{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Quantitative Analysis (SIMIND)"
   ]
  },
  {
   "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",
    "from skimage.transform import resize\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 SPECTSystemMatrix\n",
    "from pytomography.callbacks import CallBack\n",
    "from pytomography.io.SPECT import simind\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 = '/disk1/pytomography_tutorial_data/simind_tutorial/' "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part 1: Open Projection Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Like in the first SIMIND tutorial, we'll start by opening our projection data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "organs = ['bkg', 'liver', 'l_lung', 'r_lung', 'l_kidney', 'r_kidney','salivary', 'bladder']\n",
    "activities = [2500, 450, 7, 7, 100, 100, 20, 90] # MBq\n",
    "activity_dict = {organ: activity for organ, activity in zip(organs, activities)}\n",
    "headerfiles = [os.path.join(path, 'multi_projections', organ, 'photopeak.h00') for organ in organs]\n",
    "headerfiles_lower = [os.path.join(path, 'multi_projections', organ, 'lowerscatter.h00') for organ in organs]\n",
    "headerfiles_upper = [os.path.join(path, 'multi_projections', organ, 'upperscatter.h00') for organ in organs]\n",
    "object_meta, image_meta, projections = simind.combine_projection_data(headerfiles, activities)\n",
    "scatter = simind.combine_scatter_data_TEW(headerfiles, headerfiles_lower, headerfiles_upper, activities)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now lets make them representative of a real scan where each projection is taken for 15 s, like we did in the first SIMIND tutorial"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "dT = 15 #s\n",
    "projections *= dT\n",
    "scatter *= dT\n",
    "projections = torch.poisson(projections)\n",
    "scatter = torch.poisson(scatter)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7fc6201ae2e0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(1, 2, figsize=(6,6))\n",
    "plt.subplot(121)\n",
    "plt.pcolormesh(projections[0,0].cpu().T, cmap='nipy_spectral')\n",
    "plt.axis('off')\n",
    "plt.colorbar(label='Counts')\n",
    "plt.subplot(122)\n",
    "plt.pcolormesh(scatter[0,0].cpu().T, cmap='nipy_spectral')\n",
    "plt.axis('off')\n",
    "plt.colorbar(label='Counts')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These reconstructions can be reconstructed as shown in the introductory SIMIND tutorial. The goal of this tutorial, however, is to perform a quantitative analysis on the accuracy of the reconstruction, given that we know the ground truth distribution."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Obtain Organ Masks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We need to start by creating 3D organ masks for each of the different simulated regions in SIMIND. We'll start by getting access to all the ground truth files used to simulate each seperate region.\n",
    "\n",
    "The following code creates 4 things:\n",
    "\n",
    "1. `mask`: An object of shape (1,128,128,384) where each voxel is an integer signifying which region it is in. For example, a voxel with integer `2` corresponds to liver. This requires opening the GT images of shape (756,512,512), transposing/resizing these images to shape (128,128,384), and building a mask.\n",
    "2. `mask_idx_dict`: A dictionary which has organs/regions as keys and their corresponding integer value (in `mask`) as values.\n",
    "3. `organ_vol_dict`: A dictionary which has organs/regions as keys and the corresponding volume of the organ in mL\n",
    "4. `mask_vol_dict`:  A dictionary which has organs/regions as keys and the corresponding volume of the organ mask in mL. Note that this is different from `organ_vol_dict` since the `mask` only includes voxels that are completely inside the organ (see plot below)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "GTfiles = [os.path.join(path, 'phantom_organs', f'{organ}_act_av.bin') for organ in organs]\n",
    "GT_shape = (768,512,512)\n",
    "GT_spacing = (0.15,0.075,0.075) #cm\n",
    "mask = np.zeros(object_meta.shape)\n",
    "mask_idx_dict = {}\n",
    "mask_vol_dict = {}\n",
    "organ_vol_dict = {}\n",
    "for i, GT_path in enumerate(GTfiles):\n",
    "    # Open GT file\n",
    "    GTi = np.fromfile(GT_path, dtype=np.float32)\n",
    "    # Reshape to 3D dimensions\n",
    "    GTi = GTi.reshape((768,512,512))\n",
    "    # Tranpose x/z axis to fit with pytomography standards\n",
    "    GTi = np.transpose(GTi, (2,1,0))\n",
    "    # Look for values >0 that specify the mask\n",
    "    GTi = (GTi>0).astype(np.float32)\n",
    "    # Find the volume of the organ (in mL)\n",
    "    organ_vol_dict[organs[i]] = GTi.sum() * np.prod(GT_spacing)\n",
    "    # Resize the mask to be the same shape as the reconstructed object\n",
    "    GTi = resize(GTi, object_meta.shape, anti_aliasing=True)\n",
    "    # Take only voxels that lie entirely inside the organ/region\n",
    "    GTi = GTi>=1\n",
    "    # Find the volume of the organ mask (in mL)\n",
    "    mask_vol_dict[organs[i]] = GTi.sum() * np.prod(object_meta.dr)\n",
    "    # Update the mask\n",
    "    mask[GTi] = i+1\n",
    "    mask_idx_dict[organs[i]] = i+1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `mask` can be viewed below. Note that the masks only include voxels that don't overlap boundaries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x7fc6fc2b3880>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(3,6))\n",
