tomography/xdesign

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docs/source/demos/WetCircles.ipynb

Summary

Maintainability
Test Coverage
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy.spatial import Delaunay\n",
    "import matplotlib.pyplot as plt\n",
    "from xdesign import *\n",
    "from skimage.exposure import adjust_gamma, rescale_intensity\n",
    "\n",
    "\n",
    "def rescale(reconstruction, hi):\n",
    "    I = rescale_intensity(reconstruction, out_range=(0., 1.))\n",
    "    return adjust_gamma(I, 1, hi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/user/python/venvs/py373/lib/python3.7/site-packages/xdesign/phantom.py:368: RuntimeWarning: Reached termination criteria of 500 attempts before adding all of the circles.\n",
      "  kTERM_CRIT), RuntimeWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wet = WetCircles()\n",
    "sidebyside(wet, size=200)\n",
    "plt.savefig('Wet_sidebyside.png', dpi='figure',\n",
    "        orientation='landscape', papertype=None, format=None,\n",
    "        transparent=True, bbox_inches='tight', pad_inches=0.0,\n",
    "        frameon=False)\n",
    "plt.show(block=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#sx, sy = 100, 100\n",
    "#sino, prb = sinogram(sx, sy, wet)\n",
    "#wet.material = material.Material()\n",
    "NPIXEL = 100\n",
    "angles = np.linspace(0, np.pi, NPIXEL, endpoint=False),\n",
    "positions = np.linspace(0, 1, NPIXEL, endpoint=False) - 0.5 + 1/NPIXEL/2\n",
    "theta, h = np.meshgrid(angles, positions)\n",
    "probe = Probe(size=1/NPIXEL)\n",
    "sino = probe.measure(wet, theta, h)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 8))\n",
    "plt.imshow(np.reshape(sino, (NPIXEL, NPIXEL)), cmap='gray', interpolation='nearest')\n",
    "plt.show(block=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[##########] 100.00%\n",
      "[##########] 100.00%\n",
      "[##########] 100.00%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gmin = [-0.5, -0.5]\n",
    "gsize = [1, 1]\n",
    "hi = 1\n",
    "niter = 20\n",
    "# Reconstruct object.\n",
    "init = 1e-12 * np.ones((NPIXEL, NPIXEL))\n",
    "rec_art = art(gmin, gsize, sino, theta, h, init, niter)\n",
    "rec_art = rescale(np.rot90(rec_art)[::-1], hi)\n",
    "plt.figure(figsize=(8, 8))\n",
    "plt.imshow(rec_art, cmap='gray', interpolation='none')\n",
    "plt.title('ART')\n",
    "\n",
    "init = 1e-12 * np.ones((NPIXEL, NPIXEL))\n",
    "rec_sirt = sirt(gmin, gsize, sino, theta, h, init, niter)\n",
    "rec_sirt = rescale(np.rot90(rec_sirt)[::-1], hi)\n",
    "plt.figure(figsize=(8, 8))\n",
    "plt.imshow(rec_sirt, cmap='gray', interpolation='none')\n",
    "plt.title('SIRT')\n",
    "\n",
    "init = 1e-12 * np.ones((NPIXEL, NPIXEL))\n",
    "rec_mlem = mlem(gmin, gsize, sino, theta, h, init, niter)\n",
    "rec_mlem = rescale(np.rot90(rec_mlem)[::-1], hi)\n",
    "plt.figure(figsize=(8, 8))\n",
    "plt.imshow(rec_mlem, cmap='gray', interpolation='none')\n",
    "plt.title('MLEM')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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