imageregistration5.py

来自「DTMK软件开发包,此为开源软件,是一款很好的医学图像开发资源.」· Python 代码 · 共 166 行

#

from InsightToolkit import *

from sys import argv

#
# Read the fixed and moving images using filenames
# from the command line arguments
#
fixedImageReader = itkImageFileReaderF2_New()
movingImageReader = itkImageFileReaderF2_New()

fixedImageReader.SetFileName(  argv[1] )
movingImageReader.SetFileName( argv[2] )

fixedImageReader.Update()
movingImageReader.Update()

fixedImage = fixedImageReader.GetOutput() 
movingImage = movingImageReader.GetOutput()

#
#  Instantiate the classes for the registration framework
#
registration    = itkImageRegistrationMethodF2F2_New()
imageMetric     = itkMeanSquaresImageToImageMetricF2F2_New()
transform       = itkCenteredRigid2DTransform_New()
optimizer       = itkRegularStepGradientDescentOptimizer_New()
interpolator    = itkLinearInterpolateImageFunctionF2D_New()

registration.SetOptimizer(      optimizer.GetPointer() )
registration.SetTransform(      transform.GetPointer() )
registration.SetInterpolator(   interpolator.GetPointer() )
registration.SetMetric(         imageMetric.GetPointer() )
registration.SetFixedImage(  fixedImage )
registration.SetMovingImage( movingImage )
registration.SetFixedImageRegion(  fixedImage.GetBufferedRegion() )


#
# Initial transform parameters 
#
transform.SetAngle( 0.0 );

# center of the fixed image
fixedSpacing = fixedImage.GetSpacing()
fixedOrigin = fixedImage.GetOrigin()
fixedSize = fixedImage.GetLargestPossibleRegion().GetSize()

centerFixed = ( fixedOrigin.GetElement(0) + fixedSpacing.GetElement(0) * fixedSize.GetElement(0) / 2.0,
                fixedOrigin.GetElement(1) + fixedSpacing.GetElement(1) * fixedSize.GetElement(1) / 2.0 )

# center of the moving image 
movingSpacing = movingImage.GetSpacing()
movingOrigin = movingImage.GetOrigin()
movingSize = movingImage.GetLargestPossibleRegion().GetSize()

centerMoving = ( movingOrigin.GetElement(0) + movingSpacing.GetElement(0) * movingSize.GetElement(0) / 2.0,
                 movingOrigin.GetElement(1) + movingSpacing.GetElement(1) * movingSize.GetElement(1) / 2.0  )

# transform center
center = transform.GetCenter()
center.SetElement( 0, centerFixed[0] )
center.SetElement( 1, centerFixed[1] )

# transform translation
translation = transform.GetTranslation()
translation.SetElement( 0, centerMoving[0] - centerFixed[0] )
translation.SetElement( 1, centerMoving[1] - centerFixed[1] )

initialParameters = transform.GetParameters()

print "Initial Parameters: "
print "Angle: %f" % (initialParameters.GetElement(0), )
print "Center: %f, %f" % ( initialParameters.GetElement(1), initialParameters.GetElement(2) )
print "Translation: %f, %f" % (initialParameters.GetElement(3), initialParameters.GetElement(4))

registration.SetInitialTransformParameters( initialParameters )

#
# Define optimizer parameters
#

# optimizer scale
translationScale = 1.0 / 1000.0

optimizerScales = itkArrayD( transform.GetNumberOfParameters() )
optimizerScales.SetElement(0, 1.0)
optimizerScales.SetElement(1, translationScale)
optimizerScales.SetElement(2, translationScale)
optimizerScales.SetElement(3, translationScale)
optimizerScales.SetElement(4, translationScale)

optimizer.SetScales( optimizerScales )
optimizer.SetMaximumStepLength( 0.1 )
optimizer.SetMinimumStepLength( 0.001 )
optimizer.SetNumberOfIterations( 200 )

#
# Iteration Observer
#
def iterationUpdate():
    currentParameter = transform.GetParameters()
    print "M: %f   P: %f %f %f %f %f " % ( optimizer.GetValue(),
                                 currentParameter.GetElement(0),
                                 currentParameter.GetElement(1),
                                 currentParameter.GetElement(2),
                                 currentParameter.GetElement(3),
                                 currentParameter.GetElement(4) )
 
iterationCommand = itkPyCommand_New()
iterationCommand.SetCommandCallable( iterationUpdate )
optimizer.AddObserver( itkIterationEvent(), iterationCommand.GetPointer() )

print "Starting registration"

#
# Start the registration process
#

registration.StartRegistration()

#
# Get the final parameters of the transformation
#
finalParameters = registration.GetLastTransformParameters()

print "Final Registration Parameters "
print "Angle in radians  = %f" % finalParameters.GetElement(0)
print "Rotation Center X = %f" % finalParameters.GetElement(1)
print "Rotation Center Y = %f" % finalParameters.GetElement(2)
print "Translation in  X = %f" % finalParameters.GetElement(3)
print "Translation in  Y = %f" % finalParameters.GetElement(4)

# Now, we use the final transform for resampling the moving image.
resampler = itkResampleImageFilterF2F2_New()

resampler.SetTransform( transform.GetPointer() )
resampler.SetInput( movingImage )

region = fixedImage.GetLargestPossibleRegion()

resampler.SetSize( region.GetSize() )
resampler.SetOutputSpacing( fixedImage.GetSpacing() )
resampler.SetOutputOrigin(  fixedImage.GetOrigin() )
resampler.SetDefaultPixelValue( 100 )

#
# Cast for output
#
outputCast = itkRescaleIntensityImageFilterF2US2_New()
outputCast.SetInput( resampler.GetOutput() )
outputCast.SetOutputMinimum( 0 )
outputCast.SetOutputMaximum( 65535 )

writer = itkImageFileWriterUS2_New()

writer.SetFileName( argv[3] )
writer.SetInput( outputCast.GetOutput() )
writer.Update()