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Example module that computes and plots the cross sectional area of each visible segment. Direction of cross-section can be picked.
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import os | |
import unittest | |
import vtk, qt, ctk, slicer | |
from slicer.ScriptedLoadableModule import * | |
from array import array | |
import logging | |
import vtk.util.numpy_support | |
import numpy as np | |
# | |
# SliceAreaPlot | |
# | |
# Computes and plots the cross sectional area along a specified axis of all visible segments. | |
# | |
class SliceAreaPlot(ScriptedLoadableModule): | |
"""Uses ScriptedLoadableModule base class, available at: | |
https://github.com/Slicer/Slicer/blob/master/Base/Python/slicer/ScriptedLoadableModule.py | |
""" | |
def __init__(self, parent): | |
ScriptedLoadableModule.__init__(self, parent) | |
self.parent.title = "Slice Area Plot" | |
self.parent.categories = ["Quantification"] | |
self.parent.dependencies = [] | |
self.parent.contributors = ["Hollister Herhold (AMNH)"] | |
self.parent.helpText = """ | |
This module computes the cross sectional area of a segment and plots it along the length of the segment. | |
(Initially. It should eventually do length, width, and breadth.) | |
""" | |
self.parent.helpText += self.getDefaultModuleDocumentationLink() | |
self.parent.acknowledgementText = """ | |
This file was originally developed by Jean-Christophe Fillion-Robin, Kitware Inc. | |
and Steve Pieper, Isomics, Inc. and was partially funded by NIH grant 3P41RR013218-12S1. | |
""" # replace with organization, grant and thanks. | |
# | |
# SliceAreaPlotWidget | |
# | |
class SliceAreaPlotWidget(ScriptedLoadableModuleWidget): | |
"""Uses ScriptedLoadableModuleWidget base class, available at: | |
https://github.com/Slicer/Slicer/blob/master/Base/Python/slicer/ScriptedLoadableModule.py | |
""" | |
def setup(self): | |
ScriptedLoadableModuleWidget.setup(self) | |
# Instantiate and connect widgets ... | |
# | |
# Parameters Area | |
# | |
parametersCollapsibleButton = ctk.ctkCollapsibleButton() | |
parametersCollapsibleButton.text = "Parameters" | |
self.layout.addWidget(parametersCollapsibleButton) | |
# Layout within the dummy collapsible button | |
parametersFormLayout = qt.QFormLayout(parametersCollapsibleButton) | |
# | |
# input volume selector | |
# | |
self.inputSelector = slicer.qMRMLNodeComboBox() | |
self.inputSelector.nodeTypes = ["vtkMRMLScalarVolumeNode"] | |
self.inputSelector.selectNodeUponCreation = True | |
self.inputSelector.addEnabled = False | |
self.inputSelector.removeEnabled = False | |
self.inputSelector.noneEnabled = False | |
self.inputSelector.showHidden = False | |
self.inputSelector.showChildNodeTypes = False | |
self.inputSelector.setMRMLScene( slicer.mrmlScene ) | |
self.inputSelector.setToolTip( "Pick the input to the algorithm." ) | |
parametersFormLayout.addRow("Input Volume: ", self.inputSelector) | |
# | |
# Segmentation selector | |
# | |
self.segmentationSelector = slicer.qMRMLNodeComboBox() | |
self.segmentationSelector.nodeTypes = ["vtkMRMLSegmentationNode"] | |
self.segmentationSelector.selectNodeUponCreation = True | |
self.segmentationSelector.addEnabled = False | |
self.segmentationSelector.removeEnabled = False | |
self.segmentationSelector.noneEnabled = False | |
self.segmentationSelector.showHidden = False | |
self.segmentationSelector.showChildNodeTypes = False | |
self.segmentationSelector.setMRMLScene( slicer.mrmlScene ) | |
self.segmentationSelector.setToolTip( "Pick the segmentation for the algorithm." ) | |
parametersFormLayout.addRow("Segmentation: ", self.segmentationSelector) | |
# | |
# Direction selector | |
# | |
self.directionSelectorWidget = qt.QComboBox() | |
self.directionSelectorWidget.setToolTip("Select the direction of sweep for area calculation.") | |
self.directionSelectorWidget.addItem("Axial") | |
self.directionSelectorWidget.addItem("Coronal") | |
self.directionSelectorWidget.addItem("Saggital") | |
parametersFormLayout.addRow("Direction:", self.directionSelectorWidget) | |
# | |
# Apply Button | |
# | |
self.applyButton = qt.QPushButton("Plot") | |
self.applyButton.toolTip = "Make the plot(s)." | |
self.applyButton.enabled = True | |
parametersFormLayout.addRow(self.applyButton) | |
# connections | |
self.applyButton.connect('clicked(bool)', self.onApplyButton) | |
self.inputSelector.connect("currentNodeChanged(vtkMRMLNode*)", self.onSelect) | |
