{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "67197b42-8edc-4eee-aafc-c2b48d3aee4f", "metadata": { "nbsphinx": "hidden" }, "outputs": [], "source": [ "import sys\n", "import warnings\n", "sys.path.append(r\"C:\\Users\\alexz\\Documents\\GitHub\\mirp\")\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "id": "1e447b05-08e1-4326-9709-531acf639a69", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "# Tutorial: Applying image filters\n", "\n", "This tutorial describes how to apply image filters using MIRP.\n", "\n", "## Download example data\n", "\n", "Here we use a publicly available [chest CT dataset](https://www.cancerdata.org/resource/doi:10.17195/candat.2016.08.1), that consist of a single image dataset and a mask." ] }, { "cell_type": "code", "execution_count": 2, "id": "3d8f91a9-e514-47bc-8c9b-5e37fb8662e5", "metadata": {}, "outputs": [], "source": [ "from urllib.request import urlopen\n", "from io import BytesIO\n", "from zipfile import ZipFile\n", "\n", "url = r\"https://github.com/oncoray/mirp/raw/598293f7afb179b525b49f9b8300a9914fbdebd4/data/tutorial_radiomics_chest_ct_data.zip\"\n", "\n", "# Specify location where the data is stored.\n", "save_dir = \".\"\n", "\n", "with urlopen(url) as zip_url_pointer:\n", " with ZipFile(BytesIO(zip_url_pointer.read())) as example_data:\n", " example_data.extractall(save_dir)" ] }, { "cell_type": "markdown", "id": "1ac63cb7-a935-4e43-a6ce-0c109d9bc10b", "metadata": {}, "source": [ "This creates a folder with the following structure:\n", "\n", " chest_ct\n", " ├─ image\n", " | ├─ DCM_IMG_00000.dcm\n", " | ├─ ...\n", " | └─ DCM_IMG_00059.dcm\n", " └─ mask\n", " └─ DCM_RS_00060.dcm\n", "\n", "In this example dataset, the CT image slices are stored in DICOM format in the `image` directory. A segmentation mask is stored in DICOM format in the `mask` subdirectory.\n", "\n", "## Finding mask labels\n", "\n", "Radiomics features are typically computed from regions of interest, such as a tumour. These regions are delineated by experts or auto-segmentation AI, and stored as segmentation masks. MIRP needs to know which mask label (region of interest) should be used for computing features. A first step is to identify which mask labels exist. This can be done using the `extract_mask_labels` function. In this example, we directly provide a path to the mask file (`.../chest_ct/mask/DCM_RS_00060.dcm`)." ] }, { "cell_type": "code", "execution_count": 3, "id": "a89c4b13-6fc5-4c72-8f67-2048891b23fa", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sample_namemodalitydir_pathfile_nameseries_instance_uidframe_of_reference_uidroi_labelmask_index
01rtstruct.\\chest_ct\\maskDCM_RS_00060.dcm1.3.6.1.4.1.9590.100.1.2.258301620411152643708...1.3.6.1.4.1.9590.100.1.2.437537500115184941017...GTV-10
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" ], "text/plain": [ " sample_name modality dir_path file_name \\\n", "0 1 rtstruct .\\chest_ct\\mask DCM_RS_00060.dcm \n", "\n", " series_instance_uid \\\n", "0 1.3.6.1.4.1.9590.100.1.2.258301620411152643708... \n", "\n", " frame_of_reference_uid roi_label mask_index \n", "0 1.3.6.1.4.1.9590.100.1.2.437537500115184941017... GTV-1 0 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import os\n", "from mirp import extract_mask_labels\n", "\n", "extract_mask_labels(\n", " mask=os.path.join(save_dir, \"chest_ct\", \"mask\", \"DCM_RS_00060.dcm\"),\n", ")" ] }, { "cell_type": "markdown", "id": "0db6ba4e-9135-4616-9e2a-a0902559611e", "metadata": {}, "source": [ "The mask file contains only a single mask, called `GTV-1`.\n", "\n", "## Visualising images\n", "\n", "It is often useful to inspect images before computing radiomics features. External viewers for DICOM and many other image types exist, but MIRP also has a simple visualisation tool. You can visualise images by exporting them in MIRP internal formats using `extract_images`:" ] }, { "cell_type": "code", "execution_count": 4, "id": "f86eb246-2d96-46dc-af29-0d4b0d00286a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO\t: MainProcess \t 2024-06-18 08:26:19,447 \t Initialising image extraction using ct images for 1.