{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# ITK image grid: image's spatial metadata" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Install notebook dependencies\n", "import sys\n", "\n", "#!{sys.executable} -m pip install itk\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Import notebook dependencies\n", "import os\n", "import requests\n", "import shutil\n", "\n", "import itk\n", "import matplotlib.pyplot as plt\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data/DzZ_T1.mha already exists.\n", "data/mri3D_2.mha already exists.\n", "data/brainweb165a10f17Rot10Tx15.mha already exists.\n", "data/C0004255.mha already exists.\n" ] } ], "source": [ "# Retrieve hosted sample data from data.kitware.com\n", "files_and_hashes = (\n", " (\n", " \"data/DzZ_T1.mha\",\n", " \"039183ec990bb687e9e8f44ea3b1aebd8cd3444962d69e4e21c44975fb6e57801de12582cc723a8482108b6efd2214de3e9cb0d412bae0c80eafdcde95ae2bf4\",\n", " ),\n", " (\n", " \"data/mri3D_2.mha\",\n", " \"d2072454d9ba4af9ef7a310baf2b1b162c353cfc8f9425f6a928a150d4ba056e1d609c82fb752473a584fa40f7d89ed75dba2c94eeace72b0d85e5d5ced76dc1\",\n", " ),\n", " (\n", " \"data/brainweb165a10f17Rot10Tx15.mha\",\n", " \"61dc94a5213fce670178b38d92b70e45390db3838014a8e2aa5b3dab8c91aee45bffb5c291bb54a2a0eb292ae0754a2e9aa15fdd17c58fd28860e6e51504f17b\",\n", " ),\n", " (\n", " \"data/C0004255.mha\",\n", " \"fbc4c22e174df8039783728b7c84f6239c7bba0425b9c3f4c594aaefa0087423202d0616017a1314e4455b4c433077f40cfd1cd0f024aae5310eba45f8554718\",\n", " ),\n", ")\n", "\n", "os.makedirs(\"data\", exist_ok=True)\n", "\n", "for idx in range(len(files_and_hashes)):\n", " if os.path.exists(files_and_hashes[idx][0]):\n", " print(f\"{files_and_hashes[idx][0]} already exists.\")\n", " else:\n", " download_url = f\"https://data.kitware.com/api/v1/file/hashsum/sha512/{files_and_hashes[idx][1]}/download\"\n", " print(f\"Downloading {download_url} into {files_and_hashes[idx][0]}\")\n", " response = requests.get(download_url, stream=True)\n", " with open(files_and_hashes[idx][0], \"wb\") as fp:\n", " response.raw.decode_content = True\n", " shutil.copyfileobj(response.raw, fp)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Origin and spacing\n", "\n", "![Origin and Spacing](images/origin_spacing.svg \"Origin and Spacing\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dimension: 3\n", "Spacing: itkVectorD3 ([0.683594, 0.683594, 4.4])\n", "Origin: itkPointD3 ([26.107, -141.741, 231.561])\n", "Size: itkSize3 ([512, 512, 12])\n", "Region index: itkIndex3 ([0, 0, 0])\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Load image, show its basic metadata and plot a slice\n", "image = itk.imread(files_and_hashes[0][0])\n", "image2D = itk.imread(files_and_hashes[1][0])\n", "\n", "print(f\"Dimension: {image.GetImageDimension()}\")\n", "print(f\"Spacing: {image.GetSpacing()}\")\n", "print(f\"Origin: {image.GetOrigin()}\")\n", "size = image.GetLargestPossibleRegion().GetSize()\n", "print(f\"Size: {size}\")\n", "print(f\"Region index: {image.GetLargestPossibleRegion().GetIndex()}\")\n", "\n", "z_slice = int(size[2] / 2)\n", "# ITK uses [i, j, k] indexing convention, which normally corrsponds to (x, y, z)\n", "# matplotlib uses numpy indexing convention [k, j, i], which is reverse from ITK\n", "plt.imshow(image[z_slice, :, :], aspect=\"equal\")\n", "plt.title(f\"Mid-axial cross-section (slice {z_slice})\")\n", "plt.show()\n", "\n", "# Some image metadata can be accessed in dictionary-like fashion\n", "# This form is in numpy-friendly KJI order\n", "print(f\"spacing: {image['spacing']}\")\n", "\n", "# We can also access general metadata, which is not necessarily related to spatial properties\n", "print(image.GetMetaDataDictionary()) # Richness of metadata depends on file format\n", "\n", "# When dealing with 2D images, we can plot them directly\n", "plt.imshow(image2D)\n", "plt.title(\"2D image\")\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Image (0000020FBB61BE90)\n", " RTTI typeinfo: class itk::Image\n", " Reference Count: 1\n", " Modified Time: 449\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: 248\n", " UpdateMTime: 448\n", " RealTimeStamp: 0 seconds \n", " LargestPossibleRegion: \n", " Dimension: 3\n", " Index: [0, 0, 0]\n", " Size: [512, 512, 12]\n", " BufferedRegion: \n", " Dimension: 3\n", " Index: [0, 0, 0]\n", " Size: [512, 512, 12]\n", " RequestedRegion: \n", " Dimension: 3\n", " Index: [0, 0, 0]\n", " Size: [512, 512, 12]\n", " Spacing: [0.683594, 0.683594, 4.4]\n", " Origin: [26.107, -141.741, 231.561]\n", " Direction: \n", "0.00017793 0.00254092 -0.999997\n", "0.990241 -0.139368 -0.00017793\n", "-0.139368 -0.990237 -0.00254092\n", "\n", " IndexToPointMatrix: \n", "0.000121632 0.00173696 -4.39999\n", "0.676923 -0.0952711 -0.000782892\n", "-0.0952711 -0.67692 -0.01118\n", "\n", " PointToIndexMatrix: \n", "0.000260286 1.44858 -0.203875\n", "0.003717 -0.203875 -1.44858\n", "-0.227272 -4.04386e-05 -0.000577482\n", "\n", " Inverse Direction: \n", "0.00017793 0.990241 -0.139368\n", "0.00254092 -0.139368 -0.990237\n", "-0.999997 -0.00017793 -0.00254092\n", "\n", " PixelContainer: \n", " ImportImageContainer (0000020FBDD3C4E0)\n", " RTTI typeinfo: class itk::ImportImageContainer\n", " Reference Count: 1\n", " Modified Time: 445\n", " Debug: Off\n", " Object Name: \n", " Observers: \n", " none\n", " Pointer: 0000020FC1961040\n", " Container manages memory: true\n", " Size: 3145728\n", " Capacity: 3145728\n", "\n" ] } ], "source": [ "# Just using print gives us the most important metadata about the image\n", "# along some less important internal class variables\n", "print(image)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pixel indices\n", "\n", "![Image indices](images/indices.svg \"Indices\")\n", "\n", "Index to physical coordinate conversion, ignoring orientation:\n", "```\n", "P[0] = Index[0] x Spacing[0] + Origin[0]\n", "P[1] = Index[1] x Spacing[1] + Origin[1]\n", "```\n", "\n", "Physical to index coordinate conversion, ignoring orientation:\n", "```\n", "Index[0] = floor( ( P[0] - Origin[0] ) / Spacing[0] + 0.5 )\n", "Index[1] = floor( ( P[1] - Origin[1] ) / Spacing[1] + 0.5 )\n", "```" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Voxel itkIndex3 ([4, 7, 0]) has value: 0\n", "Voxel itkIndex3 ([4, 7, 0]) has spatial position: itkPointD3 ([26.1196, -139.7, 226.441])\n", "Voxel itkIndex3 ([170, 128, 6]) has value: 352\n", "Voxel itkIndex3 ([170, 128, 6]) has spatial position: itkPointD3 ([-0.0499128, -38.8635, 128.652])\n" ] } ], "source": [ "# Let's access some pixels!\n", "index = itk.Index[3]()\n", "index[0] = 4 # Fifth column\n", "index[1] = 7 # Eighth row\n", "index[2] = 0 # First slice\n", "\n", "value = image.GetPixel(index)\n", "p = image.TransformIndexToPhysicalPoint(index)\n", "print(f\"Voxel {index} has value: {value}\")\n", "print(f\"Voxel {index} has spatial position: {p}\")\n", "\n", "# Let's try one more\n", "index[0] = int(size[0] / 3)\n", "index[1] = int(size[1] / 4)\n", "index[2] = z_slice\n", "value = image.GetPixel(index)\n", "print(f\"Voxel {index} has value: {value}\")\n", "p = image.TransformIndexToPhysicalPoint(index)\n", "print(f\"Voxel {index} has spatial position: {p}\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Regions\n", "\n", "![Image region](images/region.svg \"Region\")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Extracting itkImageRegion3([170, 128, 6], [256, 256, 6])\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Let's extract a sub-region\n", "region = image.GetLargestPossibleRegion()\n", "region.SetIndex(index)\n", "\n", "subregion_size = itk.Size[image.GetImageDimension()]()\n", "for d in range(image.GetImageDimension()):\n", " subregion_size[d] = int(size[d] / 2)\n", "region.SetSize(subregion_size)\n", "print(f\"Extracting {region}\")\n", "\n", "sub_image = itk.region_of_interest_image_filter(image, region_of_interest=region)\n", "\n", "subregion_z_slice = int(subregion_size[2] / 2)\n", "plt.imshow(sub_image[subregion_z_slice, :, :], aspect=\"equal\")\n", "plt.title(f\"Mid-axial cross-section (slice {subregion_z_slice})\")\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Orientation via axes directions\n", "\n", "![Image orientation](images/direction.svg \"Direction\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "image3 orientation (axes vectors): itkMatrixD33 ([[1.0, 0.0, 0.0], [0.0, 1.0, 0.0], [0.0, 0.0, 1.0]])\n", "\n", "image orientation (axes vectors): itkMatrixD33 ([[0.0001779299369092507, 0.0025409210012914763, -0.9999967560295555], [0.9902406488785104, -0.1393680549202613, -0.00017792995659020848], [-0.13936795058263612, -0.9902373902192385, -0.002540919380088758]])\n" ] } ], "source": [ "# ITK uses the same coordinate system as DICOM\n", "# If direction is an identity matrix:\n", "\n", "# X axis goes from Right to Left\n", "# Y axis goes from Anterior to Posterior\n", "# Z axis goes from Inferior to Superior\n", "\n", "# This is called RAI in ITK and LPS in DICOM,\n", "# based on the initial letters of origin (ITK)\n", "# or positive direction of axes (DICOM).\n", "\n", "# image3 has identity (orthogonal) orientation in ITK's coordinate system\n", "image3 = itk.imread(files_and_hashes[2][0])\n", "print(f\"image3 orientation (axes vectors): {image3.GetDirection()}\\n\")\n", "\n", "# image has non-identity orientation with permutations and inversions\n", "print(f\"image orientation (axes vectors): {image.GetDirection()}\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Original and sub-sampling grid\n", "\n", "![Original and sub-sampling grid](images/subsampling1.svg \"Original and sub-sampling grid\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sub-sampling grid\n", "\n", "![Sub-sampling grid](images/subsampling2.svg \"Sub-sampling grid\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "This image has the same physical extent as the one produced by sub-region.\n", "But it has twice lower resolution (spacing twice bigger, half as many pixels).\n" ] } ], "source": [ "# Let's down-sample an image.\n", "# We will target the same sub-region as before\n", "\n", "subsample_size = itk.Size[image.GetImageDimension()]()\n", "spacing = image.GetSpacing()\n", "subsample_spacing = type(spacing)() # make a new variable of correct type\n", "# subsample_spacing = itk.Vector[itk.D, image.GetImageDimension()]()\n", "for d in range(image.GetImageDimension()):\n", " subsample_size[d] = int(size[d] / 4)\n", " subsample_spacing[d] = spacing[d] * 2\n", "\n", "downsampled = itk.resample_image_filter(\n", " image,\n", " # identity transform by default\n", " # linear interpolator by default (nearest neighbor is for label images)\n", " size=subsample_size,\n", " output_spacing=subsample_spacing,\n", " output_origin=p,\n", " output_direction=image.GetDirection(),\n", ")\n", "\n", "subsample_z_slice = int(subsample_size[2] / 2)\n", "plt.imshow(downsampled[subsample_z_slice, :, :], aspect=\"equal\")\n", "plt.title(f\"Mid-axial cross-section (slice {subsample_z_slice})\")\n", "plt.show()\n", "\n", "print(\"This image has the same physical extent as the one produced by sub-region.\")\n", "print(\"But it has twice lower resolution (spacing twice bigger, half as many pixels).\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Coordinate System Conversions\n", "\n", "![ITK Registration Transforms](images/registration_transforms.svg \"Registration Transforms\")\n", "\n", "Images should be correlated via their physical coordinates. This is especially important for registration.\n", "\n", "**Note:** the static content here was taken from [Registration: Spatial Image Definitions](https://docs.google.com/presentation/d/1Mo_yHmJ7Uai2DKAO2VTyAm56V9KdI-Wx5xVgc9gljmQ/edit)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "This image has the same physical extent as the one produced by sub-region.\n" ] } ], "source": [ "# Exercise: let's up-sample an image.\n", "# Aim: get the same sub-region as before\n", "\n", "upsample_size = itk.Size[image.GetImageDimension()]()\n", "spacing = image.GetSpacing()\n", "upsample_spacing = type(spacing)() # make a new variable of correct type\n", "for d in range(image.GetImageDimension()):\n", " upsample_size[d] = task_is_to_put_what_goes_here\n", " upsample_spacing[d] = task_is_to_put_what_goes_here\n", "\n", "upsampled = itk.resample_image_filter(\n", " image,\n", " # identity transform by default\n", " # linear interpolator by default (nearest neighbor is for label images)\n", " size=upsample_size,\n", " output_spacing=upsample_spacing,\n", " output_origin=p,\n", " output_direction=image.GetDirection(),\n", ")\n", "\n", "upsample_z_slice = int(upsample_size[2] / 2)\n", "plt.imshow(upsampled[subsample_z_slice, :, :], aspect=\"equal\")\n", "plt.title(f\"Mid-axial cross-section (slice {subsample_z_slice})\")\n", "plt.show()\n", "\n", "print(\"This image has the same physical extent as the one produced by sub-region.\")" ] }, { "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }