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DepthNetworkTracking.py
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# -*- coding: utf-8 -*-
from __main__ import vtk, qt, ctk, slicer
from slicer.ScriptedLoadableModule import *
import os
import sys
import json
import math
import imageio
import numpy as np
from subprocess import check_output
import bpy #Requires moving the /2.7.9 directory to where the slicer python exe is in order to properly install
prot_no = 0
class DepthNetworkTracking:
def __init__(self, parent):
parent.title = "Depth Network Tracking"
parent.categories = ["Utilities"]
parent.contributors = ["Franklin King"]
parent.helpText = """
Depth Network Tracking
"""
parent.acknowledgementText = """
"""
#icon
self.parent = parent
class DepthNetworkTrackingWidget:
def __init__(self, parent=None):
if not parent:
self.parent = slicer.qMRMLWidget()
self.parent.setLayout(qt.QVBoxLayout())
self.parent.setMRMLScene(slicer.mrmlScene)
else:
self.parent = parent
self.layout = self.parent.layout()
if not parent:
self.setup()
self.parent.show()
self.RGB_Paths = []
self.Depth_Paths = []
self.counter = 0
self.surfaceRegistration = slicer.modules.surfaceregistration.widgetRepresentation().self()
def setup(self):
self.imagesDirectory = "D:/w/data/DepthNetworkData/5/"
self.initializeButton = qt.QPushButton("Initialize")
self.initializeButton.clicked.connect(self.Initialize)
self.layout.addWidget(self.initializeButton)
imagesCollapseButton = ctk.ctkCollapsibleButton()
imagesCollapseButton.text = "Images"
self.layout.addWidget(imagesCollapseButton)
imagesLayout = qt.QHBoxLayout(imagesCollapseButton)
self.depthMapImageView = qt.QLabel()
self.RGBImageView = qt.QLabel()
self.depthMapImageView.resize(200, 200)
self.RGBImageView.resize(200, 200)
imagesLayout.addWidget(self.depthMapImageView)
imagesLayout.addWidget(self.RGBImageView)
self.RGBImageView.setSizePolicy(qt.QSizePolicy.MinimumExpanding, qt.QSizePolicy.MinimumExpanding)
self.depthMapImageView.setSizePolicy(qt.QSizePolicy.MinimumExpanding, qt.QSizePolicy.MinimumExpanding)
self.imageNumber = qt.QLabel("-")
self.layout.addWidget(self.imageNumber)
controlsWidget = qt.QWidget()
self.layout.addWidget(controlsWidget)
forwardsBackwardsLayout = qt.QHBoxLayout(controlsWidget)
self.backwardsButton = qt.QPushButton("<")
self.backwardsButton.clicked.connect(self.Backwards)
forwardsBackwardsLayout.addWidget(self.backwardsButton)
self.forwardsButton = qt.QPushButton(">")
self.forwardsButton.clicked.connect(self.Forwards)
forwardsBackwardsLayout.addWidget(self.forwardsButton)
self.focalLengthBox = ctk.ctkDoubleSpinBox()
self.focalLengthBox.maximum = 100000.0
self.focalLengthBox.minimum = 0.0
self.focalLengthBox.setValue(200.0)
self.layout.addWidget(self.focalLengthBox)
self.depthDividerBox = ctk.ctkDoubleSpinBox()
self.depthDividerBox.setValue(2.5)
self.depthDividerBox.maximum = 100000.0
self.depthDividerBox.minimum = 0.0
self.layout.addWidget(self.depthDividerBox)
self.pointCloudButton = qt.QPushButton("Create and render point cloud")
self.pointCloudButton.clicked.connect(self.OnConvertToPointCloud)
self.layout.addWidget(self.pointCloudButton)
inputsWidget = qt.QWidget()
self.layout.addWidget(inputsWidget)
inputsLayout = qt.QFormLayout(inputsWidget)
self.baseModelSelector = slicer.qMRMLNodeComboBox()
self.baseModelSelector.nodeTypes = ( ("vtkMRMLModelNode"), "" )
self.baseModelSelector.selectNodeUponCreation = False
self.baseModelSelector.addEnabled = False
self.baseModelSelector.removeEnabled = True
self.baseModelSelector.renameEnabled = True
self.baseModelSelector.noneEnabled = False
self.baseModelSelector.showHidden = False
self.baseModelSelector.showChildNodeTypes = False
self.baseModelSelector.setMRMLScene(slicer.mrmlScene)
inputsLayout.addRow("Base Model: ", self.baseModelSelector)
self.pointCloudSelector = slicer.qMRMLNodeComboBox()
self.pointCloudSelector.nodeTypes = ( ("vtkMRMLModelNode"), "" )
self.pointCloudSelector.selectNodeUponCreation = True
self.pointCloudSelector.addEnabled = True
self.pointCloudSelector.removeEnabled = True
self.pointCloudSelector.renameEnabled = True
self.pointCloudSelector.noneEnabled = False
self.pointCloudSelector.showHidden = False
self.pointCloudSelector.showChildNodeTypes = False
self.pointCloudSelector.setMRMLScene(slicer.mrmlScene)
inputsLayout.addRow("Point Cloud Model: ", self.pointCloudSelector)
self.booleanModelSelector = slicer.qMRMLNodeComboBox()
self.booleanModelSelector.nodeTypes = ( ("vtkMRMLModelNode"), "" )
self.booleanModelSelector.selectNodeUponCreation = True
self.booleanModelSelector.addEnabled = True
self.booleanModelSelector.removeEnabled = True
self.booleanModelSelector.renameEnabled = True
self.booleanModelSelector.noneEnabled = False
self.booleanModelSelector.showHidden = False
self.booleanModelSelector.showChildNodeTypes = False
self.booleanModelSelector.setMRMLScene(slicer.mrmlScene)
inputsLayout.addRow("Boolean Model: ", self.booleanModelSelector)
self.transientModelSelector = slicer.qMRMLNodeComboBox()
self.transientModelSelector.nodeTypes = ( ("vtkMRMLModelNode"), "" )
self.transientModelSelector.selectNodeUponCreation = True
self.transientModelSelector.addEnabled = True
self.transientModelSelector.removeEnabled = True
self.transientModelSelector.renameEnabled = True
self.transientModelSelector.noneEnabled = False
self.transientModelSelector.showHidden = False
self.transientModelSelector.showChildNodeTypes = False
self.transientModelSelector.setMRMLScene(slicer.mrmlScene)
inputsLayout.addRow("Transient Model: ", self.transientModelSelector)
self.transientTransformSelector = slicer.qMRMLNodeComboBox()
self.transientTransformSelector.nodeTypes = ( ("vtkMRMLLinearTransformNode"), "" )
self.transientTransformSelector.selectNodeUponCreation = True
self.transientTransformSelector.addEnabled = True
self.transientTransformSelector.removeEnabled = True
self.transientTransformSelector.renameEnabled = True
self.transientTransformSelector.noneEnabled = False
self.transientTransformSelector.showHidden = False
self.transientTransformSelector.showChildNodeTypes = False
self.transientTransformSelector.setMRMLScene(slicer.mrmlScene)
inputsLayout.addRow("Transient Transform Node: ", self.transientTransformSelector)
self.transformSelector = slicer.qMRMLNodeComboBox()
self.transformSelector.nodeTypes = ( ("vtkMRMLLinearTransformNode"), "" )
self.transformSelector.selectNodeUponCreation = True
self.transformSelector.addEnabled = True
self.transformSelector.removeEnabled = True
self.transformSelector.renameEnabled = True
self.transformSelector.noneEnabled = False
self.transformSelector.showHidden = False
self.transformSelector.showChildNodeTypes = False
self.transformSelector.setMRMLScene(slicer.mrmlScene)
inputsLayout.addRow("Transform Node: ", self.transformSelector)
