{
"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": {
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" 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",
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]
},
"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": [
{
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",
"text/plain": [
"
"
]
},
"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": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
sample_name
\n",
"
modality
\n",
"
dir_path
\n",
"
spacing_z
\n",
"
spacing_y
\n",
"
spacing_x
\n",
"
file_name
\n",
"
series_instance_uid
\n",
"
frame_of_reference_uid
\n",
"
scanner_type
\n",
"
manufacturer
\n",
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image_type
\n",
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image_index
\n",
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\n",
" \n",
" \n",
"
\n",
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0
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1
\n",
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ct
\n",
"
chest_ct\\image
\n",
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3.0
\n",
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0.977
\n",
"
0.977
\n",
"
DCM_IMG_00059.dcm
\n",
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1.3.6.1.4.1.9590.100.1.2.296658988911737913102...
\n",
"
1.3.6.1.4.1.9590.100.1.2.437537500115184941017...
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CERR
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CMS, Inc.
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['ORIGINAL', 'PRIMARY', 'AXIAL']
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0
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"
],
"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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",
"text/plain": [
"
"
]
},
"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": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
sample_name
\n",
"
image_file_name
\n",
"
image_directory
\n",
"
image_study_date
\n",
"
image_study_description
\n",
"
image_series_description
\n",
"
image_series_instance_uid
\n",
"
image_modality
\n",
"
image_pet_suv_type
\n",
"
image_mask_label
\n",
"
...
\n",
"
wavelet_simoncelli_level_3_stat_max
\n",
"
wavelet_simoncelli_level_3_stat_iqr
\n",
"
wavelet_simoncelli_level_3_stat_range
\n",
"
wavelet_simoncelli_level_3_stat_mad
\n",
"
wavelet_simoncelli_level_3_stat_rmad
\n",
"
wavelet_simoncelli_level_3_stat_medad
\n",
"
wavelet_simoncelli_level_3_stat_cov
\n",
"
wavelet_simoncelli_level_3_stat_qcod
\n",
"
wavelet_simoncelli_level_3_stat_energy
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wavelet_simoncelli_level_3_stat_rms
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\n",
" \n",
" \n",
"
\n",
"
0
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"
1
\n",
"
None
\n",
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chest_ct\\image
\n",
"
None
\n",
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None
\n",
"
None
\n",
"
1.3.6.1.4.1.9590.100.1.2.296658988911737913102...
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ct
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None
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GTV-1
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...
\n",
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531.404254
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77.65685
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863.020984
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61.349115
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35.8172
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"
58.114405
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"
3.115791
\n",
"
2.045865
\n",
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2.349373e+09
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88.482671
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1 rows × 311 columns
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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)."
]
}
],
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