{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Image Processing using SimpleITK" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Clear scene and load sample data set using SimpleITK" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import SimpleITK as sitk\n", "import sitkUtils as su\n", "\n", "# Clear scene\n", "slicer.mrmlScene.Clear(False)\n", "\n", "# Load 3D image using SimpleITK\n", "reader = sitk.ImageFileReader()\n", "reader.SetFileName(\"data/MRBrainTumor1.nrrd\")\n", "image = reader.Execute()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Display SimpleITK image" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "<__main__.displayViews object at 0x7efc545769e8>" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "volumeNode = su.PushVolumeToSlicer(image)\n", "\n", "# Prevent automatic brightness/contrast update to make the processed images easier to compare\n", "volumeNode.GetDisplayNode().SetAutoWindowLevel(False)\n", "\n", "# Set up view layout\n", "slicer.app.layoutManager().setLayout(slicer.vtkMRMLLayoutNode.SlicerLayoutFourUpView)\n", "# Set up slice views\n", "slicer.util.setSliceViewerLayers(background=volumeNode, fit=True)\n", "# Set up volume rendering\n", "displayNode = slicer.modules.volumerendering.logic().CreateDefaultVolumeRenderingNodes(volumeNode)\n", "displayNode.GetVolumePropertyNode().Copy(slicer.modules.volumerendering.logic().GetPresetByName('MR-Default'))\n", "slicer.util.resetThreeDViews()\n", "\n", "# Display views\n", "slicer.nb.displayViews()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Process image and show results" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "<__main__.displayViews object at 0x7efc54576198>" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "blurFilter = sitk.SmoothingRecursiveGaussianImageFilter()\n", "blurFilter.SetSigma(3.0)\n", "blurredImage = blurFilter.Execute(image)\n", "\n", "su.PushVolumeToSlicer(blurredImage, targetNode=volumeNode)\n", "slicer.nb.displayViews()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Process the image using another filter and show results" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "<__main__.displayViews object at 0x7efc54576160>" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "blurFilter2 = sitk.CurvatureFlowImageFilter()\n", "blurFilter2.SetNumberOfIterations( 5 )\n", "blurFilter2.SetTimeStep( 0.15 )\n", "blurredImage2 = blurFilter2.Execute( image )\n", "\n", "su.PushVolumeToSlicer(blurredImage2, targetNode=volumeNode)\n", "slicer.nb.displayViews()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Run this example in your browser using Binder: [![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/Slicer/SlicerNotebooks/master?filepath=02_Image_Processing_using_SimpleITK.ipynb)" ] } ], "metadata": { "kernelspec": { "display_name": "Slicer 4.11", "language": "python", "name": "slicer-4.11" }, "language_info": { "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "version": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }