Created
March 16, 2018 02:40
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Reconstruct open surface from labelmap
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# Important: the input volume must have isotropic spacing. | |
# If surface is thick, use Extract skeleton module with Skeleton type = 2D, Do not prune branches = enabled. | |
# Increase radius parameter to fill more holes. | |
# Increase dimension to preserve more details. | |
inputLabelmap = getNode('Input labelmap') | |
ici = vtk.vtkImageChangeInformation() | |
ici.SetInputData(inputLabelmap.GetImageData()) | |
ici.SetOutputSpacing(inputLabelmap.GetSpacing()) | |
ici.SetOrigin(inputLabelmap.GetOrigin()) | |
imageToPoints=vtk.vtkImageDataToPointSet() | |
imageToPoints.SetInputConnection(ici.GetOutputPort()) | |
geom = vtk.vtkStructuredGridGeometryFilter() | |
geom.SetInputConnection(imageToPoints.GetOutputPort()) | |
threshold = vtk.vtkThreshold() | |
threshold.ThresholdByUpper(1) | |
threshold.SetInputConnection(geom.GetOutputPort()) | |
geom2 = vtk.vtkGeometryFilter() | |
geom2.SetInputConnection(threshold.GetOutputPort()) | |
geom2.Update() | |
polyData=geom2.GetOutput() | |
# Estimate normals | |
normals = vtk.vtkPCANormalEstimation() | |
normals.SetInputData(polyData) | |
sampleSize = polyData.GetNumberOfPoints() * .00005 | |
if sampleSize < 10: | |
sampleSize = 50; | |
normals.SetSampleSize(int(sampleSize)) | |
normals.SetNormalOrientationToGraphTraversal() | |
normals.FlipNormalsOn() | |
distance = vtk.vtkSignedDistance() | |
distance.SetInputConnection(normals.GetOutputPort()) | |
dimension = 256 | |
bounds = [0,-1,0,-1,0,-1] | |
polyData.GetBounds(bounds); | |
range = [bounds[1]-bounds[0], bounds[3]-bounds[2], bounds[5]-bounds[4]] | |
radius = max(range) / float(dimension) * 4 # approximately 4 voxels | |
distance.SetRadius(radius) | |
distance.SetDimensions(dimension, dimension, dimension) | |
distance.SetBounds( | |
bounds[0] - range[0] * .1, | |
bounds[1] + range[0] * .1, | |
bounds[2] - range[1] * .1, | |
bounds[3] + range[1] * .1, | |
bounds[4] - range[2] * .1, | |
bounds[5] + range[2] * .1) | |
surface = vtk.vtkExtractSurface() | |
surface.SetInputConnection(distance.GetOutputPort()) | |
surface.SetRadius(radius * .99) | |
surface.Update() | |
resultSurface = slicer.modules.models.logic().AddModel(surface.GetOutput()) | |
resultSurface.GetDisplayNode().BackfaceCullingOff() |
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