{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reconstructing SIMIND Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import os\n",
    "import pytomography\n",
    "from pytomography.io import get_SPECT_recon_algorithm_simind, simind_MEW_to_data, simind_CT_to_data\n",
    "from pytomography.metadata import PSFMeta\n",
    "from pytomography.priors import RelativeDifferencePrior\n",
    "from pytomography.projections import ForwardProjectionNet, BackProjectionNet\n",
    "from pytomography.metadata import ObjectMeta, ImageMeta, PSFMeta\n",
    "from pytomography.mappings import SPECTAttenuationNet, SPECTPSFNet\n",
    "from pytomography.algorithms import OSEMOSL, OSEMBSR\n",
    "import matplotlib.pyplot as plt\n",
    "import torch\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the default device for all reconstruction for pytomography:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "pytomography.device = device"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the folder location for downloaded files (you will need to modify this to be the directory where you saved the files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = '/home/gpuvmadm/PyTomography/test_files/quantitative'"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Quick Way"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The typical file format for SIMIND data is as follows:\n",
    "\n",
    "* **Raw SPECT data**: a header file (containing metadata) and a corresponding binary file containing data (3D sinogram) of photon count data\n",
    "* **Scattered SPECT data**: sinogram data collected at energy windows above/below the primary energy window, used for approximating the scatter in the primary energy window\n",
    "* **CT data**: a header file (containing metadata) and a corresponding binary file containing data (3D attenuation map)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can create our recontruction algorithm as follows, by passing in the header files, along with the PSF parameters (must be specified using `collimator_slope` and `collimator_intercept`) and the prior function we wish to use. If any of `scatter_headers`, `CT_header`, `psf_meta`, or `prior` is not used as an argument, modeling of that phenomenon isn't included in the reconstruction."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "osem_net = get_SPECT_recon_algorithm_simind(projections_header = os.path.join(path, 'body1t2ew6_tot_w2.hdr'),\n",
    "                        scatter_headers = [os.path.join(path, 'body1t2ew6_tot_w1.hdr'),\n",
    "                                           os.path.join(path, 'body1t2ew6_tot_w3.hdr')],\n",
    "                        CT_header = os.path.join(path, 'body1.hct'),\n",
    "                        psf_meta=PSFMeta(collimator_slope=0.03013, collimator_intercept=0.1967),\n",
    "                        prior = RelativeDifferencePrior(beta=1, gamma=5))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From there, our object can be reconstructed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "reconstructed_object = osem_net(n_iters=10, n_subsets=8)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and we can view the maximum intensity projections, for example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 128.0, 0.0, 384.0)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(1,2,figsize=(12,10))\n",
    "plt.subplot(121)\n",
    "plt.pcolormesh(reconstructed_object[0].cpu().numpy().max(axis=0).T, cmap='nipy_spectral')\n",
    "plt.colorbar()\n",
    "plt.axis('off')\n",
    "plt.subplot(122)\n",
    "plt.pcolormesh(reconstructed_object[0].cpu().numpy().max(axis=1).T, cmap='nipy_spectral')\n",
    "plt.colorbar()\n",
    "plt.axis('off')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Methodical Way"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `get_SPECT_recon_algorithm_simind` is function that allows convenient formation of a reconstruction algorithm for `simind` data. We can also build the reconstruction algorithm from scratch, explicitly defining the components of the system matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "object_meta, image_meta, projections, projections_scatter = simind_MEW_to_data([\n",
    "    os.path.join(path, 'body1t2ew6_tot_w2.hdr'),\n",
    "    os.path.join(path, 'body1t2ew6_tot_w1.hdr'),\n",
    "    os.path.join(path,  'body1t2ew6_tot_w3.hdr')\n",
    "    ])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The CT data is loaded in a similar fashion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "CT = simind_CT_to_data(os.path.join(path, 'body1.hct'))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As usual, it is good practice to ensure the CT and projections are aligned"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(1, 4, figsize=(14,4))\n",
    "plt.subplot(141)\n",
    "plt.pcolormesh(CT.sum(axis=1).T, cmap='Greys_r')\n",
    "plt.title('CT; Coronal View')\n",
    "plt.subplot(142)\n",
    "plt.pcolormesh(projections[0][0].T, cmap='nipy_spectral')\n",
    "plt.title(r'Spect; $\\beta=0^{\\circ}$')\n",
    "plt.subplot(143)\n",
    "plt.pcolormesh(CT.sum(axis=0).T, cmap='Greys_r')\n",
    "plt.title('CT; Sagittal View')\n",
    "plt.subplot(144)\n",
    "plt.pcolormesh(projections[0][30].T, cmap='nipy_spectral')\n",
    "plt.title(r'Spect; $\\beta=90^{\\circ}$')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we need to define all the required mappings to model $g = Hf$"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "CT Correction\n",
    "\n",
    "* This network corresponds to a mapping $A_i(\\theta)$ as specified in the user manual and takes in an object/corresponding projection angle and returns a modified object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "ct_net = SPECTAttenuationNet(CT.unsqueeze(dim=0))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "PSF Correction\n",
    "\n",
    "* This network corresponds to a mapping $A_i(\\theta)$ as specified in the users manual. The `collimator_slope` and `collimator_intercept` are parameters that need to be explicitly known for a given scanner. They can be obtained, for example, by fitting Gaussian profiles to a point source at varying distances from the detector surface, and determining $\\sigma(z)=(\\text{collimator slope})\\cdot z + \\text{collimator intercept}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "psf_meta = PSFMeta(collimator_slope = 0.03013, collimator_intercept = 0.1967)\n",
    "psf_net = SPECTPSFNet(psf_meta)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can build our forward and back projection networks:\n",
    "\n",
    "* These correspond to the mappings $H = \\sum_{\\theta} P(\\theta)A_1(\\theta)A_2(\\theta) \\otimes \\hat{\\theta}$ (and corresponding expression for $H^T$) as specified in the users manual"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "fp_net = ForwardProjectionNet(\n",
    "    obj2obj_nets = [ct_net,psf_net],\n",
    "    im2im_nets = [],\n",
    "    object_meta = object_meta,\n",
    "    image_meta = image_meta)\n",
    "bp_net = BackProjectionNet(\n",
    "    obj2obj_nets = [ct_net,psf_net],\n",
    "    im2im_nets = [],\n",
    "    object_meta = object_meta,\n",
    "    image_meta = image_meta)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also define the Baysian Prior:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "prior = RelativeDifferencePrior(beta=1, gamma=5)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll use these FP/BP nets to create the reconstruction algorithm:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "osem_net = OSEMBSR(\n",
    "    image = projections,\n",
    "    forward_projection_net = fp_net,\n",
    "    back_projection_net = bp_net,\n",
    "    scatter = projections_scatter,\n",
    "    prior = prior)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get the reconstructed object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "reconstructed_object = osem_net(n_iters=10, n_subsets=8)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the reconstructed object next to the CT.\n",
    "* The reconstructed object has units of counts, and would need to be adjusted by a proportionality factor if one wants to obtain units of MBq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(1,2,figsize=(8,6))\n",
    "plt.subplot(121)\n",
    "plt.pcolormesh(reconstructed_object[0].cpu()[:,70].T, cmap='nipy_spectral')\n",
    "plt.colorbar()\n",
    "plt.axis('off')\n",
    "plt.title('Reconstructed Object')\n",
    "plt.subplot(122)\n",
    "plt.pcolormesh(CT[:,70].T, cmap='Greys_r')\n",
    "plt.colorbar()\n",
    "plt.axis('off')\n",
    "plt.title('$\\mu$ (CT scan)')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "torch",
   "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": "3.9.16"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "324f5aa1485c6e81c0125c86ad1340c603dab08bc11babd97bd730cfafa2ec4a"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
