{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# StarGuide Reconstruction\n", "\n", "This tutorial demonstrates how to reconstruct Tc-99m phantom data collected using a StarGuide SPECT system. It should be noted that while the techniques here can be applied to higher energy isotopes as well, the PSF model may not be sufficient due to pronounced septal penetration in the collimator." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pydicom\n", "import matplotlib.pyplot as plt\n", "import os\n", "import numpy as np\n", "from pytomography.transforms.SPECT import SPECTAttenuationTransform, SPECTPSFTransform\n", "from pytomography.io.SPECT import dicom\n", "from pytomography.algorithms import OSEM\n", "from pytomography.likelihoods import PoissonLogLikelihood\n", "from pytomography.projectors.SPECT import StarGuideSystemMatrix" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "PATH = '/mnt/mydisk2/pytomo_tutorial_data/SPECT'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get the file paths of the 12 projection DICOM files (each corresponding to one head on the StarGuide system)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "path_NM = os.path.join(PATH, 'NEMA-Starguide', 'NM_files')\n", "files_NM = [os.path.join(path_NM, f) for f in os.listdir(path_NM)][:12]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get metadata and projection data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([2, 2575, 16, 112])\n" ] } ], "source": [ "object_meta, proj_meta = dicom.get_starguide_metadata(files_NM, nearest_theta=0.1)\n", "projections = dicom.get_starguide_projections(files_NM)\n", "print(projections.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that there are two energy windows (140.5keV for Tc-99m as well as a lower scatter window) and 2575 different projections (the StarGuide heads move continuously but data is still discretely binned),\n", "\n", "Now we'll get the attenuation map / transform used for attenuation correction" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "path_CT = os.path.join(PATH, 'NEMA-Starguide', 'CT_files')\n", "files_CT = [os.path.join(path_CT, file) for file in os.listdir(path_CT)]\n", "attenuation_map = dicom.get_starguide_attenuation_map_from_CT_slices(files_CT, files_NM, index_peak=0)\n", "attenuation_transform = SPECTAttenuationTransform(attenuation_map, assume_padded = False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get the PSF transform used for PSF modeling" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "psf_meta = dicom.get_psfmeta_from_scanner_params(\n", " 'G8-LEHR', # According the the header, these are the collimator parameters\n", " energy_keV=140.5, # Imaging of Tc-99m\n", " material='tungsten', # It is known that this is the material\n", " shape = 'square', # collimator hole shape\n", ")\n", "psf_transform = SPECTPSFTransform(psf_meta, assume_padded=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Build the system matrix" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "system_matrix = StarGuideSystemMatrix(\n", " object_meta=object_meta,\n", " proj_meta=proj_meta,\n", " obj2obj_transforms=[attenuation_transform, psf_transform],\n", " proj2proj_transforms=[]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get photopeak / scatter for the likelihood:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "photopeak = projections[0]\n", "scatter = dicom.get_energy_window_scatter_estimate_projections(\n", " files_NM[0],\n", " projections,\n", " index_peak=0,\n", " index_lower=1\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define the likelihood and reconstruct with OSEM for 10 iteration and 10 subsets" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "likelihood = PoissonLogLikelihood(system_matrix, photopeak, additive_term=scatter)\n", "reconstruction_algorithm = OSEM(likelihood)\n", "recon_pytomography = reconstruction_algorithm(n_iters=10, n_subsets=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare to vendor" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "ds_recon = pydicom.dcmread(os.path.join(PATH, 'NEMA-Starguide', 'vendor_recon', 'i196884.NMDC.1'))\n", "recon_vendor = ds_recon.pixel_array * ds_recon[0x0011,0x103b].value\n", "recon_vendor = np.transpose(recon_vendor, (2,1,0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "slc = 72\n", "fig, ax = plt.subplots(1, 2, figsize=(10,4), gridspec_kw={'wspace': 0.05})\n", "plt.subplot(121)\n", "plt.imshow(recon_pytomography[:,:,slc].cpu().T , vmax=1.55, cmap='hot', interpolation='gaussian')\n", "plt.xlim(60,140)\n", "plt.ylim(40,125)\n", "plt.text(0.02, 0.9, 'PyTomography', color='white', fontsize=17, transform=ax[0].transAxes)\n", "plt.colorbar(label='Counts/Second')\n", "plt.axis('off')\n", "plt.subplot(122)\n", "plt.imshow(recon_vendor[:,:,slc].T, vmax=73000, cmap='hot', interpolation='gaussian')\n", "plt.xlim(60,140)\n", "plt.ylim(40,125)\n", "plt.axis('off')\n", "plt.text(0.02, 0.9, 'GE Vendor Recon', color='white', fontsize=17, transform=ax[1].transAxes)\n", "plt.colorbar(label='???')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The two images are the same, but I have no idea what units GE is using for their reconstructed image..." ] } ], "metadata": { "kernelspec": { "display_name": "pytomo", "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": "3.12.9" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }