{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Quantitative Analysis"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " In this tutorial, we'll make use of a ground truth phantom and corresponding projection data obtained using SIMIND. We'll use attenuation correction, PSF correction, scatter correction, and priors to compare the reconstruction of SIMIND SPECT simulation data to the corresponding ground truth phantom."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import torch\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pytomography\n",
    "from pytomography.algorithms import OSEMBSR\n",
    "from pytomography.priors import RelativeDifferencePrior\n",
    "from pytomography.metadata import PSFMeta\n",
    "from pytomography.transforms import SPECTAttenuationTransform, SPECTPSFTransform\n",
    "from pytomography.projections import SystemMatrix\n",
    "from pytomography.callbacks import CallBack\n",
    "from pytomography.io import simind_CT_to_data, simind_projections_to_data, simind_MEW_to_data\n",
    "from scipy.ndimage import zoom\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the device used in pytomography, and the path where you saved the files (you will need to modify path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "pytomography.device = device\n",
    "path = '/home/gpuvmadm/PyTomography/test_files/quantitative' "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 1: Setting Up The Phantom"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Firstly, we'll open the ground truth phantom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(196870144,)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "GT = np.fromfile(os.path.join(path,'body1_Lu177_T2.bin'), dtype=np.float32)\n",
    "GT.shape"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll need to reshape it into a 3D array. In this case, I know that the shape of the phantom is (751x512x512) because I created it as such."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "GT = GT.reshape((751,512,512))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we should make sure the axes align with pytomography standards (`axis=0` is x, `axis=1` is y, and `axis=2` is z). The data was saved in the opposite order, so I need to transpose it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "GT = np.transpose(GT, (2,1,0))\n",
    "GT = np.pad(GT, ((0,0),(0,0),(8,8)))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can plot it. Let's look at a $x-z$ maximum intensity projection of the phantom."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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33nhDTz/9tIrFog4ePKi77rpLP/nJT/TDH/7Q0fHRAwG8Ksn8ddf3xzt16tSYKUwmkzEzfKmkefPm6ac//alqamq0dOlSvfXWW3rwwQfV2dlpexwCBAixbDY7ZQ9k7ty5qqmpUU9Pz5jHe3p61NTUVPFr5s+fr+nTp6um5oM1tJ/+9KeVz+c1NDSk2tpaW8fHFAbwysceiB21tbVaunSpurq6yo+VSiV1dXWptbW14td86Utf0uuvv65S6YPS6bXXXtP8+fNth4dEgACx0NHRod27d+vnP/+5jh8/rptuukl9fX1av369JGnt2rXavHlzef+bbrpJ//nPf3Trrbfqtdde04EDB3Tffffp5ptvdvS8TGEArxxWDLbHdGD16tU6c+aMtm7dqnw+ryVLlujQoUPlxurJkyeVTn9QL+RyOf3ud7/Txo0bdcUVV2jBggW69dZbdccddzh63kSvA1ms5Y6/5m/6iw9HgrBwtQ7k/8qfdSCX2l8HEpREVSBuAmOiMQgSlPl4FSbsEhEgJoKj0piECCSFYgoTlFgHiB/BUWl8giQ8TuuEFqo56MNIDN+vwpzWCb+foiK/w2P8c1Xz+VBZUL9rKsn8JdyITGFieRk3qJOZEAmHwIIkgXwNkCD+IYM+ialGwqGqv3sln7YI8C1ARv8DVusfM0wnLkGCJIjlFCZMCJHgVK0KCXgpe5B8CZAkTl0mQzWCuIpFBRKVkzMqxxknVXkxS3AFYnwdCB3wybF2JIYSvBLVaAVCeNhHNYI4iPxK1CifiEEth5/oZ0ZV5BJL2b2j+nBn9MnsxwnsJGB5fw+cinQFEuXqoxITlYHXn0kcQ8T398dQgXhD9eEvO43XuIUpoiHSFUjSEBKTW6jmCV/MfK1CLJm/amLrNl/B83wVJgnvtk2SuE1f4C8qEMCrBPdAPFUg9D7iJe7Vh2+/rwleiRrJpexMX8yLe3jAH0xhAK9Yyu4/pjvh9Df9JVHVB7+HZrmuQPiHiLY4hkZgv5M0UaOD/od3cQwPJ3jxM4ceSEIkPTTGM7qwLMEViKsAcZvgXv/RqD6cIzjgJyqQGCM8qoSrMEDyGOuF8MFS9nn9odPAqg6qD3v4ffSGKQzgVYKbqExhYojqA9XiKECCLPe4AmMP4eGc599rPtoScUB4oNoIkJggPLzxVIUk+O38gTRRfb/JbYIQHAiS7QDhclf4EB4hkeCrMFzGjSCCA2FBgEQM4eEf11V2gpeyEyARQniEVIKnMFyFAeAaFUhEmKo+Tv/+hK39FrY1G3m+agm0yT/yZjrTY0YAFUgEVDs8RvZ1sj+SKbAKJGlrQUaHgN1l+SZ7Hm7DYPTXRa0qqRqaqPDT+CAY+ftEQRKG4JhqLMIEEgHiu8nCgKsqMcFVGPghzgFBjwRSwAES1+XxYfmwpmqc4ISIeDMdvDvQ/b/Lf17Y2hzcgQTg9O9PJLsnQhMVTo0OjPFOd58o/zkpYZL4EEmolGVZlq0dUynfDsLu5dyg70o2WWhMJaggqfYUI6gQMTUdtnk6SJJ6e3vV0NAgPS6p3sjTf6Bf0nekQqGgbDZreHBzaKLa5CU8koSeSLIwhZmEydA43X2C6UxccRkX48Wl4ghsSkElkggESAVxCY8RiaoGgmDJ/B3Z7bdiAsUUZpS4BUfQEjeVSaBIVSB+Ls6Ke3hwIvsowQvJIhUgfol7eIwgRHxCgCRXUsJjxMK25qoGCc3UeItcgJicxiQtPEajGjGIj7aE35KyBgTJktirMEmuPkYsbGtmimFERpLpt3pYkt4zPKZ5VCBVEObqg6kMvIhkBfI3/SXwN9bFCZWIR6l6KWX4tThVUhQqkEgGiFfVnL5Uu/rY/8LTY/5+9bJrbH2dnyHCgrL4CjxAqn1n9jDcKcwv48Nj5DG7IQKX0vVS2nAFki5J+n9mx/RB4nogo2/2EyeVwsPO/xuNKsGlVL2Umml4M32DEX9ENkDcVBJxrj5MoA8CpwKfwlRTXKsPE/wMj9hXNqmZUqrG8JjRWMse2QpEclZRBFF9VLOBmuQ+R1zv7h8Fka9A7FzSTcrU5epl17i+CgMP0jOktOFTKX3B7Hg+iXyAYCwCA9UUiwCZqApJSuVhgl/rQGLf/5De74EYPpVSVCC2nNYJI2tBwhYWYV6+DpgSeIAAkZeql1LTDY953ux4PiFAUGZyGpOIqcuI1AwpXWt4zCGz4/kk0pdxwyrp05eq3vGMS7iBogLBGLwz14XUTCllugIxPCXyCRWIYXGoPtxWENW+3yqCRwWCipxWIokOjlS9lMoYHjMapyYVCCZkNxQSHR4JF4oAqVYjLA7Ti2obmZZMtiVeut6fzaGdO3equblZdXV1amlp0ZEjR2x93d69e5VKpXT11Vc7fs5QBEhcEFAIyr59+9TR0aHOzk4dO3ZMixcvVnt7u95+++1Jv+7EiRP63ve+p6uuusrV8xIggFchuKHQww8/rOuvv17r16/XZz7zGe3atUv19fV64oknJvyaYrGob33rW/rBD36gj33sY66+9Wh0agxa2Nocq/uCVLrbGG+oq7aa9zfTY0q9vb1jHs1kMspkxjZsh4aGdPToUW3evLn8WDqdVltbm7q7uyd8hnvuuUfz5s3Td77zHf3pT39ydZSJrEDiMtWY6FaFdm9hiPDL5XJqaGgob9u2bbton7Nnz6pYLKqxsXHM442Njcrn8xXHffbZZ/X4449r9+7dno4vcRXIiLhVIghSWuZfi4fHO3XqlLLZbPnR8dWHG+fOndOaNWu0e/duzZ0719NYiQ0Q6YNKxESQxKWqQbhks9kxAVLJ3LlzVVNTo56enjGP9/T0qKmp6aL9//GPf+jEiRNatWpV+bFSafjDeKdNm6ZXX31Vl112ma3jS3SAjBh98jsJk6BDgzuQhYV/PRA7amtrtXTpUnV1dZUvxZZKJXV1demWW265aP9PfepTeumll8Y8tmXLFp07d06PPPKIcrmc7ecmQMaZqioJOjTGIzAgSR0dHVq3bp2WLVumFStWaPv27err69P69eslSWvXrtWCBQu0bds21dXVadGiRWO+fvbs2ZJ00eNTCUWAVPvDpewIW1AgzNIyX4E466msXr1aZ86c0datW5XP57VkyRIdOnSo3Fg9efKk0qY//EpSyrIsy9aOKdOfPv6BMAYIws+PFcw2TwdJw5dYGxoapCcfkOpnmD2Q/gHpf96uQqEwZQ8kSKGoQIBo8+8qTNgRIIBnwTZRgxSNmAMQSlQggGdUIIHivpZANFGBAJ4lt4kajaMEEEpUIIBn9EAAwDEqEMCz5FYgBAjgWUrmi3n/3jpiElOYkOKuYogCKpCQGR0c+194mrfrR0JypzBUICFSqerY/8LTVCMILSoQwDMqkMCxnH3iu4sxjUFYUYGEzEhY0P+IkNK04c30mBEQmgoEYxEeiIJoxBwQZta04c30mBEQjaMEKlio5nD0zqwaHwIkGk3U0ARItW+szOepAN6FJkCqiXUVMIomKgA4l8gAYboCs6Z90Eg1tUVkchCNo/QBIQJ4F4oA4ZPpEGkJvoybyCkMADOiEXNAmHEVBogmpr/BCjzm+AVA5LESFYBrNFGDQfUBRFs0Yg4IM5qoQHRRyQYnsJjjHx2xQQ8EAJyLRsxhQtzXZFigNxdK8GVcKhAArgVSgdD/QKyU0sOb6TEjgClMxCV1yhIqxfc302NGQDRiDrCByrb6qEAAr6hAqodXCSA+qhoghAf8FsjvmCWpZHizqvoduEYPBIBr9EAAr+iBAPHBVLl6qlaB8I+K2KICAeKlqi9YphuoI1sEECAAXKOJCnjFFMZf9D8QBH7v/EcFAnhFBQIAzhEgKBt/d7M4qMo0hqswSLqR8IhjiMA/vvdAaGQh9koy37OISAVCE7VKvqiVRsb5sw4bGWc87mzmQYKbqASIYaaCws34foULMBECxBC/g8PJMRAkVeZH05MpDIIyOswIk4A/MybmCBBD/qzDoahCxiNMqmBQ5u8g9p7h8Xzi62VcrsCEyxe1MpQhh+iiAjEorFXIePRKDBuU+Z7FkOHxfMJCsoQiPGACFYhhUalCYFC/pAuGx6QCSa6wv7qH/fj84Gs/blDSgOFt0L/DNcm3AEl6AzWsJ2lYjwvRxBTGR2GbzhAePhmQ+SnMecPj+YQpjM/CctKG5TgQL1QgVRBkJUJwVMGAzFcMpisan1CBxMimF24J+hCQMFQgVRJEFUL1USUDMn8mJbkCSfoVmKDcv2xH+c+EB6qBCqSKqlWFEB5VNiipxvCY3FAIlYyc3H4ECcExOd/e1t+vxAYITdSAmDzZ/6zDhAcCQQUSIE76mBiU+ZfiiNyRjAoEgGtUIIBXA6ICAQCnCBDAqwENX4kxuQ04P4ydO3equblZdXV1amlp0ZEjRybcd/fu3brqqqs0Z84czZkzR21tbZPuPxECBIiBffv2qaOjQ52dnTp27JgWL16s9vZ2vf322xX3P3z4sL75zW/qD3/4g7q7u5XL5fS1r31Nb731lqPnTVmWZet+0qlUyvagrERFWE21DsTm6SBJ6u3tVUNDg6QXJf03L4dVwTlJS1QoFJTNZqfcu6WlRcuXL9eOHcOrkUulknK5nDZs2KBNmzZN+fXFYlFz5szRjh07tHbtWttHabyJSnggeYoy/+aV4ZVkvb29Yx7NZDLKZDJjHhsaGtLRo0e1efPm8mPpdFptbW3q7u629Wz9/f06f/68PvShDzk6SqYwQIjlcjk1NDSUt23btl20z9mzZ1UsFtXY2Djm8cbGRuXzeVvPc8cdd+jSSy9VW1ubo+PjMi7g2QWZr0CGxzt16tSYKcz46sOE+++/X3v37tXhw4dVV1fn6GuNBgjTF8CsbDY7ZQ9k7ty5qqmpUU9Pz5jHe3p61NTUNOnXPvTQQ7r//vv1+9//XldccYXj42MKA3h2wafNntraWi1dulRdXV3lx0qlkrq6utTa2jrh1z3wwAO69957dejQIS1btsz2843GFAaIgY6ODq1bt07Lli3TihUrtH37dvX19Wn9+vWSpLVr12rBggXlHsqPf/xjbd26VXv27FFzc3O5VzJr1izNmjXL9vMSIIBn/vVA7Fq9erXOnDmjrVu3Kp/Pa8mSJTp06FC5sXry5Eml0x9MOB577DENDQ3pmmuuGTNOZ2en7r77btvPa3QdCD0QhJ0/60D+jyT7r9r2vCvpv9teBxIUKhDAs+ArkKAQIIBn/i0kCzuuwgBwzVgFQv8DyZXcKQwVCADX6IEAnlGBAIBjVCCAZ1QgAOAYFQjgGetAAMAxKhDAs+T2QAgQJIo/H7Cd3ABhCgPANSoQwKO0ikoZbnpaKkbi0y2pQAC4RgUCeFSvklKG6wVLJb1rdER/UIEAcI0KBPCoXpbSsn8rRDtKspJTgXAvECCZqEAAj2b6VIFEAQECeDRDJdUYbqJG4yIuTVQAHlCBAB7VS5pmeMoRjYXsVCAAPKACATyaKcuHCiQaTVQqEACuUYEAHs1QSdMNXzU5z1UYAHFHBQJ4NFOWphvuWZyPSA+EAAE8qpelWsMn/FBEAoQpDADXqEAAj+pVUq3hpuc0mqgA4o4KBPCoXpYyhnsWphem+YUKBIBrVCAhNdFnl3DzpvCpl6U6wxVDDRUIgLijAgE8mqaS8asmUbkKQ4AAHlnv/2d6zChgCgPANQIkhMx/+DNGM92Itnz6LwoIEACu0QMBPCq9/5/pMaOACgSAa1QggEdchQEAF6hAAI+SXIEQICHDJdzosWQZb3pGJUCYwgBwjQCJGCqU8GEhGQC4QA8E8CjJTVQqEACuUYGEiN3+xmmd4M5kIcJSdgBwgQoE8CjJPRACJCS4PBtdSQ4QpjAAXKMCATyiiYpAuZm+MOVBGFCBAB69p8FIjOkHIxUIr4ZAMlGBBIzwjb5B9aukotExh/Se0fH8Qg8kwggfBI0KJEAEQDz0a0AXjFcgQ0bH8wsBAng0qD4Vdd7omOcjEiBMYQC4RgUSEFPTF96ZG7wB9euC8QrE7Hh+oQIB4BoVCODRgPp1XtONjmm6ovELFUgATF994WoOgkIFAng0oH5NM3wqXdAFo+P5hQqkyqgWECdUIIBHg+pXjWqMjlk0vDDNLwRITHA5Nzj9CQ4QpjBVxPQFcUMFgsQxHeSD6lfa8GsxdyRD1VHhoNqoQKqEkzu+BtSX2ApElk2S2NhivzlRKBQsSdYcXWJdog8b3eboEkuSVSgUbB/Pjh07rI985CNWJpOxVqxYYT3//POT7v/UU09Zl19+uZXJZKxFixZZBw4ccPT9W5ZlESBsbKM2J0YCpE711gzNNLrVqd6S7AfI3r17rdraWuuJJ56w/v73v1vXX3+9NXv2bKunp6fi/s8995xVU1NjPfDAA9bLL79sbdmyxZo+fbr10ksvOfoZpCzLsmRDKpWysxsQaTZPB0lSb2+vGhoaVKd6pWT2/LBkaVD9KhQKymazU+7f0tKi5cuXa8eOHZKkUqmkXC6nDRs2aNOmTRftv3r1avX19em3v/1t+bEvfvGLWrJkiXbt2mX7OOmBAB4Nqj/Q5x8aGtLRo0e1efPm8mPpdFptbW3q7u6u+DXd3d3q6OgY81h7e7v279/v6LkJECDEent7x/w9k8kok8mMeezs2bMqFotqbGwc83hjY6NeeeWViuPm8/mK++fzeUfHZztAnJR2QBLU1taqqanJ8Uln16xZs5TL5cY81tnZqbvvvtuX53ODCgRwqa6uTm+++aaGhvy5f6llWRf1HsdXH5I0d+5c1dTUqKenZ8zjPT09ampqqjh2U1OTo/0nQoAAHtTV1amuri7QY6itrdXSpUvV1dWlq6++WtJwE7Wrq0u33HJLxa9pbW1VV1eXbrvttvJjzzzzjFpbW509uaNrNgBCae/evVYmk7GefPJJ6+WXX7ZuuOEGa/bs2VY+n7csy7LWrFljbdq0qbz/c889Z02bNs166KGHrOPHj1udnZ2uLuNSgQAxsHr1ap05c0Zbt25VPp/XkiVLdOjQoXKj9OTJk0qnP1gte+WVV2rPnj3asmWL7rzzTn3iE5/Q/v37tWjRIkfPa3sdCACMx5vpALhGgABwjQAB4BoBAsA1AgSAawQIANcIEACuESAAXCNAALhGgABwjQAB4BoBAsC1/w+38X6JAYKeagAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 300x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(3,6))\n",
    "plt.pcolormesh(GT.max(axis=1).T, cmap='nipy_spectral')\n",
    "plt.axis('off')\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This constitutes our ground truth; the units are MBq/mL. In a short moment, we'll open our SPECT projection data, and run our iterative reconstruction algorithm to compare the true activity in each organ to the reconstructed object's activity as a function of iteration number. To do this, we'll need masks for each organ."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* It very well may be the case that the ground truth object is of different dimensions than the reconstructed object. In our case, the ground truth is of shape 512x512x751 and the reconstructed object (as we will see shortly) will be of shape 128x128x384. So long as the two objects are algined, we can simply resize the ground truth phantom so the arrays have the same dimensions.\n",
    "\n",
    "* In this case, I know the precise activity values in each organ/lesion, so it's easy to make masks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "activities = {'bkg':0.0146, 'liver':0.0333, 'lungs':0.0146, #body1\n",
    "         'rkidcor':0.521, 'lkidcor':0.504, 'rkidmel':0.287,\n",
    "         'lkidmel':0.21, 'sal':0.338, 'bla':0.0371, 'les':1.01}\n",
    "def get_mask(arr, val, pct=1):\n",
    "    arr = (arr<val+(pct/100)*val)*(arr>val-(pct/100)*val)\n",
    "    arr = zoom(arr, (128/512, 128/512, 3*128/767), order=0, mode='nearest')\n",
    "    return torch.tensor(arr.copy()).to(device)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This function allows me to create a mask in a region with value `val`$\\pm$`pct`. For example, if I wanted a mask of the liver:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([128, 128, 384])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "liver_mask = get_mask(GT, activities['liver'])\n",
    "liver_mask.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 300x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(3,6))\n",
    "plt.pcolormesh(liver_mask.cpu().numpy().max(axis=1).T, cmap='nipy_spectral')\n",
    "plt.axis('off')\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This mask will allow me to compare the true activity of the liver (0.0735MBq/mL) to the value obtained from the reconstruction in that region."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 2: Getting The Calibration Factor"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since our SPECT data is measured in MBq/mL and the SPECT reconstruction will be in units of counts, we need a way to convert between units. You may be tempted to think that 1Bq = 1 count per second, but this is not true for a scan where \"counts\" actually means \"detected counts\". In general, a detector is not 100% efficient (far from it) so most radioactive counts go undetected (in SPECT, they may not be parallel with the collimators).\n",
    "\n",
    " Regardless, we can still get an empirical conversion factor by scanning a point source of known activity inside the scanner. Let's open some projection data corresponding to a point calibtation scan:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "object_meta, image_meta, projections = simind_projections_to_data(os.path.join(path, 'pointcalib1.h'))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at the first projection:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(3,6))\n",
