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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Image processing and visualisation with ITK\n",
"See also: https://itkpythonpackage.readthedocs.io/en/master/Quick_start_guide.html"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Image (00000197BA0AC6A0)\n",
" RTTI typeinfo: class itk::Image<unsigned short,3>\n",
" Reference Count: 1\n",
" Modified Time: 1876\n",
" Debug: Off\n",
" Object Name: \n",
" Observers: \n",
" none\n",
" Source: (none)\n",
" Source output name: (none)\n",
" Release Data: Off\n",
" Data Released: False\n",
" Global Release Data: Off\n",
" PipelineMTime: 1696\n",
" UpdateMTime: 1875\n",
" RealTimeStamp: 0 seconds \n",
" LargestPossibleRegion: \n",
" Dimension: 3\n",
" Index: [0, 0, 0]\n",
" Size: [320, 320, 1]\n",
" BufferedRegion: \n",
" Dimension: 3\n",
" Index: [0, 0, 0]\n",
" Size: [320, 320, 1]\n",
" RequestedRegion: \n",
" Dimension: 3\n",
" Index: [0, 0, 0]\n",
" Size: [320, 320, 1]\n",
" Spacing: [0.8, 0.8, 1]\n",
" Origin: [-11.4109, -161.953, 94.0347]\n",
" Direction: \n",
"0.00355345 -0.00139277 -0.999993\n",
"0.999994 4.91838e-06 0.00355344\n",
"-3.08042e-08 -0.999999 0.00139278\n",
"\n",
" IndexToPointMatrix: \n",
"0.00284276 -0.00111422 -0.999993\n",
"0.799995 3.9347e-06 0.00355344\n",
"-2.46434e-08 -0.799999 0.00139278\n",
"\n",
" PointToIndexMatrix: \n",
"0.00444181 1.24999 -3.85053e-08\n",
"-0.00174097 6.14797e-06 -1.25\n",
"-0.999993 0.00355344 0.00139278\n",
"\n",
" Inverse Direction: \n",
"0.00355345 0.999994 -3.08042e-08\n",
"-0.00139277 4.91838e-06 -0.999999\n",
"-0.999993 0.00355344 0.00139278\n",
"\n",
" PixelContainer: \n",
" ImportImageContainer (00000197B208C3F0)\n",
" RTTI typeinfo: class itk::ImportImageContainer<unsigned __int64,unsigned short>\n",
" Reference Count: 1\n",
" Modified Time: 1872\n",
" Debug: Off\n",
" Object Name: \n",
" Observers: \n",
" none\n",
" Pointer: 00000197BA289FE0\n",
" Container manages memory: true\n",
" Size: 102400\n",
" Capacity: 102400\n",
"\n"
]
}
],
"source": [
"import itk\n",
"\n",
"input_filename = \"data/MR.1.3.12.2.1107.5.2.30.25846.2010011407363577697806739.dcm\"\n",
"\n",
"image = itk.imread(input_filename)\n",
"\n",
"print(image)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"itkVectorD3 ([0.8, 0.8, 1])\n"
]
}
],
"source": [
"print(image.GetSpacing())"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.80000001192093\n"
]
}
],
"source": [
"voxel_size_z = image.GetSpacing()[0]\n",
"\n",
"print(voxel_size_z)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# applying a filter to an image\n",
"median_filtered = itk.median_image_filter(image, radius=2)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Mixing ITK with numpy and matplotlib: e.g. for visualisation\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# convert itk image to a numpy array\n",
"np_view = itk.array_view_from_image(median_filtered)\n",
"\n",
"# show the image using matplotlib\n",
"plt.imshow(np_view[0])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}