{ "cells": [ { "cell_type": "raw", "metadata": { "pycharm": { "name": "#%% raw\n" }, "raw_mimetype": "text/restructuredtext" }, "source": [ ".. _example-filtering1:\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Filter pipelines\n", "================\n", "\n", "This example shows how to use the `pymia.filtering` package to set up image filter pipeline and apply it to an image.\n", "The pipeline consists of a gradient anisotropic diffusion filter followed by a histogram matching. This pipeline will be applied to a T1-weighted MR image and a T2-weighted MR image will be used as a reference for the histogram matching.\n", "\n", "
\n", "\n", "Tip\n", "\n", "This example is available as Jupyter notebook at [./examples/filtering/basic.ipynb](https://github.com/rundherum/pymia/blob/master/examples/filtering/basic.ipynb) and Python script at [./examples/filtering/basic.py](https://github.com/rundherum/pymia/blob/master/examples/filtering/basic.py).\n", "\n", "
\n", "\n", "
\n", "\n", "Note\n", "\n", "To be able to run this example:\n", "\n", "- Get the example data by executing [./examples/example-data/pull_example_data.py](https://github.com/rundherum/pymia/blob/master/examples/example-data/pull_example_data.py).\n", "- Install matplotlib (`pip install matplotlib`).\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import the required modules." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "import glob\n", "import os\n", "\n", "import matplotlib.pyplot as plt\n", "import pymia.filtering.filter as flt\n", "import pymia.filtering.preprocessing as prep\n", "import SimpleITK as sitk" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define the path to the data." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "data_dir = '../example-data'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us create a list with the two filters, a gradient anisotropic diffusion filter followed by a histogram matching." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "filters = [\n", " prep.GradientAnisotropicDiffusion(time_step=0.0625),\n", " prep.HistogramMatcher()\n", "]\n", "\n", "histogram_matching_filter_idx = 1 # we need the index later to update the HistogramMatcher's parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we can initialize the filter pipeline." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "pipeline = flt.FilterPipeline(filters)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "We can now loop over the subjects of the example data. We will both load the T1-weighted and T2-weighted MR images and execute the pipeline on the T1-weighted MR image. Note that for each subject, we update the parameters for the histogram matching filter to be the corresponding T2-weighted image." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Filtering Subject_1...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Filtering Subject_2...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Filtering Subject_3...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Filtering Subject_4...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# get subjects to evaluate\n", "subject_dirs = [subject for subject in glob.glob(os.path.join(data_dir, '*')) if os.path.isdir(subject) and os.path.basename(subject).startswith('Subject')]\n", "\n", "for subject_dir in subject_dirs:\n", " subject_id = os.path.basename(subject_dir)\n", " print(f'Filtering {subject_id}...')\n", "\n", " # load the T1- and T2-weighted MR images\n", " t1_image = sitk.ReadImage(os.path.join(subject_dir, f'{subject_id}_T1.mha'))\n", " t2_image = sitk.ReadImage(os.path.join(subject_dir, f'{subject_id}_T2.mha'))\n", "\n", " # set the T2-weighted MR image as reference for the histogram matching\n", " pipeline.set_param(prep.HistogramMatcherParams(t2_image), histogram_matching_filter_idx)\n", "\n", " # execute filtering pipeline on the T1-weighted image\n", " filtered_t1_image = pipeline.execute(t1_image)\n", "\n", " # plot filtering result\n", " slice_no_for_plot = t1_image.GetSize()[2] // 2\n", " fig, axs = plt.subplots(1, 2)\n", " axs[0].imshow(sitk.GetArrayFromImage(t1_image[:, :, slice_no_for_plot]), cmap='gray')\n", " axs[0].set_title('Original image')\n", " axs[1].imshow(sitk.GetArrayFromImage(filtered_t1_image[:, :, slice_no_for_plot]), cmap='gray')\n", " axs[1].set_title('Filtered image')\n", " fig.suptitle(f'{subject_id}', fontsize=16)\n", " plt.show()" ] }, { "cell_type": "markdown", "source": [ "Visually, we can clearly see the smoothing of the filtered image due to the anisotrophic filtering. Also, the image intensities are brighter due to the histogram matching." ], "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } } } ], "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": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 1 }