{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Quantitative Analysis"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The purpose of this tutorial is to explore a quantitative evaluation (using noise-bias curves) of various reconstruction methods using PyTomography. We'll build the OSEM network from scratch (unlike in what was done in the `Introduction` tutorial); the purpose of this is to show the architecture of the network. For your own cases where you want to do quick reconstruction, I'd recommend using the `get_osem_net` function to quickly create a network.\n",
    "\n",
    " 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 sys\n",
    "sys.path.append('/home/gpuvmadm/PyTomography/src')\n",
    "\n",
    "import os\n",
    "import torch\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from pytomography.algorithms import OSEMBSR\n",
    "from pytomography.priors import RelativeDifferencePrior\n",
    "from pytomography.metadata import PSFMeta\n",
    "from pytomography.mappings import SPECTAttenuationNet, SPECTPSFNet\n",
    "from pytomography.projections import ForwardProjectionNet, BackProjectionNet\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\")\n",
    "device = 'cuda'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "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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",
      "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_14439/2933345111.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": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "collimator_slope = 0.03013\n",
    "collimator_intercept = 0.1967\n",
    "psf_meta = PSFMeta(collimator_slope, collimator_intercept, '2D')\n",
    "psf_net = SPECTPSFNet(psf_meta, device=device)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Attenuation correction modeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "ct_net = SPECTAttenuationNet(CT, device=device)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Priors. We'll compare no prior to the QClear prior."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "rdp = RelativeDifferencePrior(beta=2, gamma=10, device=device)"
   ]
  },
  {
   "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": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "class CompareToGroundTruth(CallBack):\n",
    "    def __init__(self, GT, activity_dict, calibration_factor, device):\n",
    "        self.device = 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": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "def reconstruct_object(callback, n_iters, n_subsets, projections, prior, scatter, object_correction_nets, image_correction_nets):\n",
    "    fp_net = ForwardProjectionNet(object_correction_nets, image_correction_nets,\n",
    "                                object_meta, image_meta, device=device)\n",
    "    bp_net = BackProjectionNet(object_correction_nets, image_correction_nets,\n",
    "                                object_meta, image_meta, device=device)\n",
    "    osem_net = OSEMBSR(projections, fp_net, bp_net, scatter=scatter, prior=prior)\n",
    "    return osem_net(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 QClear: hence the naming convention."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_generic = CompareToGroundTruth(GT, activities, calibration_factor=CPS_to_MBQpermL, device=device)\n",
    "stats_qclear = CompareToGroundTruth(GT, activities, calibration_factor=CPS_to_MBQpermL, device=device)"
   ]
  },
  {
   "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": 23,
   "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": 24,
   "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": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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I1Yjw9WnJruj3wz8DLNESSdK/B2O+JzK2l2n7nK/Xan3MFtrpk1Xlqs7oJk5iAfDP5FJp0lCQdHJG0u/aHgUAoCrUGQBAnazVGcmbWsNJLJjyv35w9djvv+C4FzU0EgBoXzRN5Lg0UbTnxcJQWZ+d1R1etz1hRnfFqO/S7PejiavpmNvklWXmPCkBlCRu/0RnyqMJrGgyahw3I570vMPXRxNY0a9/E1xuDra7I7jvztDs+NJge6uDyyO0R9JsMsxduueyMtQ7xa1nFV3JMNp/p8iqhSSwgO4o05fReZQeJ2luzQmL77E4PAa549ds8ir92GRttVW3CmGSLLUyT8/JtNu4rxcH+1aSzh/Vh2OGF68Mvlw5vJi65DuSNHomswnk+T0m1dKKhdQeJDF26g8AAAAAAACYr9dJrHDvqipWKqQXVv3CSa0qU1kbv7Fh7PfXPnN9ZdtCBSaWShPpKYrGTEyn3waogJsVjfbAiktibYskf6L9MKaCWddVwYzx6tBMb9qnK9ora5zoTGp0Rn3cTGuVfTGiPbCil2FuRjqpz0tcP63oa+AScDdpH0nShpTXQ5p9DXZqr6TZZNYhwaXb725bc/dLOzPlnUWdgQeSei9mOXamrbIb13vQJbD2CY5rSYnWuCRWtNfigmC7ScmsLdEHkJ1kTtIKg1nu4/ZD9L7j9llSD0f39SItkiSdr8Nmv7nkiOHlm4Ov9wsug5fsu+85SZK0/oJvSpKODHqWoUHW6ozkTa0hiQUAAAAAAADzep3EqgoJLH+lJbAAwIKlkV4iSSvhbQuVdZf8iSaAZh/T9V8aXu/SP9JsOmt58HXazHF4Jr+O3iVJiYGqVzByzzNJdLY9rieWu/xlZP/fGiQXtgcrRinUu8TZHsyE7xglIYb799DgtRm3oqLj3itFEgtlUg5piTsA+VRxXAt/Lss8nluF0CWwXM1JSiKNSxVFV+GbfYy5ya+Vof+fTWW1mzht67iWlMBy+/J/6JHBd46YvZFLYO0fXLrd634UCAI3O8bUE8AqTmIB8M/ElK34rSfRWwBARtQZAECdrNUZyZtaw0kseKWqPlh5E1ju9vTGApDXuP4iaaIz59G0T3QFwg2hsn5rpBfT9uBrZ0EwDbs5uAzPxq4P/n998PV+kYRSNJnVtOg+DacNotftiqTYon1JxqWv4tIE0ux+D6cP3P9vjfS8mt3/riHJsuByfhJLekCStFkPBs9z+Bh7MySwZvvJxKepxiUIrPSZAVBMljqTN9Ea/tolr9xl9Bi4N0OHmn0ix1N3fHWP9ZAeCp7D/MSYW3U17ThXpapSbE601rivk+qMlJzAmp/KPWR48brQjV3JcW+JxcF2JvYqbGeG1w6whnctAAAAAAAAzCOJFXB9rbKuUkgfrHpUueIgOmxyiTRp6PA1uTf9NvBaFbOwSemhLI/tbhOdhXUz2HcHX98aSlvdMuq9FJ/8mQ76LN0dpH92aNfoe9EeGY8f9TIZiq4ytSg2VVS9LPssmjjaGdx2SWQlrCJpsmiKaxzXg2y2F5l7HfYPLt0+m3/8mA5ek3u0R9Ls65E/y5eM9FUK6gxqVlUvv7AqE1krtWr0vehKuC7963r/uWNUlv5KbmVcd7k+OAbuG9zXJbKWhJ6Dez7u8r6U51a3/0+fkiS9TK+WNH/l2rgaEa0f0QTWuHRwUp2aTQMH9eVhoW+6l9clsBY+EDxYcCwZGDq+9ZW1OiN5U2tIYgEAAAAAAMA8Y6f++mHj9zak3mbt8etrHwckvegXw8urD293HAC8VPXqeEmi/Zyis+E/0b5zLof2j1y65I8r/buDy+EM7nbdP7rnT7Q1dhxHR1aTiq4yJc2fKa+zh0m2laLumfOVG180mTVO0spb4eed1NdkepTEWjz3cmXwOuwM/Si2a++c2+wM9plLN0yNSTm4/cuqgADijgPRdFZS/XK3OzAmiTUTWW3VXc4mf6O/Woa/3jvn0vVlfFyQOH1GcJw9JCbNtH+wVuGWClcnjNakcXU8aV99QZ+VJP2RXi5pfH+rqCx9GaO3TbU45v9dAmty99zbTviRuMmCZHH/cBILgH8mpqQJQ4evDv0gAAAQdQYAUC9rdUbyptYY22vtS+uNRS+sjiGBBaACcbOASbO6eVYrdLeJ9sByl7+MzIpPB7PVQ8FqRWtd8mc0sGDQQQ+NjcHlFtezSZoO0lm36N7gmu2SZnuYHB7piRXu17Ek0oOqjmRQdFY8TyJr12h8yfeJvjbR1FZcAm0Q6fMylThzvtA96Hy75qblXAIrunpUNBkGwB91J3eTJNWe6PHUXYaPM25VwluCWnN9cCy8W783vMF7guPa6uAOi4IsbvgXYteD6aH9JUnTvxw+/i3vu1uS9BPdJUn6c22TJK0K6os0W2tcn64twYZ2asPY55xHlmR1Uu1xPbL+VK+SNLcmJqWoknpihUV7YbnXJDHxFV6EeDKyGqHrdVSgJ1aTq0ICWfBTEAAAAAAAAMwjiZWgjsRVll5YQBM2Vjhz1YqJpdLEPum3a8rEQ22PADUr0vsqT7+NqOhtk3phuQTW3Voe3HLt7J3+S1Dijw6+dkks1zbLTXJvDy5vDzXT+G6Q4toyvO4WbZxzYzdDPhVc5ukDUqW41yUplTV7W/f9YW+VuERctJ/XkkiCYf85ibchN0O+KNgnS4N9sl+w0tb2UQ+yYBZ817gfwbL9eNbUqpBleDtzT51By8p8drKs4JqUBl6r9ZJm01eSdHdQOEYJrLXHD7/x4a8Ht3DHN1dYXC/AcF7CHa+CsT3+4OHlJ4d1a/q1w+19TL+WJP11aOXWvcH/R1dOLPLzbNp+zZKsTvqZ4EpdLkl6kc6c9xhJKwyO63cVXUV3JtKXcrb2BvtqQah2TOyNv0yQZ6VeVMRanZG8qTUksQAAAAAAAGAeSawGFElgufu4VQo3XnJd6n3WvuXZubcDAGhGkTSXu62bIXVpnw1B+f6+FgW3DJJT/yVU1p8TXLrQ0NJgxja6QtHeYDb+0NB1Twgu//f+w8ubXD+Un0uS1gezvicGl+EZXJcOmn2em+d8XWePrLjtRFMH0ddh3Kz77H13BLed+9qFE1kuJed6t7h9tDqYKd+uYIUodxnqQTbL3Wb4Grm+WksjSTc3+/6gZl/L6P5OE34fepuWAjw0+3lbNfZ21WxjVrT2RI+NLt20NLjd4lDSc34C62vBd4Io72DYx0ozkeP7gvBzdMerIOmxKEhtuYTQJ9dLkqZfO7zdR0I9sd4wSmLNXV12tkdWdasWxkmq30mJ66v1D7m34V6HR+nxo+tcKi7aj3H+yoZuBcL9kzfgemBFElnR+uITald/cRILgH8mlkiT+6bfrikTe9oeAQCgStQZAECdrNUZyZtaw0ksX5wUrKL3nV8kfm/j9+Ze7VJcmG/tM9dLkjZ+Y0Or4wCAOEmr4bnLeasRPmr/4eXvhx5kTfCDyNSG4eXCTcE3XL8DN8sdzLYvP3j2vgesH16+0P1wFaSGbhomvn6iByVJjw8ea8mo/8n8lfOiCSj3dR2JrPB2nDoSYFsijy3NX7Hw0CA58DgNX4d7gsTC9tGPXi51Ff5R7IHgsbZKmp/mytJ7LLq/o9fH7YekdCCz3EB3pKWBDwxW/HPHsptGSV/pFrdq+6gHVpDA2hv8XjIdJKEGkWPG3tC2XCprYWRl8H2D+jET1KJLhj2y7n7LA6EbDbe3b3BMjKbH6k5iOWn7sEji2nHH5nBfZtfzy6Wzomm5fYKfBV6lmyRJl888ff4Dj1YhjKxKOD3c3+s1vlcWYBE9sQAAAAAAAGAeSawapfbCCqeqTjo8+XZhWW+HTLImstztYMTElDRhKH5rbWURFFJmBrUKcStFuVST6zm1LSjbG0bl+6DhxbOCLw8NJXVW/Cj4nzuHFw9cMbzce9vcjSxYFwzgJaH7Bk2xFgRLGz4/WP3wZ8Mk1i923S1J2hz0OHlEqCeWG6t7PvepOkVWfKwzmRWe/XepuT1B8srth5OC77v+VrcGs97uNdwZmk90qz66hJtLcU0G93koshpk+Lm5/68ycTaub1jnUWdQs7ZqTnS77tIds6O9FyVJr3T/HxwLXALroVuDrzcML6M9sSZDdW1ymPQapbX2eWLwjSCJtc/9w8upoK695TGju37gkmES622K9HQ0KktPsixcjdml4Z/bPFHHz3n8QzWs34cH6eg3vuUbo/v+z8ueOfyfifhVbN949k3BYwzrix97tmOs1RnJm1pDEgsAAAAAAADmeZfEcn8b7FZr8FJcXyt3HUmrViQlskhgAbDAzYzvCNI9dyuYuVsZ9Kp6eHDD/UIpq0Hw/w++d3h5WHD9/pEH3xEkte7+29nrdgbNtZYFM+SrgjxREMzSd4cP4vo8rY9JYmWVZ5W8aDKoSJIhS5ore5rpnnnXuJlxx60e9cTg0vUf2RykD3aE9tdU5DYugeXSXXuDr3dFVl4cXjd+35VJaPU6kQV0VHSVRPc5j01iuQXzBkFHQJfA2vOTude7EIdruTjtOghqfkprIjj2LgwSVwvuDx4juFy1enTT7VqS9nQaVab2lOmXdXMkkfWbIGn98KDAHxrqb/Xe149f2X5hpNfi3bprzjh9UFdvTdjn3UksANDEUmliUfrtmjLBoRQAOoU6AwCok7U6I3lTa/wYZY+l9tVCpbqcvHIpRgD+cKkmdznbPynocbE2+HK/4HJBKBl0/weHl48Lvj4yuDxweLEiCFltdZOuG0Ib/sm1wf88O3j8oLPVo4I7f3fxnPFEVyRsWnjmOO8sd5b7ZpvtnZvKcoksl8SaDqIJbiXHR0Re2/Bt90Z6X7n77gzG6vqk3BfaphtjNKVWxUx10sx83PXMjAPZuM9KW30Yk7hjUjglOmrZ6FYhdJcTQdLKBaVc+yW3YK1LZEnSQ8Ftt4fSWdLsqoWjZFawKuGC1aEbdedX1joSWbdpmIx7rI4a3XZhymq2rt7coV9Jmq0r4d8Xmlr1EciLnlg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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('QClear')\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": 26,
   "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', 'QClear')\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."
   ]
  }
 ],
 "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
}
