{
 "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 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.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\")"
   ]
  },
  {
   "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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",
      "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_9547/2933345111.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)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Attenuation correction modeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "ct_net = SPECTAttenuationNet(CT)"
   ]
  },
  {
   "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)"
   ]
  },
  {
   "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 = 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": 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)\n",
    "    bp_net = BackProjectionNet(object_correction_nets, image_correction_nets,\n",
    "                                object_meta, image_meta)\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 the relative difference prior: hence the naming convention."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "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": 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": {
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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": 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', '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."
   ]
  }
 ],
 "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
}