self.segmentationSelector.connect("currentNodeChanged(vtkMRMLNode*)", self.onSelect) | |
self.directionSelectorWidget.connect("currentIndexChanged(int)", self.onSelect) | |
# Add vertical spacer | |
self.layout.addStretch(1) | |
# Refresh Apply button state | |
self.onSelect() | |
def cleanup(self): | |
pass | |
def onSelect(self): | |
inputVoxelNode = self.inputSelector.currentNode() | |
if inputVoxelNode != None: | |
self.segmentationNode = self.segmentationSelector.currentNode() | |
self.direction = self.directionSelectorWidget.currentText | |
if self.direction == "Saggital": | |
self.numSlices = inputVoxelNode.GetImageData().GetDimensions()[0] | |
if self.direction == "Coronal": | |
self.numSlices = inputVoxelNode.GetImageData().GetDimensions()[1] | |
if self.direction == "Axial": | |
self.numSlices = inputVoxelNode.GetImageData().GetDimensions()[2] | |
def onApplyButton(self): | |
logic = SliceAreaPlotLogic() | |
logic.run(self.numSlices, self.segmentationNode, self.direction) | |
# | |
# SliceAreaPlotLogic | |
# | |
class SliceAreaPlotLogic(ScriptedLoadableModuleLogic): | |
"""This class should implement all the actual | |
computation done by your module. The interface | |
should be such that other python code can import | |
this class and make use of the functionality without | |
requiring an instance of the Widget. | |
Uses ScriptedLoadableModuleLogic base class, available at: | |
https://github.com/Slicer/Slicer/blob/master/Base/Python/slicer/ScriptedLoadableModule.py | |
""" | |
def hasImageData(self,volumeNode): | |
"""This is an example logic method that | |
returns true if the passed in volume | |
node has valid image data | |
""" | |
if not volumeNode: | |
logging.debug('hasImageData failed: no volume node') | |
return False | |
if volumeNode.GetImageData() is None: | |
logging.debug('hasImageData failed: no image data in volume node') | |
return False | |
return True | |
def run(self, numSlices, segmentationNode, direction): | |
""" | |
Run the actual algorithm | |
""" | |
# Get visible segment ID list. | |
# Get segment ID list | |
visibleSegmentIds = vtk.vtkStringArray() | |
segmentationNode.GetDisplayNode().GetVisibleSegmentIDs(visibleSegmentIds) | |
if visibleSegmentIds.GetNumberOfValues() == 0: | |
logging.debug("SliceAreaPlot will not return any results: there are no visible segments") | |
# | |
# Make a table and set the first column as the slice number. This is used | |
# as the X axis for plots. | |
# | |
tableNode=slicer.mrmlScene.AddNewNodeByClass("vtkMRMLTableNode", "Segment quantification") | |
table = tableNode.GetTable() | |
sliceNumberArray = vtk.vtkFloatArray() | |
sliceNumberArray = vtk.vtkFloatArray() | |
sliceNumberArray.SetName("Slice number") | |
table.AddColumn(sliceNumberArray) | |
table.SetNumberOfRows(numSlices) | |
for i in range(numSlices): | |
table.SetValue(i, 0, i) | |
# Make a plot chart node. Plot series nodes will be added to this in the | |
# loop below that iterates over each segment. | |
plotChartNode = slicer.mrmlScene.AddNewNodeByClass("vtkMRMLPlotChartNode") | |
plotChartNode.SetTitle(direction + ' slice area') | |
plotChartNode.SetXAxisTitle('Slice') | |
plotChartNode.SetYAxisTitle('Area in mm^2') | |
# | |
# For each segment, get the area and put it in the table in a new column. | |
# | |
for segmentIndex in range(visibleSegmentIds.GetNumberOfValues()): | |
segmentID = visibleSegmentIds.GetValue(segmentIndex) | |
segmentName = segmentationNode.GetSegmentation().GetSegment(segmentID).GetName() | |
vimage = segmentationNode.GetBinaryLabelmapRepresentation(segmentID) | |
if direction == "Saggital": | |
firstSlice = vimage.GetExtent()[0] | |
lastSlice = vimage.GetExtent()[1] | |
if direction == "Coronal": | |
firstSlice = vimage.GetExtent()[2] | |
lastSlice = vimage.GetExtent()[3] | |
if direction == "Axial": | |
firstSlice = vimage.GetExtent()[4] | |
lastSlice = vimage.GetExtent()[5] | |
# Get segment as numpy array. This results in one big one-dimensional array, in order, of all | |
# voxel values. | |
narray = vtk.util.numpy_support.vtk_to_numpy(vimage.GetPointData().GetScalars()) | |
# | |
# Reshape the segment volume to have an array of slices. This resuls in a 2-dimensional | |
# array, where the first index is into each slice and the second index is basically | |
# a one-d array that contains all voxel data for that slice. | |
# | |
# The shape elements are as follows: | |
# (saggital, coronal, axial) | |
vshape = vimage.GetDimensions() | |
s = vshape[0] | |
