{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pytomography\n",
    "from pytomography.metadata import ObjectMeta, ImageMeta, PSFMeta\n",
    "from pytomography.transforms import SPECTAttenuationTransform, SPECTPSFTransform\n",
    "from pytomography.projections import SystemMatrix\n",
    "# Set device so its faster\n",
    "import torch\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "pytomography.device = device"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Last Time"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We created an object and attenuation map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "dx = 0.3 #cm\n",
    "x = torch.linspace(-1,1,128)\n",
    "xv, yv, zv = torch.meshgrid(x,x,x, indexing='ij')\n",
    "# SPECT Object\n",
    "obj = (xv**2 + 0.9*zv**2 < 0.5) * (torch.abs(yv)<0.8)\n",
    "obj = obj.to(torch.float).unsqueeze(dim=0)\n",
    "# CT Object\n",
    "mu = (xv**2 + 0.9*zv**2 < 0.3) * (torch.abs(yv)<0.6)\n",
    "mu = mu.to(torch.float).unsqueeze(dim=0) * 0.05 #cm^-1"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Specified the appropriate object/image metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "object_meta = ObjectMeta(dr=(0.3,0.3,0.3), shape=(128,128,128))\n",
    "image_meta = ImageMeta(object_meta, angles=np.arange(0,360.,3), radii=25*np.ones(120))\n",
    "psf_meta = PSFMeta(collimator_slope = 0.03, collimator_intercept=0.1)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Specified the transforms used in the system matrix, and created the system matrix $H$ "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "att_transform = SPECTAttenuationTransform(mu)\n",
    "psf_transform = SPECTPSFTransform(psf_meta)\n",
    "system_matrix = SystemMatrix(\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": [
    "And then simulated the image:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "image = system_matrix.forward(obj)\n",
    "image = torch.poisson(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x200 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iis = [0,10,20,30,40,50,60]\n",
    "fig, ax = plt.subplots(1,7,figsize=(10,2))\n",
    "[a.pcolormesh(image[0,i].cpu().T) for (a, i) in zip(ax, iis)]\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# This Time"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As shown previously, back projection $H^T g$ alone does not give a good estimate of the initial object $f$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "obj_bp = system_matrix.backward(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,2,figsize=(6,3))\n",
    "ax[0].pcolormesh(obj[0][:,64].T)\n",
    "ax[1].pcolormesh(obj_bp.cpu()[0][:,64].T)\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The MLEM algorithm can be written as\n",
    "\n",
    "$$\\boxed{f^{(n+1)} = \\left[\\frac{1}{H^T \\vec{1}} H^T \\left( \\frac{g}{Hf^{(n)}}\\right) \\right]f^{(n)}}$$\n",
    "\n",
    "This is an iterative algorithm which requires an initial object guess $f^{(0)}$. The more times you run the algorithm, the better (though the algorithm has a tendency to amplify noise in later iterations, so usually only a couple iterations are used)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "# initial prediction\n",
    "object_prediction = torch.ones((image.shape[0], *system_matrix.object_meta.shape)).to(device)\n",
    "# number of iterations\n",
    "n_iters = 30\n",
    "# parameter delta to avoid division by 0\n",
    "delta = 1e-11\n",
    "# Run basic MLEM\n",
    "for j in range(n_iters):\n",
    "    ratio = (image+delta) / (system_matrix.forward(object_prediction) + delta)\n",
    "    object_prediction = object_prediction * system_matrix.backward(ratio, normalize=True)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then we can plot a coronal slice of the reconstructed object:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,2,figsize=(6,3))\n",
    "plt.subplot(121)\n",
    "plt.pcolormesh(obj[0][:,64].T, vmax=1.2)\n",
    "plt.axis('off')\n",
    "plt.colorbar()\n",
    "plt.subplot(122)\n",
    "plt.pcolormesh(object_prediction.cpu()[0][:,64].T, vmax=1.2)\n",
    "plt.axis('off')\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And a 1 dimensional profile through the center:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f60ac4fcca0>]"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(obj[0][:,64,64])\n",
    "plt.plot(object_prediction.cpu()[0][:,64,64])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "pytomographytest",
   "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
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