\n" ] } ], "source": [ "from mirp import extract_images\n", "\n", "images = extract_images(\n", " image=os.path.join(save_dir, \"chest_ct\", \"image\"),\n", " mask=os.path.join(save_dir, \"chest_ct\", \"mask\", \"DCM_RS_00060.dcm\"),\n", " roi_name=\"GTV-1\",\n", " image_export_format=\"native\"\n", ")" ] }, { "cell_type": "markdown", "id": "9e347f59-bb2d-4883-88b8-49d77f7ec6bd", "metadata": {}, "source": [ "By default, `extract_images` will export dictionaries containing image and mask data (as `numpy.ndarray`) and associated metadata. That way `extract_images` can be used to read and process images as part of an external workflow. The default output can be visualised using `matplotlib` and other tools. Here we use `image_export_format=\"native\"` to export images and masks in the native MIRP format. The output of `extract_images` is a list of images and masks, with one entry per image dataset. We only assess a single image here, which means that `images` only has one element. The nested list always consists of the image -- and any derivatives, such as filtered images -- and masks associated with the image. We can visualise an exported image using its `show` method as follows:" ] }, { "cell_type": "code", "execution_count": 5, "id": "9736db62-aa7a-4f15-9e8d-3d1dbbfcfce9", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "image, mask = images[0]\n", "image[0].show(mask=mask[0], slice_id=25)" ] }, { "cell_type": "markdown", "id": "b47d4077-5b8c-42e4-aaa2-d07a253ea4b2", "metadata": {}, "source": [ "Though just an image is shown here, executing this code outside of a Jupyter Notebook will start an interactive plotter that can be scrolled through.\n", "\n", "The CT image appears as expected: a large solid tumour is located in the right lung lobe.\n", "\n", "## Assessing image metadata\n", "\n", "Image metadata are important for understanding the image and how it was acquired and reconstructed. MIRP allows for exporting image metadata from DICOM and other image formats, though for non-DICOM formats metadata will be considerably more limited." ] }, { "cell_type": "code", "execution_count": 6, "id": "8c8e563e-f493-48e9-8a1f-0e2e3b01ccd2", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sample_namemodalitydir_pathspacing_zspacing_yspacing_xfile_nameseries_instance_uidframe_of_reference_uidscanner_typemanufacturerimage_typeimage_index
01ctchest_ct\\image3.00.9770.977DCM_IMG_00059.dcm1.3.6.1.4.1.9590.100.1.2.296658988911737913102...1.3.6.1.4.1.9590.100.1.2.437537500115184941017...CERRCMS, Inc.['ORIGINAL', 'PRIMARY', 'AXIAL']0
\n", "
" ], "text/plain": [ " sample_name modality dir_path spacing_z spacing_y spacing_x \\\n", "0 1 ct chest_ct\\image 3.0 0.977 0.977 \n", "\n", " file_name series_instance_uid \\\n", "0 DCM_IMG_00059.dcm 1.3.6.1.4.1.9590.100.1.2.296658988911737913102... \n", "\n", " frame_of_reference_uid scanner_type \\\n", "0 1.3.6.1.4.1.9590.100.1.2.437537500115184941017... CERR \n", "\n", " manufacturer image_type image_index \n", "0 CMS, Inc. ['ORIGINAL', 'PRIMARY', 'AXIAL'] 0 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from mirp import extract_image_parameters\n", "\n", "extract_image_parameters(\n", " image=os.path.join(save_dir, \"chest_ct\", \"image\")\n", ")" ] }, { "cell_type": "markdown", "id": "46e7c8c9-9024-418e-b61d-a7d3ac5d8079", "metadata": {}, "source": [ "Only known metadata are shown. For example, tube voltage was not present in the image metadata in this example.\n", "\n", "The metadata, and our use case, have important implications for the image processing:\n", "\n", "- Since we want to apply filters, we should ensure that pixel or voxel spacing should be isotropic.\n", "- The in-plane resolution is a bit higher than the distance between slices, but can be resampled to isotropic voxels, e.g. 1.0 by 1.0 mm by 1.0 mm. We can apply a filter in 3D.\n", "\n", "## Applying filters\n", "\n", "Image filters can be used to enhance specific characteristics of an image. Here we will apply to three filters: a mean filter, a Laplacian-of-Gaussian filter, and a non-separable wavelet filter. To do so, we specify the following parameters:\n", "\n", "1. Voxels are resampled to 1.0 by 1.0 by 1.0 mm (`new_spacing=1.0`).