c = vshape[1] | |
a = vshape[2] | |
# Make into 3D array. | |
narray_3D = narray.reshape((a, c, s)) | |
if direction == "Axial": | |
narrayBySlice = narray_3D.reshape([-1,s*c]) | |
if direction == "Coronal": | |
narrayBySlice = (narray_3D.swapaxes(0,1)).reshape(-1,s*a) | |
if direction == "Saggital": | |
narrayBySlice = (narray_3D.transpose()).reshape(-1,c*a) | |
# Count number of >0 voxels for each slice | |
narrayBySlicePositive = narrayBySlice[:]>0 | |
areaBySliceInVoxels = np.count_nonzero(narrayBySlicePositive, axis=1) | |
# Convert number of voxels to area in mm2 | |
areaOfPixelMm2 = vimage.GetSpacing()[0] * vimage.GetSpacing()[1] | |
areaBySliceInMm2 = areaBySliceInVoxels * areaOfPixelMm2 | |
# Insert number of empty slices into front of array and back of array so that | |
# array is whole extent of data | |
numFrontSlices = firstSlice | |
numBackSlices = numSlices - lastSlice | |
areaBySliceInMm2 = np.insert(areaBySliceInMm2, np.zeros(numFrontSlices,), 0) | |
areaBySliceInMm2 = np.append(areaBySliceInMm2, np.zeros(numBackSlices)) | |
# Convert back to a vtk array for insertion into the table. | |
vtk_data_array = vtk.util.numpy_support.numpy_to_vtk(areaBySliceInMm2) | |
vtk_data_array.SetName(segmentName) | |
tableNode.AddColumn(vtk_data_array) | |
# Make a plot series node for this column. | |
plotSeriesNode = slicer.mrmlScene.AddNewNodeByClass("vtkMRMLPlotSeriesNode", segmentName) | |
plotSeriesNode.SetAndObserveTableNodeID(tableNode.GetID()) | |
plotSeriesNode.SetXColumnName("Slice number") | |
plotSeriesNode.SetYColumnName(segmentName) | |
plotSeriesNode.SetUniqueColor() | |
# Add this series to the plot chart node created above. | |
plotChartNode.AddAndObservePlotSeriesNodeID(plotSeriesNode.GetID()) | |
# | |
# Looping done - now all that's left to do is display it. | |
# | |
layoutManager = slicer.app.layoutManager() | |
layoutWithPlot = slicer.modules.plots.logic().GetLayoutWithPlot(layoutManager.layout) | |
layoutManager.setLayout(layoutWithPlot) | |
# Select chart in plot view | |
plotWidget = layoutManager.plotWidget(0) | |
plotViewNode = plotWidget.mrmlPlotViewNode() | |
plotViewNode.SetPlotChartNodeID(plotChartNode.GetID()) | |
return True | |
class SliceAreaPlotTest(ScriptedLoadableModuleTest): | |
""" | |
This is the test case for your scripted module. | |
Uses ScriptedLoadableModuleTest base class, available at: | |
https://github.com/Slicer/Slicer/blob/master/Base/Python/slicer/ScriptedLoadableModule.py | |
""" | |
def setUp(self): | |
""" Do whatever is needed to reset the state - typically a scene clear will be enough. | |
""" | |
slicer.mrmlScene.Clear(0) | |
def runTest(self): | |
"""Run as few or as many tests as needed here. | |
""" | |
self.setUp() | |
self.test_SliceAreaPlot1() | |
def test_SliceAreaPlot1(self): | |
""" Ideally you should have several levels of tests. At the lowest level | |
tests should exercise the functionality of the logic with different inputs | |
(both valid and invalid). At higher levels your tests should emulate the | |
way the user would interact with your code and confirm that it still works | |
the way you intended. | |
One of the most important features of the tests is that it should alert other | |
developers when their changes will have an impact on the behavior of your | |
module. For example, if a developer removes a feature that you depend on, | |
your test should break so they know that the feature is needed. | |
""" | |
self.delayDisplay("Starting the test") | |
# | |
# first, get some data | |
# | |
import urllib | |
downloads = ( | |
('http://slicer.kitware.com/midas3/download?items=5767', 'FA.nrrd', slicer.util.loadVolume), | |
) | |
for url,name,loader in downloads: | |
filePath = slicer.app.temporaryPath + '/' + name | |
if not os.path.exists(filePath) or os.stat(filePath).st_size == 0: | |
logging.info('Requesting download %s from %s...\n' % (name, url)) | |
urllib.urlretrieve(url, filePath) | |
if loader: | |
logging.info('Loading %s...' % (name,)) | |
loader(filePath) | |
self.delayDisplay('Finished with download and loading') | |
volumeNode = slicer.util.getNode(pattern="FA") | |
logic = SliceAreaPlotLogic() | |
self.assertIsNotNone( logic.hasImageData(volumeNode) ) | |
self.delayDisplay('Test passed!') |
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Yes, sure. The simplest is to resample the segmentation and volume at a grid that is aligned with the desired axis. If you have further questions, please post to discourse.slicer.org.