{ "cells": [ { "attachments": {}, "cell_type": "markdown", "id": "c8a6d1af-4a11-4ebe-a042-1cb7d1ee0136", "metadata": {}, "source": [ "# X-ray CT using CUQIpy and CUQIpy-CIL plugin" ] }, { "attachments": {}, "cell_type": "markdown", "id": "99cf022a-d1d1-4adf-bbe5-798f0853833f", "metadata": {}, "source": [ "[The Core Imaging Library (CIL)](https://www.ccpi.ac.uk/cil) is an open-source python library for processing and reconstruction of CT data (and other inverse problems).\n", "\n", "\n", "The CUQIpy-CIL plugin wraps CIL tools into CUQIpy, so that CUQIpy can be used to carry out UQ analysis on CT problems.\n", "\n", "This notebook first demonstrates how to use the test problems provided by the CUQIpy-CIL plugin and set up and run a CUQIpy UQ analysis.\n", "\n", "Next a real X-ray CT data set is loaded in, analyzed and reconstructed using CIL. \n", "\n", "Finally the real data case is set up using the CUQIpy-CIL plugin for UQ analysis.\n", "\n", "### Prerequisites\n", "Make sure you have the latest version of CIL and CUQIpy-CIL installed. See install instructions [here](https://github.com/CUQI-DTU/CUQIpy-CIL)\n", "\n", "The notebook assumes a general familiarity with CT." ] }, { "cell_type": "markdown", "id": "67c0d8c7", "metadata": {}, "source": [ "
\n", " ⚠️ Note: \n", " \n", "- This notebook was run on some machine and not using github actions for this book. To run this notebook on your machine, you need to have [CUQIpy-CIL installed](https://github.com/CUQI-DTU/CUQIpy-CIL).\n", "\n", "- This notebook uses MCMC samplers from the new cuqi.experimental.mcmc module, which are expected to become the default soon. Check out the documentation for more details.\n", "\n", "
" ] }, { "attachments": {}, "cell_type": "markdown", "id": "c5047354-dc15-4416-a6d0-77bcc4c2524c", "metadata": {}, "source": [ "## 1. CT test problems in the CUQIpy-CIL plugin" ] }, { "attachments": {}, "cell_type": "markdown", "id": "86998648-4e15-408d-8a72-94fdecf2ba68", "metadata": {}, "source": [ "We first load the tools we need, including the CUQIpy-CIL plugin `cuqipy_cil`:" ] }, { "cell_type": "code", "execution_count": 1, "id": "015163f6-784d-4ecb-93cf-f7d546508979", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:56:01.600272Z", "iopub.status.busy": "2024-09-11T15:56:01.600021Z", "iopub.status.idle": "2024-09-11T15:56:04.087592Z", "shell.execute_reply": "2024-09-11T15:56:04.086997Z" } }, "outputs": [], "source": [ "import cuqi\n", "import cuqipy_cil\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# For the moment, we stick to CPU only mode using astra\n", "cuqipy_cil.config.PROJECTION_BACKEND = \"astra\"\n", "cuqipy_cil.config.PROJECTION_BACKEND_DEVICE = \"cpu\"" ] }, { "attachments": {}, "cell_type": "markdown", "id": "3aa18a92-3ee1-4e03-a7c5-d341e4b53345", "metadata": {}, "source": [ "Load a CT forward model and data from testproblem, which can be configured. A fan beam test problem is also available.\n", "\n", "We stick to a fairly small image size to reduce the computational time for this demo assuming most users will be running this on a laptop with no GPU." ] }, { "cell_type": "code", "execution_count": 2, "id": "895d9c84-540c-45e2-964f-f86ee64e975f", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:56:04.090203Z", "iopub.status.busy": "2024-09-11T15:56:04.089901Z", "iopub.status.idle": "2024-09-11T15:56:04.134488Z", "shell.execute_reply": "2024-09-11T15:56:04.133931Z" } }, "outputs": [], "source": [ "A, y_data, info = cuqipy_cil.testproblem.ParallelBeam2D(\n", " im_size=(90, 90),\n", " det_count=128,\n", " angles=np.linspace(0, np.pi, 90),\n", " phantom=\"shepp-logan\"\n", ").get_components()" ] }, { "attachments": {}, "cell_type": "markdown", "id": "780b9969-cb8c-45c8-895b-d87f8402c702", "metadata": {}, "source": [ "We extract and display the exact solution image, to be reconstructed:" ] }, { "cell_type": "code", "execution_count": 3, "id": "042fd5fc-f4f0-455f-8d74-d2322b5fdb85", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:56:04.136748Z", "iopub.status.busy": "2024-09-11T15:56:04.136507Z", "iopub.status.idle": "2024-09-11T15:56:04.328295Z", "shell.execute_reply": "2024-09-11T15:56:04.327733Z" } }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x_exact = info.exactSolution\n", "x_exact.plot()" ] }, { "attachments": {}, "cell_type": "markdown", "id": "73275f90-d77a-4dce-aa1e-9da85d483f11", "metadata": {}, "source": [ "The data is a sinogram, which we can plot:" ] }, { "cell_type": "code", "execution_count": 4, "id": "d825d358-b93e-4f0a-8d77-1f35fa5e5892", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:56:04.330489Z", "iopub.status.busy": "2024-09-11T15:56:04.330260Z", "iopub.status.idle": "2024-09-11T15:56:04.490263Z", "shell.execute_reply": "2024-09-11T15:56:04.489697Z" } }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y_data.plot()" ] }, { "attachments": {}, "cell_type": "markdown", "id": "92cf60d2-235a-48d3-a4cb-e3dac710ae0b", "metadata": {}, "source": [ "Instead of loading the premade noisy sinogram from the test problem we could also have generated it ourselves by forward projecting it using the forward model (and adding noise):" ] }, { "cell_type": "code", "execution_count": 5, "id": "eed5ad86-a9c5-4969-906f-dbf9295e6760", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:56:04.492428Z", "iopub.status.busy": "2024-09-11T15:56:04.492245Z", "iopub.status.idle": "2024-09-11T15:56:04.647448Z", "shell.execute_reply": "2024-09-11T15:56:04.646904Z" } }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(A@x_exact).plot()" ] }, { "attachments": {}, "cell_type": "markdown", "id": "20c92706-b9cf-483e-a64c-4b5e54efca3a", "metadata": {}, "source": [ "# 2. Setting up and solving a Bayesian inverse problem" ] }, { "attachments": {}, "cell_type": "markdown", "id": "f745c345-79eb-4bae-93f4-8919e956e20c", "metadata": {}, "source": [ "As in previous notebooks we can set up a Bayesian model, assuming a Gaussian prior for the image and additive Gaussian noise: " ] }, { "cell_type": "code", "execution_count": 6, "id": "357c29a6-b5f1-410f-adb6-c169b1674c7a", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:56:04.649654Z", "iopub.status.busy": "2024-09-11T15:56:04.649450Z", "iopub.status.idle": "2024-09-11T15:56:04.653810Z", "shell.execute_reply": "2024-09-11T15:56:04.653263Z" } }, "outputs": [], "source": [ "x = cuqi.distribution.Gaussian(np.zeros(A.domain_dim), cov=1) # x ~ N(0, 1)\n", "y = cuqi.distribution.Gaussian(A@x, cov=0.05**2) # y ~ N(Ax, 0.05^2)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "e7df4f6a-cf70-481c-8bc2-5caf9f3d3f5d", "metadata": {}, "source": [ "From the two distributions we can either set up a JointDistribution, condition on the data and sample the posterior, or we can use the higher-level interface BayesianProblem which does all of that for us, including selecting a suitable sampler:" ] }, { "cell_type": "code", "execution_count": 7, "id": "aff8af5b-f6cb-41fb-92e4-891a42d43a3b", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:56:04.655872Z", "iopub.status.busy": "2024-09-11T15:56:04.655652Z", "iopub.status.idle": "2024-09-11T15:56:04.659709Z", "shell.execute_reply": "2024-09-11T15:56:04.659167Z" } }, "outputs": [ { "data": { "text/plain": [ "BayesianProblem with target: \n", " Posterior(\n", " Equation:\n", "\t p(x|y) ∝ L(x|y)p(x)\n", " Densities:\n", "\ty ~ CUQI Gaussian Likelihood function. Parameters ['x'].\n", " \tx ~ CUQI Gaussian.\n", " )" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "BP = cuqi.problem.BayesianProblem(y, x)\n", "BP.set_data(y=y_data)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "de5e4272-ae28-4e00-8ed7-cb5f24a8a865", "metadata": {}, "source": [ "Sample from the posterior (this will take a few minutes depending on your hardware):" ] }, { "cell_type": "code", "execution_count": 8, "id": "388f1657-dcde-4845-853b-b627ef2f7155", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:56:04.661799Z", "iopub.status.busy": "2024-09-11T15:56:04.661561Z", "iopub.status.idle": "2024-09-11T15:58:52.166909Z", "shell.execute_reply": "2024-09-11T15:58:52.166226Z" }, "tags": [ "scroll-output" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!\n", "!!! Automatic sampler selection is a work-in-progress. !!!