleFactor;
point[1] = point[1] * scaleFactor;
point[2] = point[2] * scaleFactor;
tmp = point;
point[0] = std::cos(angle) * point[0] - std::sin(angle) * point[1] + translation[0];
point[1] = std::sin(angle) * tmp[0] + std::cos(angle) * point[1] + translation[1];
point[2] = point[2] + translation[2];
movingLandmarks.push_back(point);
point[0] = 2 + offset[0];
point[1] = -2 + offset[1];
point[2] = 0 + offset[2];
fixedLandmarks.push_back(point);
// Apply the scaling factor to the moving points
point[0] = point[0] * scaleFactor;
point[1] = point[1] * scaleFactor;
point[2] = point[2] * scaleFactor;
tmp = point;
point[0] = std::cos(angle) * point[0] - std::sin(angle) * point[1] + translation[0];
point[1] = std::sin(angle) * tmp[0] + std::cos(angle) * point[1] + translation[1];
point[2] = point[2] + translation[2];
movingLandmarks.push_back(point);
point[0] = -2 + offset[0];
point[1] = 2 + offset[1];
point[2] = 0 + offset[2];
fixedLandmarks.push_back(point);
// Apply the scaling factor to the moving points
point[0] = point[0] * scaleFactor;
point[1] = point[1] * scaleFactor;
point[2] = point[2] * scaleFactor;
tmp = point;
point[0] = std::cos(angle) * point[0] - std::sin(angle) * point[1] + translation[0];
point[1] = std::sin(angle) * tmp[0] + std::cos(angle) * point[1] + translation[1];
point[2] = point[2] + translation[2];
movingLandmarks.push_back(point);
point[0] = -2 + offset[0];
point[1] = -2 + offset[1];
point[2] = 0 + offset[2];
fixedLandmarks.push_back(point);
// Apply the scaling factor to the moving points
point[0] = point[0] * scaleFactor;
point[1] = point[1] * scaleFactor;
point[2] = point[2] * scaleFactor;
tmp = point;
point[0] = std::cos(angle) * point[0] - std::sin(angle) * point[1] + translation[0];
point[1] = std::sin(angle) * tmp[0] + std::cos(angle) * point[1] + translation[1];
point[2] = point[2] + translation[2];
movingLandmarks.push_back(point);
}
template <typename TransformInitializerType>
bool
ExecuteAndExamine(typename TransformInitializerType::Pointer initializer,
typename TransformInitializerType::LandmarkPointContainer fixedLandmarks,
typename TransformInitializerType::LandmarkPointContainer movingLandmarks,
unsigned int failLimit = 0)
{
typename TransformInitializerType::TransformType::Pointer transform = TransformInitializerType::TransformType::New();
initializer->SetTransform(transform);
initializer->InitializeTransform();
// Transform the landmarks now. For the given set of landmarks, since we computed the
// moving landmarks explicitly from the rotation and translation specified, we should
// get a transform that does not give any mismatch. In other words, if the fixed
// landmarks are transformed by the transform computed by the
// LandmarkBasedTransformInitializer, they should coincide exactly with the moving
// landmarks. Note that we specified 4 landmarks, although three non-collinear
// landmarks is sufficient to guarantee a solution.
typename TransformInitializerType::PointsContainerConstIterator fitr = fixedLandmarks.begin();
typename TransformInitializerType::PointsContainerConstIterator mitr = movingLandmarks.begin();
using OutputVectorType = typename TransformInitializerType::OutputVectorType;
OutputVectorType error;
typename OutputVectorType::RealValueType tolerance = 0.1;
unsigned int failed = 0;
while (mitr != movingLandmarks.end())
{
typename TransformInitializerType::LandmarkPointType transformedPoint = transform->TransformPoint(*fitr);
std::cout << " Fixed Landmark: " << *fitr << " Moving landmark " << *mitr
<< " Transformed fixed Landmark : " << transformedPoint;
error = *mitr - transformedPoint;
std::cout << " error = " << error.GetNorm() << std::endl;
if (error.GetNorm() > tolerance)
{
failed++;
}
++mitr;
++fitr;
}
if (failed > failLimit)
{
std::cout << " Fixed landmarks transformed by the transform did not match closely "
<< "enough with the moving landmarks. The transform computed was: ";
transform->Print(std::cout);
std::cout << "[FAILED]" << std::endl;
return false;
}
else
{
std::cout << " Landmark alignment using " << transform->GetNameOfClass() << " [PASSED]" << std::endl;
}
return true;
}
// Test LandmarkBasedTransformInitializer for given transform type
// Returns false if test failed, true if it succeeded
template <typename TransformType>
bool
test1(int scaleFactor)
{
auto transform = TransformType::New();
std::cout << "Testing Landmark alignment with " << transform->GetNameOfClass() << std::endl;
using PixelType = unsigned char;
constexpr unsigned int Dimension = 3;
using FixedImageType = itk::Image<PixelType, Dimension>;
using MovingImageType = itk::Image<PixelType, Dimension>;
using TransformInitializerType =
itk::LandmarkBasedTransformInitializer<TransformType, FixedImageType, MovingImageType>;
auto initializer = TransformInitializerType::New();
typename TransformInitializerType::LandmarkPointContainer fixedLandmarks;
typename TransformInitializerType::LandmarkPointContainer movingLandmarks;
Init3DPoints<TransformInitializerType>(fixedLandmarks, movingLandmarks, scaleFactor);
// No landmarks are set, it should throw
ITK_TRY_EXPECT_EXCEPTION(initializer->InitializeTransform());
initializer->SetMovingLandmarks(movingLandmarks);
ITK_TRY_EXPECT_EXCEPTION(initializer->InitializeTransform()); // Fixed landmarks missing
initializer->SetFixedLandmarks(fixedLandmarks);
return ExecuteAndExamine<TransformInitializerType>(initializer, fixedLandmarks, movingLandmarks);
}
// The test specifies a bunch of fixed and moving landmarks and tests if the
// fixed landmarks after transform by the computed transform coincides
// with the moving landmarks.
int
itkLandmarkBasedTransformInitializerTest(int, char *[])
{
bool success = true;
// For VersorRigid3DTransform scaleFactor is 1
success &= test1<itk::VersorRigid3DTransform<double>>(1);
// Rigid3DTransform isn't supported by the landmark based initializer
// Testing Similarity3DTransform when points scaled by factor 5
success &= test1<itk::Similarity3DTransform<double>>(5);
using PixelType = unsigned char;
{
// Test landmark alignment using Rigid 2D transform in 2 dimensions
std::cout << "Testing Landmark alignment with Rigid2DTransform" << std::endl;
constexpr unsigned int Dimension = 2;
using FixedImageType = itk::Image<PixelType, Dimension>;
using MovingImageType = itk::Image<PixelType, Dimension>;
FixedImageType::Pointer fixedImage = CreateTestImage<Dimension>();
MovingImageType::Pointer movingImage = CreateTestImage<Dimension>();
// Set the transform type
using TransformType = itk::Rigid2DTransform<double>;
using TransformInitializerType =
itk::LandmarkBasedTransformInitializer<TransformType, FixedImageType, MovingImageType>;
auto initializer = TransformInitializerType::New();
ITK_EXERCISE_BASIC_OBJECT_METHODS(initializer, LandmarkBasedTransformInitializer, Object);
initializer->DebugOn();
// Set fixed and moving landmarks
TransformInitializerType::LandmarkPointContainer fixedLandmarks;
TransformInitializerType::LandmarkPointContainer movingLandmarks;
TransformInitializerType::LandmarkPointType point;
TransformInitializerType::LandmarkPointType tmp;
// Moving Landmarks = Fixed Landmarks rotated by 'angle' degrees and then
// translated by the 'translation'. Offset can be used to move the fixed
// landmarks around.