    "plt.pcolormesh(projections[0][0].T, cmap='nipy_spectral')\n",
    "plt.axis('off')\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "total_counts = projections[0][0].sum().item()\n",
    "dV = object_meta.dr[0] * object_meta.dr[1] * object_meta.dr[2] # units: cm^3 = mL"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this case, the activity of the point source was 1700MBq, and the scan was taken for 15s. The colorbar shows the total number of detected counts. The number of MBq/mL per CPS is thus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.21089022221130554"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CPS_to_MBQpermL = (1700/dV)/(total_counts)\n",
    "CPS_to_MBQpermL"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So after reconstructing our object (which gives units of detected counts), we need to multiply by that factor to get units of MBq/mL, which we can use to compare to our phantom."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 3: Reconstructing SPECT Data"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we will reconstruct our SPECT data, and compare it to the original phantom. In particular, since we're using an iterative algorithm, we'll want to see how the improvements as a function of iterations. We'll get to that later."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we'll open the SPECT scan. Since we have multiple energy windows (we'll be using the triple energy window scatter correction method), we'll use the `simind_MEW_to_data` function. First, we can opt to have `return_seperate=True` so that we can look at each energy window. In the case, the batch dimension of `projections` contains a seperate image at each energy window."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "header_files = [os.path.join(path, f'body1t2ew6_tot_w{i}.hdr') for i in [2,1,3]]\n",
    "object_meta, image_meta, projections, projections_scatter = simind_MEW_to_data(header_files, distance='cm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_30238/2933345111.py:2: MatplotlibDeprecationWarning: Auto-removal of overlapping axes is deprecated since 3.6 and will be removed two minor releases later; explicitly call ax.remove() as needed.\n",
      "  plt.subplot(121)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(8,10))\n",
    "plt.subplot(121)\n",
    "plt.pcolormesh(projections[0,0].cpu().numpy().T, cmap='nipy_spectral')\n",
    "plt.axis('off')\n",
    "plt.colorbar()\n",
    "plt.title('Photopeak')\n",
    "plt.subplot(122)\n",
    "plt.pcolormesh(projections_scatter[0,0].cpu().numpy().T, cmap='nipy_spectral')\n",
    "plt.axis('off')\n",
    "plt.colorbar()\n",
    "plt.title('Scatter')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can load the corresponding CT image from SIMIND using the `simind_CT_to_data` function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "CT = simind_CT_to_data(os.path.join(path, f'body1.hct')).unsqueeze(dim=0)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we need to set up all our CorrectionNets during reconstruction. This includes PSF correction, attenuation correction, and corresponding priors we want to use."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* PSF modeling. This requires knowing the `collimator_slope` and `collimator_intercept` parameters of the scanner. The assumption is that the PSF function is Gaussian with width $\\sigma$ dependent on the distance from the detector: \n",
    "$\\sigma =$ `collimator_slope` $\\cdot d + $ `collimator_intercept`. This information depends on the detector used: in particular, the collimator dimensions. These may be found in a data sheet for your particular scanner. It can also be determined by scanning a point source at various detector distances $d$, fitting each projection to a Gaussian profile and determining the width $\\sigma$, and then fitting $d$ vs. $\\sigma$ to a linear curve: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "collimator_slope = 0.03013\n",
    "collimator_intercept = 0.1967\n",
    "psf_meta = PSFMeta(collimator_slope, collimator_intercept, '2D')\n",
    "psf_net = SPECTPSFTransform(psf_meta)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Attenuation correction modeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "ct_net = SPECTAttenuationTransform(CT)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Priors. We'll compare no prior to the QClear prior."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "rdp = RelativeDifferencePrior(beta=2, gamma=10)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next we'll create a subclass of the `CallBack` class. \"What's the purpose of this?\", you may be wondering.\n",
    "\n",
    " An instance of a callback class can be passed to an iterative reconstruction algorithm, and the user-defined `run` method is called after each subiteration (it's passed the reconstructed object `obj` corresponding to that iteration). In this case, we define the `CompareToGroundTruth` class, and initialize it with the ground truth phantom. After each iteration, when `run` is called, it compares the reconstructed object to the ground truth phantom, and stores corresponding biases and variances in the `self.biass` and `self.vars` dictionaries for each organ. Depending on your task, you can define a callback function to compute whatever you need after each iteration.\n",
    "* For example, as an exercise, you could modify this class to store the reconstructed image with the lowest mean squared error relative to the ground truth phantom."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "class CompareToGroundTruth(CallBack):\n",
    "    def __init__(self, GT, activity_dict, calibration_factor, device = None):\n",
    "        self.device = pytomography.device if device is None else device\n",
    "        self.GT = GT\n",
    "        self.calibration_factor = calibration_factor\n",
    "        self.activity_dict = activity_dict\n",
    "        self.organ_keys = activity_dict.keys()\n",
    "        self.mask_dict = {key: self.get_mask(activity_dict[key]) for key in self.organ_keys}\n",
    "        self.biass = {key: [] for key in self.organ_keys}\n",
    "        self.vars = {key: [] for key in self.organ_keys}\n",
    "        self.vals = {key: [] for key in self.organ_keys}\n",
    "    def get_mask(self, val, pct=1):\n",
    "        arr = (self.GT<val+(pct/100)*val)*(self.GT>val-(pct/100)*val)\n",
    "        arr = zoom(arr, (128/512, 128/512, 384/767), order=0, mode='nearest')\n",
    "        return torch.tensor(arr.copy()).unsqueeze(dim=0).to(self.device)\n",
    "    def run(self, obj):\n",
    "        obj_cal = obj *self.calibration_factor\n",
    "        for key in self.organ_keys:\n",
    "            self.biass[key].append(torch.mean(obj_cal[self.mask_dict[key]] - self.activity_dict[key]).item())\n",
    "            self.vars[key].append(torch.var(obj_cal[self.mask_dict[key]] - self.activity_dict[key]).item())\n",
    "            self.vals[key].append(torch.mean(obj_cal[self.mask_dict[key]]).item())"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we'll define  a function which automates the reconstruction process. In particular, it takes in a `callback`, the number of iterations/subsets, a prior function to use, and the corresponding correction nets used during reconstruction. It then runs the `OSEMBSR` algorithm and returns the final image as output."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def reconstruct_object(callback, n_iters, n_subsets, projections, prior, scatter, object_correction_nets, image_correction_nets):\n",
    "    system_matrix = SystemMatrix(object_correction_nets, image_correction_nets,\n",
    "                                object_meta, image_meta)\n",
    "    reconstruction_algorithm = OSEMBSR(projections, system_matrix, scatter=scatter, prior=prior)\n",
    "    return reconstruction_algorithm(n_iters, n_subsets, callback=callback)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we define instances of the `CompareToGroundTruth` which we use as a callback function during reconstruction. We'll be comparing standard reconstruction to reconstruction using the relative difference prior: hence the naming convention."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_generic = CompareToGroundTruth(GT, activities, calibration_factor=CPS_to_MBQpermL)\n",
    "stats_qclear = CompareToGroundTruth(GT, activities, calibration_factor=CPS_to_MBQpermL)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we reconstruct the objects: one time using no prior, and one time using the relative difference prior."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "reconstructed_object = reconstruct_object(stats_generic, 2, 8, projections, None, projections_scatter, [ct_net, psf_net], [])\n",