\n", "!!! Always validate the computed results. !!!\n", "!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!\n", "\n", "!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!\n", "!!! Using samplers from cuqi.experimental.mcmc !!!\n", "!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!\n", "\n", "Using cuqi.experimental.mcmc LinearRTO sampler.\n", "burn-in: 20%\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Warmup: 100%|██████████| 60/60 [00:14<00:00, 4.13it/s]\n", "Sample: 100%|██████████| 300/300 [01:14<00:00, 4.03it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Elapsed time: 88.88283324241638\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "samples = BP.sample_posterior(300, experimental=True)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "9ce01ceb-8624-4fc4-aee9-d6f9ebe4f737", "metadata": {}, "source": [ "Analyze the samples:" ] }, { "cell_type": "code", "execution_count": 9, "id": "e6d24dcb-bc3c-450c-84f0-18774b95664a", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:58:52.169679Z", "iopub.status.busy": "2024-09-11T15:58:52.169428Z", "iopub.status.idle": "2024-09-11T15:58:52.810110Z", "shell.execute_reply": "2024-09-11T15:58:52.809573Z" } }, "outputs": [ { "data": { "image/png": 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", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "info.exactSolution.plot(); plt.title(\"Exact solution\"); plt.show()\n", "y_data.plot(); plt.title(\"Data\"); plt.show()\n", "samples.plot_mean(); plt.title(\"Posterior mean\"); plt.show()\n", "samples.plot_std(); plt.title(\"Posterior standard deviation\"); plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "id": "43366675-2cfe-46ef-b622-8e2306711d27", "metadata": {}, "source": [ "Try instead of a Gaussian prior with an edge-preserving Cauchy difference prior:" ] }, { "cell_type": "code", "execution_count": 10, "id": "fd1b5b13-1f70-4a44-a31d-b7e6cf75c410", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:58:52.812305Z", "iopub.status.busy": "2024-09-11T15:58:52.812100Z", "iopub.status.idle": "2024-09-11T15:58:52.819135Z", "shell.execute_reply": "2024-09-11T15:58:52.818634Z" } }, "outputs": [], "source": [ "x = cuqi.distribution.CMRF(location=0, scale=0.01, geometry=A.domain_geometry)\n", "y = cuqi.distribution.Gaussian(A@x, cov=0.05**2) # y ~ N(Ax, 0.05^2)" ] }, { "cell_type": "code", "execution_count": 11, "id": "d70924c2-1c2b-44e1-a0d6-9abff724bd9f", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:58:52.821152Z", "iopub.status.busy": "2024-09-11T15:58:52.820934Z", "iopub.status.idle": "2024-09-11T15:58:52.824816Z", "shell.execute_reply": "2024-09-11T15:58:52.824380Z" } }, "outputs": [ { "data": { "text/plain": [ "BayesianProblem with target: \n", " Posterior(\n", " Equation:\n", "\t p(x|y) ∝ L(x|y)p(x)\n", " Densities:\n", "\ty ~ CUQI Gaussian Likelihood function. Parameters ['x'].\n", " \tx ~ CUQI CMRF.\n", " )" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "BP_C = cuqi.problem.BayesianProblem(y, x)\n", "BP_C.set_data(y=y_data)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "d05e3cd1", "metadata": {}, "source": [ "Sampling from this posterior may take a bit longer." ] }, { "cell_type": "code", "execution_count": 12, "id": "aaf4b8cb-791f-489a-a4c5-699eccab0cbe", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:58:52.826869Z", "iopub.status.busy": "2024-09-11T15:58:52.826648Z", "iopub.status.idle": "2024-09-11T15:59:03.587289Z", "shell.execute_reply": "2024-09-11T15:59:03.586649Z" }, "tags": [ "scroll-output" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!\n", "!!! Automatic sampler selection is a work-in-progress. !!!\n", "!!! Always validate the computed results. !!!\n", "!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!\n", "\n", "!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!\n", "!!! Using samplers from cuqi.experimental.mcmc !!!\n", "!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!\n", "\n", "Using cuqi.experimental.mcmc No-U-Turn (NUTS) sampler.