    "plt.pcolormesh(mask[:,64].T, cmap='nipy_spectral')"
   ]
  },
  {
   "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."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/gpuvmadm/PyTomography/src/pytomography/io/io_utils.py:43: RuntimeWarning: overflow encountered in exp\n",
      "  return c1*np.exp(-d1*np.sqrt(energy)) + c2*np.exp(-d2*np.sqrt(energy))\n"
     ]
    }
   ],
   "source": [
    "CT = simind.get_atteuation_map(os.path.join(path, 'multi_projections', 'mu208.hct'))\n",
    "att_transform = SPECTAttenuationTransform(CT)\n",
    "psf_meta = simind.get_psfmeta_from_header(headerfiles[0])\n",
    "psf_transform = SPECTPSFTransform(psf_meta)\n",
    "system_matrix = SPECTSystemMatrix(\n",
    "    obj2obj_transforms = [att_transform,psf_transform],\n",
    "    im2im_transforms = [],\n",
    "    object_meta = object_meta,\n",
    "    image_meta = image_meta)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next we'll create a subclass of the `CallBack` class to compute statistics during the reconstruction after each iteraton."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "class CompareToGroundTruth(CallBack):\n",
    "    def __init__(self, organs, mask, mask_idx_dict, mask_vol_dict):\n",
    "        self.organs = organs\n",
    "        self.mask = mask\n",
    "        self.mask_idx_dict = mask_idx_dict\n",
    "        self.mask_vol_dict = mask_vol_dict\n",
    "        self.avg_counts_per_mL = {organ: [] for organ in organs}\n",
    "        self.std_counts_per_mL = {organ: [] for organ in organs}\n",
    "    def run(self, obj, n_iter, n_subset):\n",
    "        for organ in organs:\n",
    "            # Compute the counts/mL for each voxel in the organ\n",
    "            counts_per_mL = obj[0][self.mask==self.mask_idx_dict[organ]] / np.prod(object_meta.dr)\n",
    "            # Compute average counts/mL and standard deviation of counts/mL in the organ\n",
    "            avg_counts_per_mL = counts_per_mL.mean().item()\n",
    "            std_counts_per_mL = counts_per_mL.std().item()\n",
    "            # Append these \n",
    "            self.avg_counts_per_mL[organ].append(avg_counts_per_mL)\n",
    "            self.std_counts_per_mL[organ].append(std_counts_per_mL)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now create an instance of the callback and use it in a reconstruction algorithm:\n",
    "\n",
    "* Note, we are running for 80 iterations; this may take a few minutes depending on your graphics card"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "callback = CompareToGroundTruth(organs, mask, mask_idx_dict, mask_vol_dict)\n",
    "reconstruction_algorithm = OSEMBSR(projections, system_matrix, scatter=scatter)\n",
    "reconstructed_object = reconstruction_algorithm(n_iters=80, n_subsets=8, callback=callback)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The reconstructed object has units of counts. If we want to convert to MBq, we need to normalize based on the total activity injected \n",
    "\n",
    "* In clinical practice, this normalization factor can be obtained by scanning a point source of known activity (in MBq) and then dividing the total number of counts detected by the known activity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "counts_to_MBq = sum(activities) / reconstructed_object.sum().item()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's visualize a coronal slice of the reconstructed objects.\n",
    "\n",
    "* We'll convert to units of MBq/mL by multiple the array of counts by the `counts_to_MBq` conversion factor, and then dividing by the voxel volume"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "o1 = reconstructed_object[0][:,64].cpu().numpy().T * counts_to_MBq / np.prod(object_meta.dr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7fc60c715dc0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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(o1,cmap='nipy_spectral', vmax=1)\n",
    "plt.axis('off')\n",
    "plt.colorbar(label='MBq/mL')"
   ]
  },
  {
   "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": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1300x500 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_bvc(callback, organ, ax, color, label):\n",
    "    activity_MBQ_per_mL = np.array(callback.avg_counts_per_mL[organ]) * counts_to_MBq\n",
    "    activity_noise_MBQ_per_mL = np.array(callback.std_counts_per_mL[organ]) * counts_to_MBq\n",
    "    true_activity_MBQ_per_mL = activity_dict[organ] / organ_vol_dict[organ]\n",
    "    activity_bias_pct = 100 * activity_MBQ_per_mL / true_activity_MBQ_per_mL - 100\n",
    "    activity_noise_pct = 100 * activity_noise_MBQ_per_mL / true_activity_MBQ_per_mL\n",
    "    \n",
    "    ax.plot(activity_bias_pct, activity_noise_pct, ls='--', marker='o', markersize=4, lw=2, color=color, label=label)\n",
    "\n",
    "fig, axes = plt.subplots(2, 4, figsize=(13,5))\n",
    "for ax, organ in zip(axes.ravel(), organs):\n",
    "    plot_bvc(callback, organ, ax, 'blue', 'Generic')\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(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=15)\n",
    "plt.ylabel(\"Noise [%]\", fontsize=15)\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These noise-bias curves can be compared between various reconstruction algorithms to assess the capabilities of each algorithm."
   ]
  }
 ],
 "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
}