const double nPI = 4.0 * std::atan(1.0);
double angle = 10 * nPI / 180.0;
TransformInitializerType::LandmarkPointType translation;
translation[0] = 6;
translation[1] = 10;
TransformInitializerType::LandmarkPointType offset;
offset[0] = 10;
offset[1] = 1;
point[0] = 2 + offset[0];
point[1] = 2 + offset[1];
fixedLandmarks.push_back(point);
tmp = point;
point[0] = std::cos(angle) * point[0] - std::sin(angle) * point[1] + translation[0];
point[1] = std::sin(angle) * tmp[0] + std::cos(angle) * point[1] + translation[1];
movingLandmarks.push_back(point);
point[0] = 2 + offset[0];
point[1] = -2 + offset[1];
fixedLandmarks.push_back(point);
tmp = point;
point[0] = std::cos(angle) * point[0] - std::sin(angle) * point[1] + translation[0];
point[1] = std::sin(angle) * tmp[0] + std::cos(angle) * point[1] + translation[1];
movingLandmarks.push_back(point);
point[0] = -2 + offset[0];
point[1] = 2 + offset[1];
fixedLandmarks.push_back(point);
tmp = point;
point[0] = std::cos(angle) * point[0] - std::sin(angle) * point[1] + translation[0];
point[1] = std::sin(angle) * tmp[0] + std::cos(angle) * point[1] + translation[1];
movingLandmarks.push_back(point);
point[0] = -2 + offset[0];
point[1] = -2 + offset[1];
fixedLandmarks.push_back(point);
tmp = point;
point[0] = std::cos(angle) * point[0] - std::sin(angle) * point[1] + translation[0];
point[1] = std::sin(angle) * tmp[0] + std::cos(angle) * point[1] + translation[1];
movingLandmarks.push_back(point);
// No landmarks are set, it should throw
ITK_TRY_EXPECT_EXCEPTION(initializer->InitializeTransform());
initializer->SetFixedLandmarks(fixedLandmarks);
ITK_TRY_EXPECT_EXCEPTION(initializer->InitializeTransform()); // Moving landmarks missing
initializer->SetMovingLandmarks(movingLandmarks);
success &= ExecuteAndExamine<TransformInitializerType>(initializer, fixedLandmarks, movingLandmarks);
}
{
constexpr unsigned int Dimension = 3;
using ImageType = itk::Image<PixelType, Dimension>;
ImageType::Pointer fixedImage = CreateTestImage<Dimension>();
ImageType::Pointer movingImage = CreateTestImage<Dimension>();
using TransformType = itk::AffineTransform<double, Dimension>;
auto transform = TransformType::New();
using TransformInitializerType = itk::LandmarkBasedTransformInitializer<TransformType, ImageType, ImageType>;
auto initializer = TransformInitializerType::New();
ITK_EXERCISE_BASIC_OBJECT_METHODS(initializer, LandmarkBasedTransformInitializer, Object);
initializer->SetTransform(transform);
// Test that an exception is thrown if there aren't enough points
ITK_TRY_EXPECT_EXCEPTION(initializer->InitializeTransform());
const unsigned int numLandmarks(8);
double fixedLandMarkInit[numLandmarks][3] = {
{ -1.33671, -279.739, 176.001 },
{ 28.0989, -346.692, 183.367 },
{ -1.36713, -257.43, 155.36 },
{ -33.0851, -347.026, 180.865 },
{ -0.16083, -268.529, 148.96 },
{ -0.103873, -251.31, 122.973 },
{ 200, 200, 200 }, // dummy
{ -300, 100, 1000 } // dummy
};
double movingLandmarkInit[numLandmarks][3] = {
{ -1.65605 + 0.011, -30.0661, 20.1656 },
{ 28.1409, -93.1172 + 0.015, -5.34366 },
{ -1.55885, -0.499696 - 0.04, 12.7584 },
{ -33.0151 + 0.001, -92.0973, -8.66965 },
{ -0.189769, -7.3485, 1.74263 + 0.008 },
{ 0.1021, 20.2155, -12.8526 - 0.006 },
{ 200, 200, 200 }, // dummy
{ -300, 100, 1000 } // dummy
};
double weights[numLandmarks] = { 10, 1, 10, 1, 1, 1, 0.001, 0.001 };
{ // First Test with working Landmarks
// These landmark should match properly
constexpr unsigned int numWorkingLandmark = 6;
TransformInitializerType::LandmarkPointContainer fixedLandmarks;
TransformInitializerType::LandmarkPointContainer movingLandmarks;
TransformInitializerType::LandmarkWeightType landmarkWeights;
for (unsigned int i = 0; i < numWorkingLandmark; ++i)
{
TransformInitializerType::LandmarkPointType fixedPoint, movingPoint;
for (unsigned int j = 0; j < 3; ++j)
{
fixedPoint[j] = fixedLandMarkInit[i][j];
movingPoint[j] = movingLandmarkInit[i][j];
}
fixedLandmarks.push_back(fixedPoint);
movingLandmarks.push_back(movingPoint);
landmarkWeights.push_back(weights[i]);
}
initializer->SetFixedLandmarks(fixedLandmarks);
initializer->SetMovingLandmarks(movingLandmarks);
initializer->SetLandmarkWeight(landmarkWeights);
std::cerr << "Transform " << transform << std::endl;
success &= ExecuteAndExamine<TransformInitializerType>(initializer, fixedLandmarks, movingLandmarks);
}
{ // Test with dummy points
// dummy points should not matched based on given weights
constexpr unsigned int numDummyLandmark = 8;
TransformInitializerType::LandmarkPointContainer fixedLandmarks;
TransformInitializerType::LandmarkPointContainer movingLandmarks;
TransformInitializerType::LandmarkWeightType landmarkWeights;
for (unsigned int i = 0; i < numDummyLandmark; ++i)
{
TransformInitializerType::LandmarkPointType fixedPoint, movingPoint;
for (unsigned int j = 0; j < 3; ++j)
{
fixedPoint[j] = fixedLandMarkInit[i][j];
movingPoint[j] = movingLandmarkInit[i][j];
}
fixedLandmarks.push_back(fixedPoint);
movingLandmarks.push_back(movingPoint);
landmarkWeights.push_back(weights[i]);
}
initializer->SetFixedLandmarks(fixedLandmarks);
initializer->SetMovingLandmarks(movingLandmarks);
initializer->SetLandmarkWeight(landmarkWeights);
std::cerr << "Transform " << transform << std::endl;
success &= ExecuteAndExamine<TransformInitializerType>(initializer, fixedLandmarks, movingLandmarks, 2);
} // Second test with dummy
}
{
std::cout << "\nTesting Landmark alignment with BSplineTransform..." << std::endl;
constexpr unsigned int Dimension = 3;
using FixedImageType = itk::Image<PixelType, Dimension>;
using MovingImageType = itk::Image<PixelType, Dimension>;
FixedImageType::Pointer fixedImage = CreateTestImage<Dimension>();
MovingImageType::Pointer movingImage = CreateTestImage<Dimension>();
FixedImageType::PointType origin;
origin[0] = -5;
origin[1] = -5;
origin[2] = -5;
fixedImage->SetOrigin(origin);
// Set the transform type
constexpr unsigned int SplineOrder = 3;
using TransformType = itk::BSplineTransform<double, FixedImageType::ImageDimension, SplineOrder>;
auto transform = TransformType::New();
using TransformInitializerType =
itk::LandmarkBasedTransformInitializer<TransformType, FixedImageType, MovingImageType>;
auto initializer = TransformInitializerType::New();
ITK_EXERCISE_BASIC_OBJECT_METHODS(initializer, LandmarkBasedTransformInitializer, Object);
TransformInitializerType::LandmarkPointContainer fixedLandmarks;
TransformInitializerType::LandmarkPointContainer movingLandmarks;
Init3DPoints<TransformInitializerType>(fixedLandmarks, movingLandmarks, 1);
constexpr unsigned int numLandmarks = 4;
double weights[numLandmarks] = { 1, 3, 0.01, 0.5 };
TransformInitializerType::LandmarkWeightType landmarkWeights;
for (double weight : weights)
{
landmarkWeights.push_back(weight);
}
initializer->SetFixedLandmarks(fixedLandmarks);
initializer->SetMovingLandmarks(movingLandmarks);
initializer->SetLandmarkWeight(landmarkWeights);
initializer->SetTransform(transform);
initializer->SetBSplineNumberOfControlPoints(8);
// Test that an exception is thrown if the reference image isn't set
ITK_TRY_EXPECT_EXCEPTION(initializer->InitializeTransform());
// Now set the reference image and initialization should work
initializer->SetReferenceImage(fixedImage);
success &= ExecuteAndExamine<TransformInitializerType>(initializer, fixedLandmarks, movingLandmarks);
}
{
using TransformType = itk::Transform<float, 3, 3>;
using TransformInitializerType = itk::LandmarkBasedTransformInitializer<TransformType>;
auto initializer = TransformInitializerType::New();
ITK_EXERCISE_BASIC_OBJECT_METHODS(initializer, LandmarkBasedTransformInitializer, Object);
}
if (!success)
{
return EXIT_FAILURE;
}
std::cout << "Test PASSED!" << std::endl;
return EXIT_SUCCESS;
}
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