\n", "burn-in: 20%\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Warmup: 100%|██████████| 60/60 [00:17<00:00, 3.49it/s]\n", "Sample: 100%|██████████| 300/300 [00:49<00:00, 6.09it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Elapsed time: 66.85000872612\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "samples_C = BP_C.sample_posterior(300, experimental=True)" ] }, { "cell_type": "code", "execution_count": 13, "id": "0b20d9c4-0867-4340-9174-9c06db63758a", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:59:03.589728Z", "iopub.status.busy": "2024-09-11T15:59:03.589523Z", "iopub.status.idle": "2024-09-11T15:59:03.865110Z", "shell.execute_reply": "2024-09-11T15:59:03.864481Z" } }, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "samples_C.plot_mean(); plt.title(\"Posterior mean\"); plt.show()\n", "samples_C.plot_std(); plt.title(\"Posterior standard deviation\"); plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "id": "e5fa5a0d-f61b-4a40-8a07-152e53b1d71d", "metadata": {}, "source": [ "# 3. Reconstructing a real X-ray CT dataset using CIL" ] }, { "attachments": {}, "cell_type": "markdown", "id": "3e9e5149-f815-4a8a-8c79-ed38d4bc0dea", "metadata": {}, "source": [ "The last part of this notebook focuses on a real X-ray CT data set. The data set is of a Lotus root and is provided by the Finnish Inverse Problems Society. We will first show how to load in and explore this data and set it up for reconstruction using CIL (without CUQIpy). Afterwards it will be shown how to wrap this into CUQIpy and then the task is to carry out some UQ analysis for this data using CUQIpy.\n", "\n", "We first load the tools we are going to need:" ] }, { "cell_type": "code", "execution_count": 14, "id": "e8a45e03-2b09-4f8f-a38c-f2c0d632cd64", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:59:03.867559Z", "iopub.status.busy": "2024-09-11T15:59:03.867315Z", "iopub.status.idle": "2024-09-11T15:59:03.976100Z", "shell.execute_reply": "2024-09-11T15:59:03.975629Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\nabr\\anaconda3\\envs\\cil\\Lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] } ], "source": [ "import scipy\n", "import numpy as np\n", "from cil.framework import AcquisitionData, AcquisitionGeometry\n", "from cil.utilities.display import show2D, show_geometry\n", "from cil.recon import FDK\n", "from cil.plugins.astra.processors import FBP\n", "from cil.processors import Binner\n", "from cil.plugins.astra import ProjectionOperator\n", "from cil.optimisation.algorithms import CGLS" ] }, { "attachments": {}, "cell_type": "markdown", "id": "f3981c7a-ae0f-4526-8e56-0293580aab04", "metadata": {}, "source": [ "Go to https://zenodo.org/record/1254204/ and download the file sinogram.mat to the same directory as this notebook. This is an X-ray data set of a Lotus root, see https://arxiv.org/pdf/1609.07299.pdf for details.\n", "\n", "The data can be loaded and cropped according to instructions in the original code accompanying the data:" ] }, { "cell_type": "code", "execution_count": 15, "id": "a590af88-34c0-48c6-b530-14ce62bd1c0a", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:59:03.978510Z", "iopub.status.busy": "2024-09-11T15:59:03.978197Z", "iopub.status.idle": "2024-09-11T15:59:04.027882Z", "shell.execute_reply": "2024-09-11T15:59:04.027299Z" } }, "outputs": [], "source": [ "sinogram = scipy.io.loadmat('sinogram.mat')['sinogram'].T\n", "sinogram = sinogram.astype('float32')\n", "sinogram = sinogram[0:360, 0:2221]" ] }, { "cell_type": "code", "execution_count": 16, "id": "7d4c7a66-3c3a-4075-8a1c-d3dc73f428ec", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:59:04.030357Z", "iopub.status.busy": "2024-09-11T15:59:04.030158Z", "iopub.status.idle": "2024-09-11T15:59:04.033658Z", "shell.execute_reply": "2024-09-11T15:59:04.033222Z" } }, "outputs": [ { "data": { "text/plain": [ "(360, 2221)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sinogram.shape" ] }, { "attachments": {}, "cell_type": "markdown", "id": "e27e100d-78e6-4581-97e7-f615188511e7", "metadata": {}, "source": [ "The parameters needed to specify the scan geometry are provided in the orignal code `Lotus_FBP.m`" ] }, { "cell_type": "code", "execution_count": 