self.iterationsSpinBox = qt.QSpinBox()
self.iterationsSpinBox.setMaximum(50000)
self.iterationsSpinBox.setMinimum(100)
self.iterationsSpinBox.value = 1000
inputsLayout.addRow("Iterations: ", self.iterationsSpinBox)
self.landmarksSpinBox = qt.QSpinBox()
self.landmarksSpinBox.setMaximum(50000)
self.landmarksSpinBox.setMinimum(100)
self.landmarksSpinBox.value = 1000
inputsLayout.addRow("Landmarks: ", self.landmarksSpinBox)
self.booleanCheckBox = qt.QCheckBox()
self.booleanCheckBox.setChecked(False)
inputsLayout.addRow("Use boolean: ", self.booleanCheckBox)
self.registerButton = qt.QPushButton("Create, render, and register point cloud")
self.registerButton.clicked.connect(self.OnRegister)
self.layout.addWidget(self.registerButton)
spacer = qt.QSpacerItem(1, 14, qt.QSizePolicy.Expanding, qt.QSizePolicy.Expanding)
#self.layout.addItem(spacer)
def Initialize(self):
self.RGB_Paths = []
self.Depth_Paths = []
self.counter = 0
for r,d,f in os.walk(self.imagesDirectory):
for file in f:
if file.startswith('brdf'):
self.RGB_Paths.append(os.path.join(r,file))
if file.startswith('depth'):
self.Depth_Paths.append(os.path.join(r,file))
self.UpdateImages()
def Backwards(self):
if (self.counter > 0):
self.counter = self.counter-1
self.UpdateImages()
def Forwards(self):
self.counter = self.counter+1
self.UpdateImages()
self.OnRegister()
def OnConvertToPointCloud(self):
pointCloudNode = self.DepthMapToPointCloud(self.Depth_Paths[self.counter], self.RGB_Paths[self.counter])
# Permanently apply the transform to the point cloud first so that the ICP registration doesn't fall into a local minimum/maximum
pointCloudNode.SetAndObserveTransformNodeID(self.transformSelector.currentNodeID)
pointCloudNode.HardenTransform()
def UpdateImages(self):
pixmap = qt.QPixmap(self.RGB_Paths[self.counter])
self.RGBImageView.setPixmap(pixmap.scaled(self.RGBImageView.size))
pixmap = qt.QPixmap(self.Depth_Paths[self.counter])
self.depthMapImageView.setPixmap(pixmap.scaled(self.depthMapImageView.size))
self.imageNumber.setText(str(self.counter))
def OnRegister(self):
self.OnConvertToPointCloud()
if self.booleanCheckBox.isChecked():
self.IntersectBaseModel()
self.RegisterToBaseModel()
def IntersectBaseModel(self):
transform = vtk.vtkTransform()
matrix = vtk.vtkMatrix4x4()
self.transformSelector.currentNode().GetMatrixTransformToParent(matrix)
transform.SetMatrix(matrix)
#transform.RotateX(-90.0)
# cylinder = vtk.vtkCylinderSource()
# cylinder.SetCenter(np.array([0.0, 0.0, 0.0]))
# cylinder.SetRadius(25)
# cylinder.SetHeight(60)
# cylinder.SetResolution(100)
# cylinder.Update()
originalCylinder_path = os.path.dirname(os.path.realpath(__file__)) + "\\Models\\OriginalCylinder.stl"
originalCylinderModelNode = slicer.util.loadModel(originalCylinder_path)
transformFilter = vtk.vtkTransformPolyDataFilter()
transformFilter.SetInputData(originalCylinderModelNode.GetPolyData())
transformFilter.SetTransform(transform)
transformFilter.ReleaseDataFlagOn()
transformFilter.Update()
modelNode = self.booleanModelSelector.currentNode()
modelNode.SetAndObservePolyData(transformFilter.GetOutput())
modelDisplayNode = modelNode.GetModelDisplayNode()
if modelDisplayNode is None:
modelDisplayNode = slicer.vtkMRMLModelDisplayNode()
modelDisplayNode.SetScene(slicer.mrmlScene)
slicer.mrmlScene.AddNode(modelDisplayNode)
modelNode.SetAndObserveDisplayNodeID(modelDisplayNode.GetID())
