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import numpy as np | |
def run(self,mvNode,labelNode, filename): | |
""" | |
Extract pixel curves from a multivolume node | |
prerequisite: labelNode and mvNode need to have the same dimensions, this is not checked. | |
As long as the label node is created from the mvNode, that's no problem at all. | |
""" | |
# get a numpy reference to the moving volume buffer | |
mvimg=mvNode.GetImageData() | |
npmvimg=vtk.util.numpy_support.vtk_to_numpy(mvimg.GetPointData().GetScalars()) | |
nFrames=mvNode.GetNumberOfFrames() | |
# get a numpy reference to the label image buffer | |
labelimg=labelNode.GetImageData() | |
nplabelimg=vtk.util.numpy_support.vtk_to_numpy(labelimg.GetPointData().GetScalars()) | |
# get the times as a list: | |
time=np.float(mvNode.GetAttribute('MultiVolume.FrameLabels',',')) | |
if len(time) != nFrames: | |
return | |
# we follow the multivolume explorer logic, but use numpy, instead of loops | |
# this dictionary holds all indices labeld with a given label value | |
labelPixelCurves={} | |
# get the labels that are defined in the map: | |
labels=np.unique(nplabelimg) | |
# 0 means no label, we remove this from the labels: | |
labels=labels[labels!=0] | |
for labelValue in labels: | |
# get the indices of all pixels with the given label value | |
labelindex=np.where(nplabelimg == labelValue)[0] # where returns a tuple, hence the [0] | |
# and use these indices to get the pixel curves from the mvNode image | |
pixelcurves=npmvimg[labelindex,:] | |
# store the pixel curves for each label in the dictionary: | |
labelPixelCurves[labelValue]=pixelcurves | |
# you could save the pixelcurves simply as a textfile with np.savetxt: | |
#try: | |
# np.savetxt(filename, pixelcurves | |
#except IOError: | |
# print "Failed to write %s" % filename |
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