17, "id": "330d4bd9-52d1-4e5a-bb61-93594e8df4cf", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:59:04.035722Z", "iopub.status.busy": "2024-09-11T15:59:04.035487Z", "iopub.status.idle": "2024-09-11T15:59:04.038201Z", "shell.execute_reply": "2024-09-11T15:59:04.037758Z" } }, "outputs": [], "source": [ "num_angles = sinogram.shape[0]\n", "num_dets = sinogram.shape[1]\n", "source_center = 54\n", "source_detector = 63\n", "det_pixel_size = 12/2240" ] }, { "attachments": {}, "cell_type": "markdown", "id": "14c20efa-7819-44df-8557-08ae6f3f0dc5", "metadata": {}, "source": [ "We specify the projection angles:" ] }, { "cell_type": "code", "execution_count": 18, "id": "ebaf0553-5a9f-4636-a0b0-c576755fc99d", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:59:04.040373Z", "iopub.status.busy": "2024-09-11T15:59:04.040022Z", "iopub.status.idle": "2024-09-11T15:59:04.042713Z", "shell.execute_reply": "2024-09-11T15:59:04.042248Z" } }, "outputs": [], "source": [ "angles = np.linspace(0, 360, num_angles, endpoint=False)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "9497898a-4f25-46a9-9bac-51cdaea08583", "metadata": {}, "source": [ "We create using CIL commands the `AcquisitionGeometry` representing the scan geometry:" ] }, { "cell_type": "code", "execution_count": 19, "id": "d7fd4524-5f6b-478c-ac1b-d586cb15b648", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:59:04.045002Z", "iopub.status.busy": "2024-09-11T15:59:04.044560Z", "iopub.status.idle": "2024-09-11T15:59:04.047590Z", "shell.execute_reply": "2024-09-11T15:59:04.047172Z" } }, "outputs": [], "source": [ "ag_full = (\n", " AcquisitionGeometry.create_Cone2D(\n", " source_position=[0, -source_center],\n", " detector_position=[0, source_detector - source_center],\n", " )\n", " .set_panel(num_pixels=num_dets, pixel_size=det_pixel_size)\n", " .set_angles(angles=-angles, angle_unit=\"degree\")\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "fbdeb419-3d25-4f3a-bbd4-0d9eba6bd8ee", "metadata": {}, "source": [ "And put it in the CIL data structure `AcquisitionData`:" ] }, { "cell_type": "code", "execution_count": 20, "id": "dd6b00df-e1d5-4b84-a8f9-da1144be0918", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:59:04.049749Z", "iopub.status.busy": "2024-09-11T15:59:04.049418Z", "iopub.status.idle": "2024-09-11T15:59:04.052117Z", "shell.execute_reply": "2024-09-11T15:59:04.051678Z" } }, "outputs": [], "source": [ "data_full = AcquisitionData(sinogram, geometry=ag_full)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "cf24240b-e050-4166-9bcb-640eae2119f4", "metadata": {}, "source": [ "We can take a look at the data by the CIL plot show2D:" ] }, { "cell_type": "code", "execution_count": 21, "id": "c5281835-dc42-46ee-8c3a-5cedb8028787", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:59:04.054135Z", "iopub.status.busy": "2024-09-11T15:59:04.053958Z", "iopub.status.idle": "2024-09-11T15:59:04.569629Z", "shell.execute_reply": "2024-09-11T15:59:04.569148Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "show2D(data_full)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "8bfef217-9c28-48e7-bdcd-54223b6fd8c7", "metadata": {}, "source": [ "We can take a look at the scan geometry using a CIL plot:" ] }, { "cell_type": "code", "execution_count": 22, "id": "ef583793-7db5-4d41-920b-12ad51343c03", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:59:04.573258Z", "iopub.status.busy": "2024-09-11T15:59:04.573031Z", "iopub.status.idle": "2024-09-11T15:59:04.889053Z", "shell.execute_reply": "2024-09-11T15:59:04.888571Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "show_geometry(ag_full)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "183b2e15-3d75-41e3-bb95-713fc14ef198", "metadata": {}, "source": [ "Before proceeding we provide the opportunity to downsample the data to make experiments run faster. Choose an integer factor for the angles and the horizontal detector pixel dimensions:" ] }, { "cell_type": "code", "execution_count": 23, "id": "b5daed96-d947-4177-af3e-4e3f4fec56cf", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:59:04.891273Z", "iopub.status.busy": "2024-09-11T15:59:04.891045Z", "iopub.status.idle": "2024-09-11T15:59:04.893647Z", "shell.execute_reply": "2024-09-11T15:59:04.893179Z" } }, "outputs": [], "source": [ "ds_angle = 1\n", "ds_horizontal = 10" ] }, { "cell_type": "code", "execution_count": 24, "id": "1ebd646c-6a74-49d7-911c-ddad63cf47f9", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:59:04.895791Z", "iopub.status.busy": "2024-09-11T15:59:04.895401Z", "iopub.status.idle": "2024-09-11T15:59:04.912196Z", "shell.execute_reply": "2024-09-11T15:59:04.911627Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of dimensions: 2\n", "Shape: (360, 222)\n", "Axis labels: ('angle', 'horizontal')\n", "\n" ] } ], "source": [ "data = Binner(roi={'angle':(0,360,ds_angle),'horizontal':(0,2221,ds_horizontal)})(data_full)\n", "print(data)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "8e90a35b-67bc-42f9-bdf7-8a8fddc1a48e", "metadata": {}, "source": [ "We extract the acquisition geometry of the downsampled data and can specify the corresponding geometry of the image to be reconstructed onto, here the default choice:" ] }, { "cell_type": "code", "execution_count": 25, "id": "2731d240-9484-4211-945b-75204caee9a4", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:59:04.914443Z", "iopub.status.busy": "2024-09-11T15:59:04.914076Z", "iopub.status.idle": "2024-09-11T15:59:04.918206Z", "shell.execute_reply": "2024-09-11T15:59:04.917675Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2D Cone-beam tomography\n", "System configuration:\n", "\tSource position: [ 0., -54.]\n", "\tRotation axis position: [0., 0.]\n", "\tDetector position: [-2.67857143e-03, 9.00000000e+00]\n", "\tDetector direction x: [1., 0.]\n", "Panel configuration:\n", "\tNumber of pixels: [222 1]\n", "\tPixel size: [0.05357143 0.00535714]\n", "\tPixel origin: bottom-left\n", "Channel configuration:\n", "\tNumber of channels: 1\n", "Acquisition description:\n", "\tNumber of positions: 360\n", "\tAngles 0-9 in degrees: [-0., -1., -2., -3., -4., -5., -6., -7., -8., -9.]\n", "\tAngles 350-359 in degrees: [-350., -351., -352., -353., -354., -355., -356., -357., -358., -359.]\n", "\tFull angular array can be accessed with acquisition_data.geometry.angles\n", "Distances in units: units distance\n" ] } ], "source": [ "ag = data.geometry\n", "print(ag)" ] }, { "cell_type": "code", "execution_count": 26, "id": "21d98af8-ff34-4d64-abed-ea1fc2dca144", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:59:04.920404Z", "iopub.status.busy": "2024-09-11T15:59:04.920008Z", "iopub.status.idle": "2024-09-11T15:59:04.923452Z", "shell.execute_reply": "2024-09-11T15:59:04.922907Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of channels: 1\n", "channel_spacing: 1.0\n", "voxel_num : x222,y222\n", "voxel_size : x0.04591836734693878,y0.04591836734693878\n", "center : x0,y0\n", "\n" ] } ], "source": [ "ig = ag.get_ImageGeometry()\n", "print(ig)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "b02695cb-5c4f-4394-91c2-44de91e4b7a1", "metadata": {}, "source": [ "Now we can use CIL reconstruction tools. We specify the CIL forward model and use the CGLS algorithm for a basic early-stopping least squares reconstruction:" ] }, { "cell_type": "code", "execution_count": 27, "id": "137d2b57-db50-4857-8386-abb4a0b3d481", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:59:04.925607Z", "iopub.status.busy": "2024-09-11T15:59:04.925244Z", "iopub.status.idle": "2024-09-11T15:59:04.944226Z", "shell.execute_reply": "2024-09-11T15:59:04.943751Z" } }, "outputs": [], "source": [ "AP = ProjectionOperator(ig, ag, device='cpu')" ] }, { "cell_type": "code", "execution_count": 28, "id": "8cd83d07-dba4-41dc-925f-039855f4b835", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:59:04.946370Z", "iopub.status.busy": "2024-09-11T15:59:04.946011Z", "iopub.status.idle": "2024-09-11T15:59:05.165966Z", "shell.execute_reply": "2024-09-11T15:59:05.165444Z" } }, "outputs": [], "source": [ "cgls = CGLS(operator=AP, data=data, tolerance=-1, max_iteration=1000)" ] }, { "cell_type": "code", "execution_count": 