\n", "2. Select filters (`filter_kernels=[\"mean\", \"laplacian_of_gaussian\", \"nonseparable_wavelet\"]`)\n", "3. Set width of the mean filter (in voxels) (`mean_filter_kernel_size=5`).\n", "4. Set width of the Laplacian-of-Gaussian filter (in mm) (`laplacian_of_gaussian_sigma=[1.0, 3.0]`). Here we apply two filters: one with σ = 1.0 mm, and one with σ = 3.0.\n", "5. Use the Simoncelli wavelet (`nonseparable_wavelet_families=\"simoncelli\"`).\n", "6. Find the first three decompositions of the Simoncelli wavelet (`nonseparable_wavelet_decomposition_level=[1, 2, 3]`).\n", "\n", "Many more parameters can be specified, see [Configure the image processing and feature extraction workflow](https://oncoray.github.io/mirp/configuration.html)." ] }, { "cell_type": "code", "execution_count": 7, "id": "7c5c5852-72ef-401f-88e7-f495b91f3b10", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO\t: MainProcess \t 2024-06-18 08:26:22,640 \t Initialising image extraction using ct images for 1.\n" ] } ], "source": [ "from mirp import extract_images\n", "\n", "images = extract_images(\n", " image=os.path.join(save_dir, \"chest_ct\", \"image\"),\n", " mask=os.path.join(save_dir, \"chest_ct\", \"mask\", \"DCM_RS_00060.dcm\"),\n", " roi_name=\"GTV-1\",\n", " image_export_format=\"native\",\n", " new_spacing=1.0,\n", " filter_kernels=[\"mean\", \"laplacian_of_gaussian\", \"nonseparable_wavelet\"],\n", " mean_filter_kernel_size=5,\n", " laplacian_of_gaussian_sigma=[1.0, 3.0],\n", " nonseparable_wavelet_families=\"simoncelli\",\n", " nonseparable_wavelet_decomposition_level=[1, 2, 3]\n", ")\n", "image, mask = images[0]" ] }, { "cell_type": "markdown", "id": "898b429c-30c4-46fa-a885-d45ed569f8cf", "metadata": {}, "source": [ "Now we can first plot the base image. The base image is always part of the export. Because we resampled the image slices from 3.0 to 1.0 mm, the number of slices increased compared to the original image." ] }, { "cell_type": "code", "execution_count": 8, "id": "01f967f1-294f-45e8-a9a4-af2cae8393c5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "image[0].show(slice_id=75)" ] }, { "cell_type": "markdown", "id": "835db065-44ee-4f76-9b47-6fdc9bb0971e", "metadata": {}, "source": [ "Derivative (i.e. filtered) images are stored in the same list as the base image (`image[0]`).\n", "\n", "### Mean filter" ] }, { "cell_type": "code", "execution_count": 9, "id": "75c76834-1c46-4da0-b056-f84c0f47b181", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "image[1].show(slice_id=75)" ] }, { "cell_type": "markdown", "id": "227d202f-e032-41d1-a2f6-41b1eef9d87c", "metadata": {}, "source": [ "### Laplacian-of-Gaussian filter\n", "\n", "With σ = 1.0 mm:" ] }, { "cell_type": "code", "execution_count": 10, "id": "ed4942d7-104d-400c-b9cc-8159c065b16f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "image[2].show(slice_id=75)" ] }, { "cell_type": "markdown", "id": "46d511d5-5436-45b2-818f-ee53f4f4e494", "metadata": {}, "source": [ "With σ = 3.0 mm:" ] }, { "cell_type": "code", "execution_count": 11, "id": "558249e3-ed63-467c-ad64-ec0d976ea7a2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "image[3].show(slice_id=75)" ] }, { "cell_type": "markdown", "id": "fa08d63c-9619-4a2c-966e-2f08aa967d66", "metadata": {}, "source": [ "### Nonseparable Simoncelli wavelet filter\n", "\n", "First decomposition level:" ] }, { "cell_type": "code", "execution_count": 12, "id": "ed1cdb0f-f95f-4654-94a1-39fc9f436131", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "image[6].show(slice_id=75)" ] }, { "cell_type": "markdown", "id": "5d48023a-a69e-4cfe-967c-f7475f6350ba", "metadata": {}, "source": [ "## Computing features\n", "\n", "Features can also be computed from filtered images. By default, only statistical features are computed, in addition to features computed from the base image.\n", "\n", "For the base image, we need to define parameters related to intensity discretisation for computing histogram-based and texture features. Since a CT image consists of Hounsfield units (HU), which are typically calibrated, we will use a *fixed bin size* algorithm (`base_discretisation_method=\"fixed_bin_size\"`) with a bin size of 20 HU (`base_discretisation_bin_size=20.0`). This method requires setting the lowest intensity of the first bin. By default, MIRP uses -1000 HU (corresponding to air). However, this is not always the most useful setting. Here, we will instead specify a soft-tissue window (`resegmentation_intensity_range=[-180.0, 200.0]`), which sets the lowest intensity of the first bin to -180 HU." ] }, { "cell_type": "code", "execution_count": 15, "id": "c211ca72-ad62-491e-86ac-b30ac25ad6b4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO\t: MainProcess \t 2024-06-18 08:26:38,268 \t Initialising feature computation using ct images for 1.\n" ] }, { "data": { "text/html": [ "
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sample_nameimage_file_nameimage_directoryimage_study_dateimage_study_descriptionimage_series_descriptionimage_series_instance_uidimage_modalityimage_pet_suv_typeimage_mask_label...wavelet_simoncelli_level_3_stat_maxwavelet_simoncelli_level_3_stat_iqrwavelet_simoncelli_level_3_stat_rangewavelet_simoncelli_level_3_stat_madwavelet_simoncelli_level_3_stat_rmadwavelet_simoncelli_level_3_stat_medadwavelet_simoncelli_level_3_stat_covwavelet_simoncelli_level_3_stat_qcodwavelet_simoncelli_level_3_stat_energywavelet_simoncelli_level_3_stat_rms
01Nonechest_ct\\imageNoneNoneNone1.3.6.1.4.1.9590.100.1.2.296658988911737913102...ctNoneGTV-1...531.40425477.65685863.02098461.34911535.817258.1144053.1157912.0458652.349373e+0988.482671
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" ], "text/plain": [ " sample_name image_file_name image_directory image_study_date \\\n", "0 1 None chest_ct\\image None \n", "\n", " image_study_description image_series_description \\\n", "0 None None \n", "\n", " image_series_instance_uid image_modality \\\n", "0 1.3.6.1.4.1.9590.100.1.2.296658988911737913102... ct \n", "\n", " image_pet_suv_type image_mask_label ... \\\n", "0 None GTV-1 ... \n", "\n", " wavelet_simoncelli_level_3_stat_max wavelet_simoncelli_level_3_stat_iqr \\\n", "0 531.404254 77.65685 \n", "\n", " wavelet_simoncelli_level_3_stat_range wavelet_simoncelli_level_3_stat_mad \\\n", "0 863.020984 61.349115 \n", "\n", " wavelet_simoncelli_level_3_stat_rmad wavelet_simoncelli_level_3_stat_medad \\\n", "0 35.8172 58.114405 \n", "\n", " wavelet_simoncelli_level_3_stat_cov wavelet_simoncelli_level_3_stat_qcod \\\n", "0 3.115791 2.045865 \n", "\n", " wavelet_simoncelli_level_3_stat_energy wavelet_simoncelli_level_3_stat_rms \n", "0 2.349373e+09 88.482671 \n", "\n", "[1 rows x 311 columns]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "from mirp import extract_features\n", "\n", "features = extract_features(\n", " image=os.path.join(save_dir, \"chest_ct\", \"image\"),\n", " mask=os.path.join(save_dir, \"chest_ct\", \"mask\", \"DCM_RS_00060.dcm\"),\n", " roi_name=\"GTV-1\",\n", " image_export_format=\"native\",\n", " new_spacing=1.0,\n", " resegmentation_intensity_range=[-180.0, 200.0],\n", " base_discretisation_method=\"fixed_bin_size\",\n", " base_discretisation_bin_width=20.0,\n", " filter_kernels=[\"mean\", \"laplacian_of_gaussian\", \"nonseparable_wavelet\"],\n", " mean_filter_kernel_size=5,\n", " laplacian_of_gaussian_sigma=[1.0, 3.0],\n", " nonseparable_wavelet_families=\"simoncelli\",\n", " nonseparable_wavelet_decomposition_level=[1, 2, 3]\n", ")\n", "\n", "pd.concat(features)" ] }, { "cell_type": "markdown", "id": "dbf3b352-31f1-4b75-928f-b25fcde2562a", "metadata": {}, "source": [ "This results in a `pandas.DataFrame` that has a row per image and mask. The first several columns contain parameters related to that image and mask, and how these were processed. The features computed from filtered images are appended after the features from the base image. These features can be used for, e.g., machine learning using [scikit-learn](https://scikit-learn.org/stable/) or [familiar](https://cran.r-project.org/web/packages/familiar/index.html)." ] } ], "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": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 5 }