    "reconstructed_object_qclear = reconstruct_object(stats_qclear, 10, 8, projections, rdp, projections_scatter, [ct_net, psf_net], [])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's visualize MIP of the reconstructed objects."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "o1 = reconstructed_object[0][:,64].cpu().numpy().T*CPS_to_MBQpermL\n",
    "o2 = reconstructed_object_qclear[0][:,64].cpu().numpy().T*CPS_to_MBQpermL\n",
    "GT_resized = zoom(GT, (128/512, 128/512, 384/767), order=0, mode='nearest')[:,64].T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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pVwWs+5hR9zEz7vEGPe+m95GVGgyUgZ5YAAAAAAAAMI8klmdIYAGSpoJ/VlgaCwrrn32Om812t8ky2x1326oSWUVmXYvMtrvbJCWy4rbZpLjXKM+MeVL/MJ8SeGWw9DqnQp1BTapM/EapYxXAQc+pSG2yUleyvFZpb1tktcgyHh8NsFZnJHvjiUESCwAAAAAAAOaRxKpQmb2wSGABQLsNWuGviLhZ7zJXV4paPSspkRW1zSpnz+teTSopbeBDIosZfKA5ZSZ+s9wmSy8sJ019ybqS3qB60PTxM0s9rSJp1/TzL1PdSUS0AyexAPjH2moelsYCACiOOgMAqJK1OiPZG0+MoTiJ5VJMVawSGIUEFgC0U9KMYdT1Vax0l0fcmKseX9pEllTN6klJs7tRz7/MGeGk9FpUAs9y3zAA5ciTtCpzm3X0xipiUM9FJ02PrPB9ijyHtLWhrlVww9tI85qySiHagJ5YAAAAAAAAMG8oklg+IoEFDGAtfmtpLEBK4RncIivwDernlbVH1rCImg23svIWRJ1B69XRGyuLLH2lynycLNtK2wsrqk8kMIu1OiPZG08MklgAAAAAAAAwjySWMSSwAMBfUbOvVfQ9ySMpeVXVbHGe1fnK7NmRZ+WjMldLSpr1j+rdktTnhJ4mQHsNOv6kPTY1lXStqo6Ej3llJHzzHD+Tnt+g79fxM0CWVY6t1BGSasiDk1gA/NORNNX0IPp0mh4AAKBU1BkAQJWs1RnJm1rDSSwjSGABgL/SzI4nJbLKmDlPM9Prxhgea5ZZ4vAqemlmcpua9fVpljcutZVnBS4A7ZdUe8pO/1SR8Mozxiw9suJuk6cmlZnSrVradJqVRBaQBT2xAAAAAAAAYB5JrAaRvgJysraah6WxwIy4GdsyZ7KzJK/CX+dZnTAuGZTlvsMuzQpc4dum6ftSxWy6T6mD0lFnULE6eiQ1vQpslueYZdXALMe7uNuU2RMrTy+sIisCZ5HUYzE8nrprNXWm6UGEWBtPDJJYAAAAAAAAMI8kVgNIYAFAO6RZebDMWcakWe2ox4jrfRW+fr4WxG73Ye2acZ8iK0LVJWl/D9qXVaxKGPf4/fsu6T7W9nvUjD2JO6B+eepMUyvmph3joJVb4459g46rRXpiZU1gRe3bOupKv6SVgR16LcJHnMQC4B9r8VtLYwEAFEedAQBUyVqdkeyNJ8ZQncRyCahDdETDIwEAtFH/rGVSf48qZmWjtpk2eTUa0WFgKlj72d02LpHVtDT7Mk//sCoeb9BrlnZ/hlMJUr4VI9Oy8joDw6g/KeM+83HJqyyJrKQ0UxZ56lna5Gn/bes4FqV5Lkmr+w7aRpHan+X5l5HstVbrrYwDzaMnFgAAAAAAAMwbqiRW0+iFBZRkKvhnhaWxwIykGfEsyaykWd6oFQfddXGJqxGNxD5eR50Zt01KZEVpesY8z4pQRWbI075GcbeXpB0ZVudK+n6WlAMiUGdQkypWZcuSyCqygmDS9WkeN2m1PKna41WWsadNYOWpTYMkrQScZZtJqd2mey0OFWt1RrI3nhgksQAAAAAAAGAeSawakMACgOFV5uqESQms/u+71FQ4eTUogRUnnMgqQ57Z3jypgjyJqDziZuDDr82gVSCXabmk6aTbzl5SwW3zvsRxpN2vrEAF+C9L4jfuNmlW2c16HC2j3llKBCUd1wftjzpXJRzUF9MJ79cHgroSVWeq7LUIFMFJLAAemi/l+EW8Oh1JDzc9CABAaagzAIAqWaszki+1hpNYAAAUlGYmO08iK6mv0+zZ4Onbh5NXaXphOa4nVjh55bYR7o1VlbT7atCs96C0WtLjxc06p+l3En5N4pJw/atCuv09R4tn3HfhrERCeYksAP6IqzVlJn6dqG3FHU/Dyd9BkhK9Uauvhr9XhzSr/cbX4vFZ90krzbE7LvnWn/SNS2G7+u4ul2uFJGmD1kc8kktpNZvIIgGGMHpiAQAAAAAAwLyhTGK5HlWH6IhaHgdAyUYWSSOGzsGPTMmH6C3KEzfr3T+DGjf7mmfGPHnWt/t1/yy4+//wZTgJFJe66r9PXCKraVHpqqSZ8Sy9W3ZmmEGPS16NaWzg11HcazKpyeC2cWMsJ5GVdgXNoUKdQU3KTFEN2lbaxxmUwHKpnXDyKlwTBvVRDB/73DEzfNuo448bR9xxLer6Mo5jSfVkH62MvJ00uA9ilEGvT9xqw+7S1Zf+/497jVx9mROcDlijiVmPF7dyIT2ySmKtzkje1Bpjew0AAAAAAACYbSiTWFUjgQUA7ZJnpjxNn6w4cfdJSmClmYWNS2K5Wdmo69x9+28jTc8K1z0bm2afhmfM4xIEUYko9/zjEgJRwvvZzW671yH8euwZMI84J7TfnUUpenaFr3P7KkuPrPA2mHUHbClSX9KK6uvkjp9xx7VBKV13HA33ZAofX6OSS0V6/GU9fmVZBTcugbUw4nUJ96QKfz39+PGvabi/Vfh1mNP3q/02zZUkbQq+d1/otZnQHknSymBbe2mJpJmJLLfPNgdfV9lrMc1KmoDDSSwA/hldJI0aCpKOTkn6XdOjAACUhToDAKiStTojeVNrOIkFU/71R5cP/P6LDn9ZTSMBgOZFrXQkTc9Uh2dj+2dh3XVTwXXbYnowLe31XZr+fjhxNRlxm6zSzILHJYDiDFoJKi6BFZ65HsQlBOKed//14QRW+OvfBJduVnx7cN8dfbPji4LHWxlcPla7Jc1OLrjn4p6bND1THl7JMLzSV56ZdBJYgF/K6I3Vn/JapuWSZteacOI0nMTqTxmFE75RKeB+/YksN5Y8x6Iyj19J/SnDtbmf20fu+Ya/jkpmxa1mG05fzw1SV7drXu+2NwT/v773M8DcGdtaF/Q9Oi7Y1gGhBHL/85I2zXi+VffGyro9VuMdPsZO/QEAAAAAAACzDXUSq793VRkrFdILq3r9Sa0yU1kbrl0/8Ptrnj1R2mOhBCOLpJHkFEVtRqJnEYGyuVnP8CxsVBJrayj5E+6HMR7Muq4IZnpX9vUlSfp0hXtlDRK3ulHc96O+V0Z/jHAPrPBlPzcTHn5+LpkV1U8r/Bq4BNxNwez3+oTXQ5p+DXYEvUpcMmu/4DI8gz9zv2yKeNbIjToDDyT1xsrTZygq4Ro+vs3tpXq6aZ9fBddvDx1Px/tSReGk6VhwnCuS8K3SoshEUrRwr8UocbXHXUat6BhODLvbhpNwN2m+JOmHwaUk3aGlwf8tCy5dsm1P8P37JU2/Li75+3DfynT0pqqYtTojeVNrSGIBAAAAAADAvKFOYpWFBJa/khJYAGBBeGWouJXwtvaVdZf8CSeAprfpZsW717v0jzSdzloSfB1eTSk8Y9w/W1tFb4q4RFaZSS1p9ipRYeFZ9qieWO7yV6H9f3OQXNimhcE9Zq/AtU27JEnbe+mK7v7dP3htBq2o6DTVOyYpcQcgWhnHrypWK+zvSTU77dtNYIX7LoXrTH8Sa0WQJHWXE8HxbP++2tOv/3gc7s1Uh/5jWNbXqP8YnVRXou4Td104fe16YLkE1nT6SpL2Cy6XdS+WB1+6BorBa/bToO5s0U5J0tyIjIvVFWqtjQf14SQWAP+MjNuK33oSvQUApESdAQBUyVqdkbypNZzEglfK6oOVNYHlbk9vLABZFZkhD8/+xq1MNBVK/UjTyZ+4lYnGgtnwTcFlfy+TieD/J4Kv9wrNJIeTWXUL79P+2djwdTtDKbbwClCDZsn7e5P0i1qJy/3/llDPq+n9v1dwy8XB5ewklvSQJGlT0JPErVy4J0UCK2mmfFAyitlsoB0G1ZtwcjX8dXjFvajjm+uF9d9BAui64Dg2O2HqatF0yuqOIPGzV5D4eZIeCS67235saLz9x2Z3/J4eozu+13Psikv9hlfpG7Q6YVytSZvU6t/uZFBnXH25o9cLa9/pGy9c1r18vPs6uFwTXN4UfD8Ys0vRrTbaowzoR08sAAAAAAAAmEcSK+D6WqVdpZA+WNUoc8VBtNjoQmnU0OFrNLqfA9qjip4lWfo5uduEe1K5RNC9wdc396Wtftqbdo1O/kwGM+T3Bumf7cHsePf/Z87EPimYKXahdzdz7FbLmx+ZKipfmn0WThztCKUM3FjzpMnCKa5B3Kz2dI8Y9zosCy5nrhTVbzJ4Te4LVotyr0d53W5IXyWizsBjZSSA+5NY4VXwphNYK4JbuARQuBb0v293BffpHt9+oAclSZtCx6J1ofoiTdc693weSP90MhtUZ8IJ3+nrZyZ+o2qES/aG66cTdZ+4OuVqwnStdvt98fSNXALrccGl+5HA7bwNweXmBaFtTSuzxxoiWKszkje1hiQWAAAAAAAAzDN26m84bLhhfeJt1hw5Ufk4IOlld3QvL1/X7DgAeKns1fHihPtshHth/TzoT+Iuu5aFLsO9SnYFl92Z223BrHh3O1six3FIMJM8exzTvaPCM+VVrmqUbgW8+2Z85cYXTmYNEl6V0D3f/ucd1z9rspfEWjDzcnnwOuzo+1Fs554Zt9kR7DM3Qz4+IDXm9i+rAgJw+o8HaVPA7pg4NmOlwZmr4E0nsCa6F4cEX+7Te7BgAH3HtweCY98vl3Uvd3Yv79C9wQ02q99EX1IpvBLu9OWOGc8pi/B94la/jeJGOmvBv4htxdWYcPIqnMzqv01cYng6PeX2c99judfCDXKhZnLf38zpAPiHdy0A/4yMSyOGDl8jfkRvAQApUWcAAFWyVmckb2qNsb3WvKTeWPTCahkSWABKEDVjGzfLnaVXSXiVKDcz7i5/FZRx1wtrsjflKkn7dS/WuORPb2DBoIPeGRuCy83TvTQmg3TWT3V/cM02SdJ4MCsc7lnSP0scnimvIhkUThJkSWTtDM3gRwm/NuHUVlQCzc2Yj4cuZ5vjNjrbzplpOTfLviOUBAsnwwC0T11JXyfcC2tO36+JNwRJrDu0NLhmontxYvClS2K5Q1h/iMtx4V8Xjr0pqDk/mAi23bVIm4JHmP5lejT4/4WhJK2C25YhT8/FuETWwogEXFLyzek/vodrbPo6o+k0XHjhyEWhS04HwEP8FAQAAAAAAADzOPUao4rEVZpeWEAdNmh900MoZmSRNDI3+XZ1GXmk6RGgYnlmxJP6bQwSvm1cLyyXwLpXS4Jbrpm+0+8FJd7NkLupYtc2y7Xf2BZc3tY3G/yDIMUVrFr0094yRt0brwjuPB5cxvWDqlrU6xKXypq+rft+dwY/KhEX7ue1MJSeWzYj8dblZs/nB/tkUbBP9lL3+LCtF0MI0gU7B/0Ilu7Hs7pWhSzC21UQqTMwIs9nKKrepE0Bu2PZ3L7Vbq/rHWsmuhduMfHDg8tlweW8rd1L9ydJnb5j2Z4gebU8yFA8Krje9Qe8orvtnwbHyv4k1pHBSq17guvcc5ju85U+lZu0P6PqSlL6N5zAWtT3GDtDqbG4nwWiElsueRZOZM3v1WCXxNoTutR0P7LphYeD6yMf3mvUmRJ5UmtIYgEAAAAAAMA8klg1yJPAcvdxqxRuuOCaxPuseftzMj8OAKAeedJc7rZu9tXNkK8PyrdbKarX/+r3+sr6c4NLFxpaFKSlRndphj3BrPz+fdc9Jbj8z2Xdy5u62/2pbpc0PUN+dHDZ3xPLpYPCPUvq6JEV9Tjh9EH4dRjUz2xHaFZ9Z+i1609kuZScmzF3+2hlkMjapoeCWwaXfT3IprnbdF8jN8u+KJR0c8m3hzX9WmbtEROVMgDQDlnqjTs2Lg9WHHS9sG7q1Rdpm4tNPTtIZB0ZfGPfIHm1MEjrjgVfR6Zzg/su3Dd44CA5fFSQqXDJoWu71/+wr1a4JNZYkGxNSjMNqjNpV8yNqitp77NzRppq5lgWxWwjql9jOP3rfgYI15mxYJuTvRoi6bZlbiNdbjVCFzV2AetQvQF8wEksAP4ZWSiNzku+XV1Gdjc9AgBAmagzAIAqWaszkje1hpNYvnhGsIref98R+70NN8y82qW4MNuaZ09IkjZcu77RcQBAlLjV8NzlrNUIH7ese/m8vo2sDn4QGV/fvZyzMfiG63fgmmIFs+NLVk3fd++J7uWL3Q9XQWropm7i6+d6WJL0pN6s+PRSVOGV88IJqDQz5UXE9SIr8/Gm+59Mz7aHVyzcP5ghf2KQILgv6Ce2rfejl5sx7/9R7KFgW1skzU5zpek9Ft7f4euj9kNcqoGEFuC3QSnV8Ofe1RuXxLquv+fewiA19ezg6xVBnGf8l8EVLt4TPF4nuBzpf4xge/ODtNac4Bg48tju5bFBvQkSRPdu2Kd3z5uDtNATg7EVWaUwz3EtLtmWZltJ6d+45G/3tjMfb58gLefSz48N6ssRQU3+ge6dvvEGV1sWuwfqci/V5gclSWNBRXO9Ljt9iay0dTNtUg0oCz2xAAAAAAAAYB5JrAol9sLqT1W5pFWStLdDKmkTWe52MGJkXBoxFL+1trIIcsnTs6pMUStGuVSTm3XdGpTt9b3yHfQW+YPgy/37kjpL/yf4n7u7Fw9d3L3cc8vMBxlbGwzgFX33DZpijQVLG/5xsPrhL7tJrDt2dmd7NwWz4wf09cRyY3XP5wGVJ8+Kj1Umszb3zf67FMPuYGbc7YdnBN93/UZuDtJV7jXc0Tef6GbCXcLNpbhGg/s8EloNcueMGfvtpT0vZ6hn16kzqEg4ldo09zl39cYlsaZXvdV0jVkZXI6732GC5M+uq7uXj9zcvZwKjkOjfc9xzkT3csFx3cuxIBU8HtSzfR7fvXRpr0v27d315uBY+5Qg8drfhzGrIse1pERWnvqS5mePzaGvlwcvhKs3Jwav3Xb9rnebn7qVCje4/eh+bnArGHZfuxcEY3Ur6W7vpbTtak1NslZnJG9qDUksAAAAAAAAmOddEmuD1kuS1mii0XEUEtXXyl1H0qoRcYksElgALBjtzbJ2Z5/vVTBztzzodfHo4IZ79aWsOsH/P/yB7uWBwfXLQhvfHiS17v376et2BM21Fge9rlYEeaIgmKUfdDfi+jxNRCSx0sqySl54Bj1Pei5Nmiv9LPp9s67ZX2tnfO36izw1uHR9rjYFiYLtfftrPHQbl8Bys+17gq93hlZe7F43eN8VSWgNdSILqFjTKWDH1ZktvR6Hy6a/6Y79i34T/E+QDXIJrF1XBd8Pvu028UhfhmhXUGtcSmvRC7qXc4JeWXsFiaF1QS+shdOPv35n91fWIgksp4zjWNpEVr+4Y3C4j+HOiJ5Y4RUOHZfIcutI9uWpe3VkfVCnXerXrXbrEr9PDRLVO4PLHX2P/0BQ47Ks5Finqnprwj7vTmIBgEYWSSPzk29XlxEOpQDQKtQZAECVrNUZyZta48coh1hiXy2Uqs3JK5diBOAPN+vsLqf7JwUz18GCUdoruBzrSwY9+OHu5RODr4N2IwomuZcGM+Vb3ATq+r4H/nkwq67nBNsPOls9LrjzDxbMGE94RcK6Ra3AVeZ90832zkxluUSWS2JNBn1G3EqOB4Re2/7b7gn1vnL3dTPkrhfXA32P6cYYns0vY6Y6bpY96npmxoF0plejq6c3VtrE16ZejKpvdUL3v3MfDP6nm+7Rwz/sXroatFfo9v0Lqu4KLjf/OLjviuC2K2due0FQZ5ZP33XHhvJqTBnJ0qR9mKUmhY+Z/e+H8BjDvbEct2rh3L5+VkcGCd7fC/XWDNek7cHKhtuD1XH7f19wtaaKnotAEfTEAgAAAAAAgHkksaygFxaQ3ugiadRQ/HZ0LPk28FJ4ptxK75KehcFlb3GbvlnSvYJp79XdiycHk97/J/j2smCG/IrgqXx4dd923aJ7G37QvZxzePdy+T6Rw5iaMd1evar2f1K/rDyJLPfeWRbECsIrTkZxM+U7Q+mq8Kx4/+qI4bHHjZW+VilRZzBkZidq+35NdG+/kWBlu872mZduQTNXCh4JXUrTSaxeWMgdv3YHj7HLDWSWRaEa446ReVTZEyvN42VJZoV/9nBcIiuckFoeJLK6j9O9b1ytcUmsB4OtuQRWVF2xUk9aV7+s1RnJm1pDEgsAGnLhhRdqYmJCCxYs0FFHHaUbbrgh1f0uvfRSjYyM6EUvelG1AwQAeI06AwCoUhN1hiRWE0hdAUPvsssu05lnnqmLLrpIRx11lC644AKdcMIJuvXWW7Vy5crY+61fv17vfOc7dcwxx9Q4WjTFzTa7y+nZ6GA2fGfwZW9mO2JuKphUe3Lw5b7BbRcHm3iymwScq9lGg94cjwQNTnoNOfbMGE//rHiRGXJr4mbbo2alp3tRjc+4jZtJd7PbeWbuw7PhUatYhcdU5Yx162bDW4o6g0HCn2OXqJ2uM7umv/lIsBLuVFAL5izpXo4Ex7Op4LaujrjeWH2b6PXJ2u226b4RFKnJBTOv72sANR7q4+SzLCmupARUuN7090lc2FvZMHoFRWt1JQ9r4xlGTdUZklgA/DOyqPuDk5l/2ZuyfvSjH9Vpp52mU089VU984hN10UUXadGiRfr85z8fe5/JyUm99rWv1d/8zd/oMY95TJE9CAAYhDpDnQGAKpmrM9lrTVN1hiRWhdYcOSGp/hUG3eMCqNfWrVtnfD1//nzNnz/7b913796tH//4x3rXu97Vu250dFTHH3+8rr/++tjtv//979fKlSv1p3/6p/rud79b3sBhQv+Mp+s85WbG3eXK4HKvIIK17abghg8Glyv6l3Pqro6ne+6WJF3qNhpMyq4NJr8vdbe/t28w7v/nHtm93BbMpv2vu0H3ASeCRFZUEqtNqxjF9TQZ9BzDM+XKkMSKe9xB/UmszUhbG09bUGdQNvdZdXXmUb0oVF9R+Nm+3ctH79e9XPzr7uX8I7qXW4MVbV1QalfoUppOWD0c1Knx4L4utvXIsu6lO3TsfKh31ycFd3ZjDPcLdHyqO1l7ZUnpk1ldmyJvmzQOi/XF59fZV2lqTZN1hiQWAJRk7dq1Wrp0ae/f+eefH3m7+++/X5OTk1q1atWM61etWqV777038j7f+9739LnPfU6f+cxnSh83AMAP1BkAQNXS1Jom6wxJLKDl3Goj7TKm6aVyLOiO5e6779aSJUt610bNjuexbds2vf71r9dnPvMZ7bvvvqVsE80LzyT2z8K6WceHg2nsOUG5nhckn44Mmopc4z7f35roXi4/orcN7fO+7uXPg8ttQSIrmEjv9S55MLi8o28w8z7Yvdx1aPcyeBjd1J0ZXxeMb/9gPDtcjy7NniFv44xp1Kx0mnRW3H2TFOlLEnfbsld4bN/rTJ3BcHD9+h4ILucFy90+R1t6t7nm8uAY/7TgvXfgAd3LBc+bubFt13Uvd+3SLK634sLjupdzntS93P3o7uWmIC78VXeH23t3PS6ohbuC2ufGHO7nVJcqVsgdVFfilHHcTZMoRlWs1RmpylpTZp3hJBYAlGTJkiUzDvhx9t13X42NjWnjxo0zrt+4caP222+/Wbe/4447tH79er3whS/sXTc11Y3Uz5kzR7feeqvWrWPBCABoO+oMAKBqaWpNk3XG25NYLl2yRhONjsMSemEBfpg3b54OO+wwXXPNNb1lZaempnTNNdforW9966zbH3zwwfrpT38647r3vOc92rZtmz72sY9p7dq1dQwbFeuf8dw5a0W77te7g1no44OZ0/v0W0nST68NVo5a1Dez9dzjuperPtG9fHB993JzcDkVrGI0N5gNn7d6+r5bDu9e3tGdkdcHu7PwY7pVkvSC4PHdePbMSGJtH3hpfbWjvOp4Hmkeoy37E8VQZxAn7hjhfrfaRyskSX+g6Z5U16nbgHHy4sO6V5z2+O7l/sGvkguClNWC47qXe9bPfoDxieB/gp5Yu4OvNwaNnf8l+PZt3QTW6fpd766PBGPeHozJrcIX91yqPg5mWWGwjMdx3ONlWTm36GMCcZqsM96exAIwzEZlq6Vf9rGceeaZOvnkk3X44YfryCOP1AUXXKDt27fr1FNPlSSddNJJWr16tc4//3wtWLBAT37yk2fcf9myZZI063oAQBmoM9Q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",
      "text/plain": [
       "<Figure size 1500x1000 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(1,3,figsize=(15,10))\n",
    "plt.subplot(131)\n",
    "plt.pcolormesh(GT_resized, cmap='nipy_spectral', vmax=1)\n",
    "plt.axis('off')\n",
    "plt.colorbar()\n",
    "plt.title('Phantom')\n",
    "plt.subplot(132)\n",
    "plt.pcolormesh(o1,cmap='nipy_spectral', vmax=1)\n",
    "plt.axis('off')\n",
    "plt.colorbar()\n",
    "plt.title('Regular')\n",
    "plt.subplot(133)\n",
    "plt.pcolormesh(o2, cmap='nipy_spectral', vmax=1)\n",
    "plt.axis('off')\n",
    "plt.colorbar()\n",
    "plt.title('Relative Difference Prior')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, here's some code written to plot/compare noise-bias curves for each reconstruction algorithm."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 11 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_bvc(statistics, organ, ax, color, label):\n",
    "    ax.plot(np.abs(statistics.biass[organ])/activities[organ] *100, np.sqrt(statistics.vars[organ])/activities[organ] * 100, ls='--', marker='o', markersize=4, lw=2, color=color, label=label)\n",
    "    \n",
    "title_dict = {'bkg': 'Background', 'liver': 'Liver', 'lungs': 'Lungs', 'rkidcor': 'Right Kidney Cortex',\n",
    "             'lkidcor': 'Left Kidney Cortex', 'rkidmel': 'Right Kidney Medulla', 'lkidmel': 'Left Kidney Medulla',\n",
    "             'sal': 'Salivary Glands', 'bla': 'Bladder', 'les':'Lesions'}\n",
    "\n",
    "fig, axes = plt.subplots(2, 5, figsize=(20,8))\n",
    "for ax, organ in zip(axes.ravel(), activities.keys()):\n",
    "    plot_bvc(stats_generic, organ, ax, 'blue', 'Generic')\n",
    "    plot_bvc(stats_qclear, organ, ax, 'green', 'RDP')\n",
    "    #plot_bvc(stats_qclear, organ, ax, 'red', 'QClear')\n",
    "    ax.grid()\n",
    "    ax.tick_params(axis='y', which='major', labelsize=8)\n",
    "    ax.tick_params(axis='x', which='major', labelsize=8, rotation=10)\n",
    "    ax.tick_params(axis='both', which='minor', labelsize=8)\n",
    "    ax.set_title(title_dict[organ])\n",
    "axes[0,0].legend(facecolor='white', framealpha=1, frameon=True, loc='upper right')\n",
    "fig.add_subplot(111, frameon=False)\n",
    "plt.tick_params(labelcolor='none', which='both', top=False, bottom=False, left=False, right=False)\n",
    "plt.xlabel(\"|Bias| [%]\", fontsize=20)\n",
    "plt.ylabel(\"Standard Deviation [%]\", fontsize=20)\n",
    "fig.tight_layout()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The relative difference prior appears to give significant improvement in the Kidneys and salivary glands: both medium sized organs."
   ]
  }
 ],
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