{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Working with Images\n", "\n", "In this tutorial, we'll provide an overview of the concepts and classes that \n", "represent medical images in the `imfusion-sdk` and how to work with them." ] }, { "cell_type": "markdown", "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "source": [ "## Notebook bootstrap\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [], "source": [ "import sys\n", "from pathlib import Path\n", "\n", "shared_dir = next(path / \"shared\" for path in [Path.cwd(), *Path.cwd().parents] if (path / \"shared\").is_dir())\n", "if str(shared_dir) not in sys.path:\n", " sys.path.append(str(shared_dir))\n", "\n", "from demo_utils import unzip_folder, mpr_plot\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "source": [ "## Import modules" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import imfusion\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "from ipywidgets import IntSlider, FloatSlider, interact, fixed\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Image classes\n", "\n", "- `SharedImage`: class holding a single image, either a 2D image (X-Ray, Ultrasound) or a 3D volume (CT, NM, MR, ...). The word \"Shared\" refers to the fact that it can have multiple representations on different devices (typically CPU + GPU via OpenGL), which are kept automatically in sync.\n", "- `SharedImageSet`: a set of `SharedImage`s. This is the main entry point of any method in the ImFusion SDK that operates on image data. For volumetric data, a `SharedImageSet` mostly comprises a single `SharedImage` representing a volume (i.e., a CT), but it is fundamental for holding image series consisting of multiple frames, which have no trivial 3D representation, i.e., an ultrasound acquisition, an OCT pullback, Fluoro navigation, 4D-CT, and so on.\n", "- `ImageDescriptor`: class describing the basic properties of an image, like its storage type (int, float, ...), its spacing, and its shape.\n", "- `Matrix`: orientation of the image data in the physical world." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading Images\n", "- Since ImFusion files (.imf) can contain multiple `SharedImageSet`s, loading an `.imf` file returns a list of `SharedImageSet` objects.\n", "- A `SharedImageSet` itself also behaves like a Python sequence, meaning you can iterate over it or access individual images by index." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2025-03-05T14:08:29.697206Z", "start_time": "2025-03-05T14:08:29.342425Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PET: imfusion.SharedImageSet(size: 1, [imfusion.SharedImage(FLOAT width: 192 height: 192 slices: 227 spacing: 3.64583x3.64583x3.27 mm)])\n", "Labels: imfusion.SharedImageSet(size: 1, [imfusion.SharedImage(UBYTE width: 192 height: 192 slices: 227 spacing: 3.64583x3.64583x3.27 mm)])\n", "Num of images in PET: 1, num of images in Labels: 1\n", "SharedImage: imfusion.SharedImage(FLOAT width: 192 height: 192 slices: 227 spacing: 3.64583x3.64583x3.27 mm)\n" ] } ], "source": [ "unzipped_folder = unzip_folder(\"../shared/data/pet-ct-rtstruct.zip\")\n", "\n", "pet, *_ = imfusion.io.load('../shared/data/pet-ct-rtstruct/pet.imf')\n", "labels, *_ = imfusion.io.load('../shared/data/pet-ct-rtstruct/tumors.imf')\n", "\n", "print('PET: ', pet)\n", "print('Labels: ', labels)\n", "\n", "# Each of the loaded SharedImageSets contains one image.\n", "print(f'Num of images in PET: {len(pet)}, num of images in Labels: {len(labels)}')\n", "\n", "# Get the SharedImage from the SharedImageSet.\n", "image = pet[0]\n", "print('SharedImage:', image)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2025-03-05T14:08:30.492813Z", "start_time": "2025-03-05T14:08:29.895266Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "7c6347fc3b2f4d30a5524098f23b6c1d", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(IntSlider(value=112, description='x', max=191), IntSlider(value=104, description='y', ma…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interact(\n", " mpr_plot,\n", " image=fixed(image),\n", " labels=fixed(labels[0]),\n", " x=IntSlider(112, 0, 191),\n", " y=IntSlider(104, 0, 191),\n", " z=IntSlider(195, 0, 226),\n", " vmin=IntSlider(4000, 0, 40000, 100),\n", " vmax=IntSlider(36000, 0, 40000, 100),\n", " label_alpha=FloatSlider(0.7, min=0.0, max=1.0, step=0.1),\n", " bake_transformation=fixed(False),\n", " continuous_update=False\n", ")\n", "None" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "The `ImageDescriptor` describes the properties of an image.\n", "In addition, each `SharedImage` stores information about the image's modality." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2025-03-05T14:08:30.548099Z", "start_time": "2025-03-05T14:08:30.545471Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "imfusion.BoundImageDescriptor(dimensions: [w:192, h:192, s:227, c:1] | spacing:[3.64583, 3.64583, 3.27] | isMetric:true | type:FLOAT | memory: 31.92 MB) \n", "\n", "Modality.NM\n", "Modality.LABEL\n" ] } ], "source": [ "print(image.descriptor, '\\n')\n", "print(image.modality)\n", "print(labels[0].modality)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "## Accessing image data with numpy" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "`SharedImage` and `SharedImageSet` provide seamless interoperability with NumPy. Images can be converted to and from `numpy.ndarray` objects using the standard NumPy interface.\n", "\n", "A `SharedImage` is represented as a NumPy array whose dimensions correspond to `(slices, height, width, channels)`.\n", "> **Note:** Leading dimensions of size 1 are omitted, while the channel dimension is always retained." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2025-03-05T14:08:30.756061Z", "start_time": "2025-03-05T14:08:30.597812Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Shape(slices=227, height=192, width=192, channels=1)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pet_image = pet[0]\n", "array = np.array(pet_image, copy=True)\n", "print(pet_image.shape)\n", "\n", "# select one slice for plotting\n", "plt.imshow(array[::-1, 95, :, :], cmap='gray', vmin=0, vmax=15000)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "Since a `SharedImageSet` is essentially a list of `SharedImage`s, it has an additional leading dimension:\n", "`(frames, slices, height, width, channels)`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2025-03-05T14:08:30.807757Z", "start_time": "2025-03-05T14:08:30.765300Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1, 227, 192, 192, 1)\n" ] } ], "source": [ "array_set = np.array(pet, copy=False)\n", "print(array_set.shape)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "### Create SharedImage/SharedImageSets from numpy arrays" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2025-03-05T14:08:30.825772Z", "start_time": "2025-03-05T14:08:30.822245Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "imfusion.SharedImageSet(size: 1, [imfusion.SharedImage(DOUBLE width: 32 height: 32)])\n", "imfusion.SharedImageSet(size: 1, [imfusion.SharedImage(DOUBLE width: 32 height: 32)])\n" ] } ], "source": [ "# SharedImages can be constructed from a rank-4 np.array\n", "array = np.ones((1, 32, 32, 1), dtype=int)\n", "new_image = imfusion.SharedImage(array)\n", "new_set = imfusion.SharedImageSet(new_image)\n", "print(new_set)\n", "\n", "# SharedImageSets can be constructed from a rank-5 np.array\n", "array = np.ones((1, 1, 32, 32, 1), dtype=int)\n", "new_sis = imfusion.SharedImageSet(array)\n", "print(new_sis)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "### Modifying image data\n", "- `np.array(image, copy=True)` creates a copy. Changes to that array are not reflected in the `SharedImage`.\n", "- `np.array(image, copy=False)` creates a view of the image data, when possible. Changes to that array are reflected in the `SharedImage`.\n", "- To update a `SharedImage` from a copied array, use `assign_array()` to copy the modified data back into the image.\n", "\n", "> **Note:** You cannot resize or reshape the image in this way, nor change the type of the image. In such cases, create a new `SharedImage` from the modified NumPy array." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2025-03-05T14:08:31.384737Z", "start_time": "2025-03-05T14:08:30.873022Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create mask by thresholding\n", "pet_image = pet.clone()[0]\n", "array = np.array(pet_image, copy=False)\n", "\n", "threshold = 10000\n", "array[array < threshold] = 0\n", "array[array >= threshold] = 1000\n", "\n", "plt.imshow(array[::-1, 95, :, :], cmap='gray')\n", "plt.show()\n", "pet_image.assign_array(array)\n", "mpr_plot(pet_image)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "## Saving Images\n", "A list of `SharedImageSet`s can be saved to disk and visualized in the ImFusion Suite." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2025-03-05T14:08:31.601268Z", "start_time": "2025-03-05T14:08:31.405208Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "# The generic `imfusion.io.save` function saves data to ImFusion (`.imf`) files.\n", "imfusion.io.save([imfusion.SharedImageSet(pet_image)], \"output/thresholded_pet.imf\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.13.5" } }, "nbformat": 4, "nbformat_minor": 4 }