modelDisplayNode.SetOpacity(0.2)
modelDisplayNode.SetColor(0,1,0)
modelNode2 = self.transientModelSelector.currentNode()
modelDisplayNode2 = self.transientModelSelector.currentNode().GetModelDisplayNode()
if modelDisplayNode2 is None:
modelDisplayNode2 = slicer.vtkMRMLModelDisplayNode()
modelDisplayNode2.SetScene(slicer.mrmlScene)
slicer.mrmlScene.AddNode(modelDisplayNode2)
modelNode2.SetAndObserveDisplayNodeID(modelDisplayNode2.GetID())
modelDisplayNode2.SetOpacity(1.0)
modelDisplayNode2.SetColor(0,1,0)
cylinder_path = os.path.dirname(os.path.realpath(__file__)) + "\\Models\\cylinder.stl"
slicer.util.saveNode(modelNode, cylinder_path)
slicer.mrmlScene.RemoveNode(originalCylinderModelNode)
self.blenderBoolean()
def blenderBoolean(self):
bpy.ops.wm.read_factory_settings()
for scene in bpy.data.scenes:
for obj in scene.objects:
scene.objects.unlink(obj)
# only worry about data in the startup scene
for bpy_data_iter in (bpy.data.objects, bpy.data.meshes, bpy.data.lamps, bpy.data.cameras):
for id_data in bpy_data_iter:
bpy_data_iter.remove(id_data)
dir_path = os.path.dirname(os.path.realpath(__file__)) + "\\Models\\"
#dir_path = "D:\\w\\s\\DepthNetworkTracking\\Model\\"
airwayPath = dir_path + "airwayNoWall.stl"
cylinderPath = dir_path + "cylinder.stl"
bpy.ops.import_mesh.stl(filepath=airwayPath)
bpy.ops.import_mesh.stl(filepath=cylinderPath)
objects = bpy.data.objects
airwayNoWall = objects['airwayNoWall']
cylinder = objects['Cylinder']
airwayBoolean = airwayNoWall.modifiers.new(type="BOOLEAN", name="bool_7")
airwayBoolean.object = cylinder
airwayBoolean.operation = 'INTERSECT'
cylinder.hide = True
bpy.context.scene.objects.active = bpy.data.objects['airwayNoWall']
bpy.ops.object.modifier_apply(apply_as='DATA', modifier=airwayBoolean.name)
airwayNoWall.select = False
cylinder.select = True
bpy.ops.object.delete()
airwayNoWall.select = True
airwayIsolatedPath = dir_path + "airwayIsolated.stl"
bpy.ops.export_mesh.stl(filepath=airwayIsolatedPath)
outputModelPath = dir_path + "airwayIsolated.STL"
outputModelNode = slicer.util.loadModel(outputModelPath)
modelNode2 = self.transientModelSelector.currentNode()
modelDisplayNode2 = self.transientModelSelector.currentNode().GetModelDisplayNode()
if modelDisplayNode2 is None:
modelDisplayNode2 = slicer.vtkMRMLModelDisplayNode()
modelDisplayNode2.SetScene(slicer.mrmlScene)
slicer.mrmlScene.AddNode(modelDisplayNode2)
modelNode2.SetAndObserveDisplayNodeID(modelDisplayNode2.GetID())
modelDisplayNode2.SetOpacity(0.7)
modelDisplayNode2.SetColor(0,1,0)
modelNode2.SetAndObservePolyData(outputModelNode.GetPolyData())
slicer.mrmlScene.RemoveNode(outputModelNode)
def RegisterToBaseModel(self):
# ICP Registration
if self.booleanCheckBox.isChecked():
self.surfaceRegistration.inputFixedModelSelector.currentNodeID = self.transientModelSelector.currentNodeID
else:
self.surfaceRegistration.inputFixedModelSelector.currentNodeID = self.baseModelSelector.currentNodeID
self.surfaceRegistration.inputMovingModelSelector.currentNodeID = self.pointCloudSelector.currentNodeID
self.surfaceRegistration.outputTransformSelector.currentNodeID = self.transientTransformSelector.currentNodeID
#self.surfaceRegistration.landmarkTransformTypeButtonsSimilarity.checked = True
self.surfaceRegistration.numberOfIterations.setValue(self.iterationsSpinBox.value)
self.surfaceRegistration.numberOfLandmarks.setValue(self.landmarksSpinBox.value)
self.surfaceRegistration.onComputeButton()
# Add transient transform to total transform
transientMatrix = vtk.vtkMatrix4x4()
matrix = vtk.vtkMatrix4x4()
resultMatrix = vtk.vtkMatrix4x4()
self.transformSelector.currentNode().GetMatrixTransformToParent(matrix)
self.transientTransformSelector.currentNode().GetMatrixTransformToParent(transientMatrix)
vtk.vtkMatrix4x4.Multiply4x4(transientMatrix, matrix, resultMatrix)
self.transformSelector.currentNode().SetMatrixTransformToParent(resultMatrix)
def DepthMapToPointCloud(self, depthmapFilename, rgbFilename):
# Create point cloud
depthImage = imageio.imread(depthmapFilename)
rgbImage = imageio.imread(rgbFilename)
height = len(depthImage)
width = len(depthImage[0])
minimumDepth = np.amin(depthImage)
maximumDepth = np.amax(depthImage)
print(maximumDepth)
points = vtk.vtkPoints()
fx_d = self.focalLengthBox.value
fy_d = self.focalLengthBox.value
for u in range(height):
for v in range(width):
vflipped = width - (v + 1)
z = depthImage[u][vflipped]
z = z[0] / self.depthDividerBox.value
if z < 60:
#if True:
points.InsertNextPoint(np.array([z * (u - (height/2)) / fx_d, z * (v - (width/2)) / fy_d, z]))
# Create junk polygons so that Slicer can actually display the point cloud
polydata = vtk.vtkPolyData()
polydata.SetPoints(points)
poly = vtk.vtkPolygon()
poly.GetPointIds().SetNumberOfIds(points.GetNumberOfPoints())
for n in range(points.GetNumberOfPoints()):
poly.GetPointIds().SetId(n, n)
polys = vtk.vtkCellArray()
polys.InsertNextCell(poly)
polydata.SetPolys(polys)
# Display the point cloud
modelNode = self.pointCloudSelector.currentNode()
modelNode.SetAndObservePolyData(polydata)
modelDisplayNode = modelNode.GetModelDisplayNode()
if modelDisplayNode is None:
modelDisplayNode = slicer.vtkMRMLModelDisplayNode()
modelDisplayNode.SetScene(slicer.mrmlScene)
slicer.mrmlScene.AddNode(modelDisplayNode)
modelNode.SetAndObserveDisplayNodeID(modelDisplayNode.GetID())
modelDisplayNode.SetRepresentation(modelDisplayNode.PointsRepresentation)
modelDisplayNode.SetPointSize(4)
modelDisplayNode.SetOpacity(0.2)
modelDisplayNode.SetColor(1,0,0)
return modelNode
def polydataBoolean(self, polyData1, polyData2, operation, triangleFilter=False, loop=False, clean=True):
# Subtract/add polyData2 from polyData1
if (not polyData1) or (not polyData2):
return polyData1
booleanFilter = vtk.vtkBooleanOperationPolyDataFilter()
if loop:
booleanFilter = vtk.vtkLoopBooleanPolyDataFilter()
if operation=="difference" or operation=="subtract":
booleanFilter.SetOperationToDifference()
elif operation=="union" or operation=="addition":
booleanFilter.SetOperationToUnion()
elif operation=="intersection":
booleanFilter.SetOperationToIntersection()
else:
return None
if triangleFilter:
triangleFilter1 = vtk.vtkTriangleFilter()
triangleFilter1.SetInputData(polyData1)
triangleFilter1.Update()
triangleFilter2 = vtk.vtkTriangleFilter()
triangleFilter2.SetInputData(polyData2)
triangleFilter2.Update()
booleanFilter.SetInputData(0, triangleFilter1.GetOutput())
booleanFilter.SetInputData(1, triangleFilter2.GetOutput())
else:
booleanFilter.SetInputData(0, polyData1)
booleanFilter.SetInputData(1, polyData2)
booleanFilter.Update()
if clean:
cleanFilter = vtk.vtkCleanPolyData()
cleanFilter.SetInputData(booleanFilter.GetOutput())
cleanFilter.PointMergingOn()
cleanFilter.Update()
print("blah")
return cleanFilter.GetOutput()
else:
return booleanFilter.GetOutput()