29, "id": "925d0c24-ba56-442b-bfac-21a2d764db97", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:59:05.168179Z", "iopub.status.busy": "2024-09-11T15:59:05.167801Z", "iopub.status.idle": "2024-09-11T15:59:11.677946Z", "shell.execute_reply": "2024-09-11T15:59:11.677433Z" }, "tags": [ "scroll-output" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 30/30 [00:11<00:00, 2.53it/s, objective=64.8] \n" ] } ], "source": [ "cgls.run(30)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "5fe98fce-31ed-4492-a698-4b50d377a0ac", "metadata": {}, "source": [ "We can show the reconstruction, which is held in the reconstruction algorithm's `solution` attribute, using the CIL `show2D` plot:" ] }, { "cell_type": "code", "execution_count": 30, "id": "ff6a2ae7-fa8a-49ec-a9ca-66b117efa9db", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:59:11.680144Z", "iopub.status.busy": "2024-09-11T15:59:11.679919Z", "iopub.status.idle": "2024-09-11T15:59:11.973504Z", "shell.execute_reply": "2024-09-11T15:59:11.972946Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "show2D(cgls.solution)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "b37423d0-1ed9-4e8b-9765-8c9d0d66d5e6", "metadata": {}, "source": [ "# 4. Wrapping the real data into CUQIpy" ] }, { "attachments": {}, "cell_type": "markdown", "id": "8b5d5c70-4ecb-4159-9480-e6ba114aaa5e", "metadata": {}, "source": [ "The previous section demonstrated how to reconstruct the data using CIL. This section explores how to run UQ on it using CUQIpy. We need a few CUQIpy tools:" ] }, { "cell_type": "code", "execution_count": 31, "id": "40575b21-90a1-4c5e-9860-bbafe7920470", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:59:11.975926Z", "iopub.status.busy": "2024-09-11T15:59:11.975717Z", "iopub.status.idle": "2024-09-11T15:59:11.978349Z", "shell.execute_reply": "2024-09-11T15:59:11.977914Z" } }, "outputs": [], "source": [ "from cuqipy_cil.model import CILModel\n", "from cuqi.array import CUQIarray" ] }, { "attachments": {}, "cell_type": "markdown", "id": "839d8bbf-e5d8-4594-aa3a-d6903469d3f5", "metadata": {}, "source": [ "The CIL acquisition and image geometry fully specify the imaging setup and we can create a CUQIpy CIL forward model directly from these:" ] }, { "cell_type": "code", "execution_count": 32, "id": "09a9dee9-6d35-4504-91e3-4e5c592463fc", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:59:11.980358Z", "iopub.status.busy": "2024-09-11T15:59:11.980182Z", "iopub.status.idle": "2024-09-11T15:59:11.998430Z", "shell.execute_reply": "2024-09-11T15:59:11.997937Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CUQI CILModel: Image2D(49284,) -> Image2D(79920,).\n", " Forward parameters: ['x'].\n" ] } ], "source": [ "model = CILModel(ag, ig)\n", "print(model)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "93a82049-2a25-4b12-b9d9-ea1ddcbe0d6e", "metadata": {}, "source": [ "Instead of using CIL data structures for the sinogram data we need to use the CUQIpy data structure CUQIarray, where we provide its geometry from the model's range geometry:" ] }, { "cell_type": "code", "execution_count": 33, "id": "6dcff2a4-5ed6-4226-a75e-37529034153e", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:59:12.000578Z", "iopub.status.busy": "2024-09-11T15:59:12.000213Z", "iopub.status.idle": "2024-09-11T15:59:12.004055Z", "shell.execute_reply": "2024-09-11T15:59:12.003623Z" } }, "outputs": [ { "data": { "text/plain": [ "CUQIarray: NumPy array wrapped with geometry.\n", "---------------------------------------------\n", "\n", "Geometry:\n", " Image2D(79920,)\n", "\n", "Parameters:\n", " True\n", "\n", "Array:\n", "CUQIarray([0.05546827, 0.05233207, 0.05633232, ..., 0.0506965 ,\n", " 0.05168361, 0.04902546], dtype=float32)" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_cuqi = CUQIarray(data.as_array().ravel(), is_par=True, geometry=model.range_geometry)\n", "data_cuqi" ] }, { "attachments": {}, "cell_type": "markdown", "id": "ba5826c3-99b0-474d-9dd9-6792b2b1e4b8", "metadata": {}, "source": [ "We now have all we need to start using CUQIpy for UQ analyzing the data. To demonstrate this, we can see if the CUQIpy plotting is available for the data_cuqi:" ] }, { "cell_type": "code", "execution_count": 34, "id": "983ee89f-644e-4022-bfa8-bb671dd403b0", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:59:12.006264Z", "iopub.status.busy": "2024-09-11T15:59:12.005900Z", "iopub.status.idle": "2024-09-11T15:59:12.148519Z", "shell.execute_reply": "2024-09-11T15:59:12.148002Z" } }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data_cuqi.plot()" ] }, { "attachments": {}, "cell_type": "markdown", "id": "36036a6c-7b91-4fa3-ac5f-0278c699e5d7", "metadata": {}, "source": [ "As we hoped, this works and gives an Image2D type plot of the sinogram." ] }, { "attachments": {}, "cell_type": "markdown", "id": "575231aa-3793-40d2-9597-55a9b939fbe3", "metadata": {}, "source": [ "We can check that the CUQIpy forward model is working, for example by applying its adjoint operation (corresponding to backprojection) onto the CUQIarray holding the sinogram:" ] }, { "cell_type": "code", "execution_count": 35, "id": "94ca5fda-3ef3-4bbc-8953-0f5a788e050b", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:59:12.150900Z", "iopub.status.busy": "2024-09-11T15:59:12.150455Z", "iopub.status.idle": "2024-09-11T15:59:12.263864Z", "shell.execute_reply": "2024-09-11T15:59:12.263423Z" } }, "outputs": [ { "data": { "text/plain": [ "CUQIarray: NumPy array wrapped with geometry.\n", "---------------------------------------------\n", "\n", "Geometry:\n", " Image2D(49284,)\n", "\n", "Parameters:\n", " True\n", "\n", "Array:\n", "CUQIarray([9.061228, 9.090968, 9.260093, ..., 9.96744 , 9.9063 ,\n", " 9.854515], dtype=float32)" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_backprojected = model.T@data_cuqi\n", "data_backprojected" ] }, { "attachments": {}, "cell_type": "markdown", "id": "120794b6-4ea0-42b2-bae7-bb0284978ad7", "metadata": {}, "source": [ "And plot the results:" ] }, { "cell_type": "code", "execution_count": 36, "id": "048422fb-438d-43d2-a6b7-0dd5ea72a22b", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:59:12.266066Z", "iopub.status.busy": "2024-09-11T15:59:12.265691Z", "iopub.status.idle": "2024-09-11T15:59:12.429074Z", "shell.execute_reply": "2024-09-11T15:59:12.428611Z" } }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data_backprojected.plot()" ] }, { "attachments": {}, "cell_type": "markdown", "id": "710e1bb2-303a-4574-953a-836c7052e6d5", "metadata": {}, "source": [ "As expected a plain backprojection of the sinogram gives a blurry image in the reconstruction domain." ] }, { "attachments": {}, "cell_type": "markdown", "id": "a01601d6-d305-45e7-8ef2-1d1076d15f32", "metadata": {}, "source": [ "## 5. Open-ended exploration" ] }, { "attachments": {}, "cell_type": "markdown", "id": "f0619de2-e7bb-426f-a4f8-9cea38362f17", "metadata": {}, "source": [ "With the tools in place, you can now explore UQ analysis of the data set, by use of the CUQIpy tools you have met so far." ] }, { "attachments": {}, "cell_type": "markdown", "id": "9937a21f-c31c-43e5-8a17-9c73eb1f85d3", "metadata": {}, "source": [ "### Ideas for exploration:\n", "\n", "(Can be either for the test problem or the real data)\n", "\n", "1. Set up a few-projection case, for example 40 projections (over 180 degrees for parallel-beam or 360 degrees for fan-beam). Explore different priors.\n", "2. Set up a limited angle case, for example instead of full 180-degree data, use 135, 90 or even 45 degree data, and explore different the effect of different priors on the solution and its uncertainty.\n", "3. Try with a smooth phantom instead of a piecewise constant (test problem only)\n", "4. Infer noise level and/or prior precision through Gibbs." ] }, { "cell_type": "code", "execution_count": 37, "id": "04c46e06", "metadata": { "execution": { "iopub.execute_input": "2024-09-11T15:59:12.431252Z", "iopub.status.busy": "2024-09-11T15:59:12.431070Z", "iopub.status.idle": "2024-09-11T15:59:12.433414Z", "shell.execute_reply": "2024-09-11T15:59:12.432975Z" } }, "outputs": [], "source": [ "# Your code here\n", "\n", "\n", "\n" ] } ], "metadata": { "kernelspec": { "display_name": "cil", "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": "3.12.5" } }, "nbformat": 4, "nbformat_minor": 5 }