tomopy/tomopy

View on GitHub
doc/source/ipynb/tomopy.ipynb

Summary

Maintainability
Test Coverage
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reconstruction with TomoPy\n",
    "\n",
    "Here is an example of how to use the gridrec <cite data-cite=\"Dowd:99\">(Dowd, 2019)</cite> reconstruction\n",
    "algorithm with [TomoPy](https://tomopy.readthedocs.io/en/latest) <cite data-cite=\"Gursoy:14a\">(Gursoy, 2014)</cite>.\n",
    "\n",
    "First [install](https://tomopy.readthedocs.io/en/latest/install.html) TomoPy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tomopy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tomographic data input in TomoPy is supported by [DXchange](https://dxchange.readthedocs.io)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import dxchange"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Matplotlib](https://matplotlib.org/) provides plotting of the result in this notebook. [Paraview](https://www.paraview.org) or other tools are available for more sophisticated 3D rendering."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import and activate Python's built in logging module if desired. It may print something helpful."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import logging\n",
    "logging.basicConfig(level=logging.INFO)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This [data set](https://github.com/tomopy/tomopy/blob/master/source/tomopy/data/tooth.h5) file format follows the [APS](http://www.aps.anl.gov) beamline [2-BM and 32-ID](https://www1.aps.anl.gov/Imaging) [data-exchange](https://dxfile.readthedocs.io) definition. Other file format readers for other synchrotrons are also available with [DXchange](https://dxchange.readthedocs.io/en/latest/source/api/dxchange.exchange.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:dxchange.reader:Data successfully imported: /home/dching/Documents/tomopy/source/tomopy/data/tooth.h5\n",
      "INFO:dxchange.reader:Data successfully imported: /home/dching/Documents/tomopy/source/tomopy/data/tooth.h5\n",
      "INFO:dxchange.reader:Data successfully imported: /home/dching/Documents/tomopy/source/tomopy/data/tooth.h5\n",
      "INFO:dxchange.reader:Data successfully imported: /home/dching/Documents/tomopy/source/tomopy/data/tooth.h5\n"
     ]
    }
   ],
   "source": [
    "proj, flat, dark, theta = dxchange.read_aps_32id(\n",
    "    fname='../../../source/tomopy/data/tooth.h5',\n",
    "    sino=(0, 2),  # Select the sinogram range to reconstruct.\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the sinogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(proj[:, 0, :])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If the angular information is not avaialable from the raw data you need to set the data collection angles. In this case, `theta` is set as equally spaced between 0-180 degrees."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "if theta is None:\n",
    "    theta = tomopy.angles(proj.shape[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Perform the flat-field correction of raw data: $$ \\frac{proj - dark} {flat - dark} $$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "proj = tomopy.normalize(proj, flat, dark)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculate $ -log(proj) $ to linearize transmission tomography data.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "proj = tomopy.minus_log(proj)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tomopy provides various methods (<cite data-cite=\"Donath:06\">Donath:06</cite>, <cite data-cite=Vo:14>Vo:14</cite>,\n",
    "<cite data-cite=\"Guizar:08\">Guizar:08</cite>) to [find the rotation center](http://tomopy.readthedocs.io/en/latest/api/tomopy.recon.rotation.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tomopy.recon.rotation:Trying rotation center: [290.]\n",
      "INFO:tomopy.recon.rotation:Function value = 2.014651\n",
      "INFO:tomopy.recon.rotation:Trying rotation center: [304.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reconstructing 1 slice groups with 1 master threads...\n",
      "Reconstructing 1 slice groups with 1 master threads...\n",
      "Reconstructing 1 slice groups with 1 master threads...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tomopy.recon.rotation:Function value = 2.076837\n",
      "INFO:tomopy.recon.rotation:Trying rotation center: [275.5]\n",
      "INFO:tomopy.recon.rotation:Function value = 2.259117\n",
      "INFO:tomopy.recon.rotation:Trying rotation center: [297.25]\n",
      "INFO:tomopy.recon.rotation:Function value = 1.920647\n",
      "INFO:tomopy.recon.rotation:Trying rotation center: [304.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reconstructing 1 slice groups with 1 master threads...\n",
      "Reconstructing 1 slice groups with 1 master threads...\n",
      "Reconstructing 1 slice groups with 1 master threads...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tomopy.recon.rotation:Function value = 2.076837\n",
      "INFO:tomopy.recon.rotation:Trying rotation center: [293.625]\n",
      "INFO:tomopy.recon.rotation:Function value = 1.939667\n",
      "INFO:tomopy.recon.rotation:Trying rotation center: [300.875]\n",
      "INFO:tomopy.recon.rotation:Function value = 1.997986\n",
      "INFO:tomopy.recon.rotation:Trying rotation center: [295.4375]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reconstructing 1 slice groups with 1 master threads...\n",
      "Reconstructing 1 slice groups with 1 master threads...\n",
      "Reconstructing 1 slice groups with 1 master threads...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tomopy.recon.rotation:Function value = 1.908336\n",
      "INFO:tomopy.recon.rotation:Trying rotation center: [293.625]\n",
      "INFO:tomopy.recon.rotation:Function value = 1.939667\n",
      "INFO:tomopy.recon.rotation:Trying rotation center: [296.34375]\n",
      "INFO:tomopy.recon.rotation:Function value = 1.906685\n",
      "INFO:tomopy.recon.rotation:Trying rotation center: [297.25]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reconstructing 1 slice groups with 1 master threads...\n",
      "Reconstructing 1 slice groups with 1 master threads...\n",
      "Reconstructing 1 slice groups with 1 master threads...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tomopy.recon.rotation:Function value = 1.920647\n",
      "INFO:tomopy.recon.rotation:Trying rotation center: [295.890625]\n",
      "INFO:tomopy.recon.rotation:Function value = 1.906942\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reconstructing 1 slice groups with 1 master threads...\n"
     ]
    }
   ],
   "source": [
    "rot_center = tomopy.find_center(proj, theta, init=290, ind=0, tol=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Reconstruct using the gridrec algorithm. Tomopy provides various [reconstruction](http://tomopy.readthedocs.io/en/latest/api/tomopy.recon.algorithm.html) and provides wrappers for other libraries such as the [ASTRA toolbox](https://sourceforge.net/p/astra-toolbox/wiki/Home/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reconstructing 2 slice groups with 2 master threads...\n"
     ]
    }
   ],
   "source": [
    "recon = tomopy.recon(proj, theta, center=rot_center, algorithm='gridrec', sinogram_order=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Mask each reconstructed slice with a circle."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "recon = tomopy.circ_mask(recon, axis=0, ratio=0.95)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(recon[0, :, :])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:tomopy]",
   "language": "python",
   "name": "conda-env-tomopy-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}