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    {
     "cells": [
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "# Simulated CT Scan Experiment"
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 1,
       "metadata": {},
       "outputs": [],
       "source": [
        "import numpy as np\n",
        "import math\n",
        "import time\n",
        "import matplotlib.pyplot as plt\n",
        "from matplotlib.gridspec import GridSpec\n",
        "import matplotlib.cm as cm\n",
        "from skimage.data import shepp_logan_phantom\n",
        "from skimage.transform import radon, rescale, warp, warp_coords, iradon\n",
        "from sklearn.metrics import mean_squared_error as mse\n",
        "from kernels.hilbert import HilbertGP\n",
        "from placementcriteria.entropy_CT import Entropy_CT\n",
        "\n",
        "def rmse(real, predicted):\n",
        "    return np.sqrt(mse(real, predicted))\n",
        "\n",
        "def psnr(real, predicted):\n",
        "    peakval = np.max(real)\n",
        "    return 10*np.log10(peakval**2/mse(real,predicted))\n",
        "\n",
        "def re(real, predicted):\n",
        "    return np.linalg.norm(real - predicted) / np.linalg.norm(real)\n",
        "\n",
        "def compute_errors(Eft, image):\n",
        "    mean = Eft.reshape(Xi.shape, order='F')\n",
        "    return rmse(image, mean), psnr(image, mean), re(image, mean)"
       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "# Data "
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 2,
       "metadata": {},
       "outputs": [
        {
         "data": {
          "text/plain": [
           "Text(0.5, 1.0, 'Original Image')"
          ]
         },
         "execution_count": 2,
         "metadata": {},
         "output_type": "execute_result"
        },
        {
         "data": {
          "image/png": 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\n",
          "text/plain": [
           "<Figure size 432x288 with 2 Axes>"
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ],
       "source": [
        "Data = \"Shepp-Logan\"\n",
        "Data = \"Lungsegment\"\n",
        "\n",
        "if Data == \"Shepp-Logan\":\n",
        "    image = shepp_logan_phantom()\n",
        "elif Data == \"Lungsegment\":\n",
        "    image = np.genfromtxt('data/CT/lungsegment.txt', delimiter=',')\n",
        "    image = (image - np.min(image)) / np.max(image)\n",
        "\n",
        "image = rescale(image, scale=0.25, mode='reflect', multichannel=False)  \n",
        "plt.imshow(image)\n",
        "plt.colorbar()\n",
        "plt.title(\"Original Image\")"
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 14,
       "metadata": {},
       "outputs": [],
       "source": [
        "circle = False\n",
        "filename = \"data/CT/ct_num\"\n",
        "folder = \"data/CT/\"\n",
        "angles_mean = np.load(filename + \"mean8_chosen.npy\")\n",
        "angles_max = np.load(filename + \"max8_chosen.npy\")\n",
        "angles_min = np.load(filename + \"min8_chosen.npy\")\n",
        "#theta = angles_mean[:9]\n",
        "theta = np.linspace(0., 180., 9, endpoint=False)"
       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "# Baseline (FBP)"
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 15,
       "metadata": {},
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": [
           "<Figure size 432x288 with 1 Axes>"
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "name": "stdout",
         "output_type": "stream",
         "text": [
          "FBP rms error: 0.0993\n",
          "FBP psnr: 18.9\n",
          "FBP reconstruction error: 0.299\n"
         ]
        },
        {
         "data": {
          "image/png": 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\n",
          "text/plain": [
           "<Figure size 432x288 with 2 Axes>"
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ],
       "source": [
        "sinogram = radon(image, theta=theta, circle=circle)\n",
        "plt.imshow(sinogram, cmap=plt.cm.Greys_r,\n",
        "           extent=(0, 180, 0, sinogram.shape[0]), aspect='auto')\n",
        "plt.title(\"Radon transform\\n(Sinogram)\")\n",
        "plt.xlabel(\"Projection angle (deg)\")\n",
        "plt.ylabel(\"Projection position (pixels)\")\n",
        "plt.show()\n",
        "\n",
        "reconstruction_fbp = iradon(sinogram, theta=theta, circle=circle)\n",
        "plt.imshow(reconstruction_fbp)\n",
        "np.save(folder + \"fbpeven9.npy\", reconstruction_fbp)\n",
        "plt.colorbar()\n",
        "print(f\"FBP rms error: {rmse(image, reconstruction_fbp):.3g}\")\n",
        "print(f\"FBP psnr: {psnr(image, reconstruction_fbp):.3g}\")\n",
        "print(f\"FBP reconstruction error: {re(image, reconstruction_fbp):.3g}\")"
       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "# GP"
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 6,
       "metadata": {},
       "outputs": [],
       "source": [
        "def get_lines(angles):\n",
        "    lines = []\n",
        "    # TODO: get lines should not be in entropy\n",
        "    # Entropy here is thus used just for getting lines corresponding to angles\n",
        "    criterion = Entropy_CT('mean',0,0,0, m=1)\n",
        "    for i, angle in enumerate(np.deg2rad(angles)):\n",
        "        lines.extend(criterion.get_newlines(angle))\n",
        "    return np.array(lines)\n",
        "       \n",
        "def get_integrals(angle, image, center):\n",
        "    angle = np.deg2rad(angle)\n",
        "    cos_a, sin_a = np.cos(angle), np.sin(angle)\n",
        "    R = np.array([[cos_a, sin_a, -center * (cos_a + sin_a - 1)],\n",
        "                  [-sin_a, cos_a, -center * (cos_a - sin_a - 1)],\n",
        "                  [0, 0, 1]])\n",
        "    rotated_ = warp(image, R, clip=False)\n",
        "    return rotated_.sum(0)\n",
        "\n",
        "def compute_integrals(angles, image, center):\n",
        "    y = []\n",
        "    for angle in angles:\n",
        "        y.extend(get_integrals(angle, image, center))\n",
        "    return np.array(y)\n",
        "\n",
        "# Training Data\n",
        "center = 63.5\n",
        "X = get_lines(theta)\n",
        "Y = compute_integrals(theta, image, center)\n",
        "# Test Data\n",
        "n = image.shape[0]\n",
        "[Xi, Xj] = np.meshgrid(np.linspace(0,image.shape[0], n), np.linspace(0, image.shape[0], n))\n",
        "S = np.vstack((Xi.ravel(), Xj.ravel())).T"
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 127,
       "metadata": {},
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": [
          "2239.45277094841\n",
          "[8.5e+00 3.1e-03 1.5e-01]\n",
          "GP rms: 0.0652\n",
          "GP psnr: 22.5\n",
          "GP re: 0.196\n"
         ]
        },
        {
         "data": {
          "image/png": 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\n",
          "text/plain": [
           "<Figure size 432x288 with 1 Axes>"
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ],
       "source": [
        "K = HilbertGP('Matern', v=1)\n",
        "w0 = np.log(np.array([8.5e+00, 3.1e-03, 1.5e-01]))\n",
        "\n",
        "start = time.time()\n",
        "Eft,Varft,theta = K.approx_2d(X,Y,S,100, w0, optimize=False)\n",
        "end = time.time()\n",
        "print(end - start)\n",
        "\n",
        "\n",
        "print(theta)\n",
        "mean = Eft.reshape(Xi.shape, order='F')\n",
        "plt.imshow(mean)\n",
        "print(f\"GP rms: {rmse(image, mean):.3g}\")\n",
        "print(f\"GP psnr: {psnr(image, mean):.3g}\")\n",
        "print(f\"GP re: {re(image, mean):.3g}\")\n",
        "np.save(\"cteven9.npy\", mean)"
       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "## Random & Even : sensors"
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 10,
       "metadata": {},
       "outputs": [],
       "source": [
        "maxsensors = 10\n",
        "t = 'random'\n",
        "angles = np.linspace(0., 180., 18, endpoint=False)\n",
        "chosen = np.random.choice(angles, maxsensors, replace=False)\n",
        "for i, angle in enumerate(chosen):\n",
        "    np.save(filename + t + str(i) + \"_chosen.npy\", chosen[:i+1])\n",
        "        \n",
        "t = 'even'\n",
        "for i in range(maxsensors):\n",
        "    angles = np.linspace(0., 180., i+1, endpoint=False)\n",
        "    np.save(filename + t + str(i) + \"_chosen.npy\", angles)"
       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "# Plots"
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 19,
       "metadata": {},
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": [
           "<Figure size 720x288 with 7 Axes>"
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ],
       "source": [
        "fig = plt.figure(constrained_layout=True, figsize=(10, 4))\n",
        "\n",
        "gs = GridSpec(2, 5, figure=fig)\n",
        "ax = [fig.add_subplot(gs[0,0]), fig.add_subplot(gs[0,1]), fig.add_subplot(gs[0,2]),\n",
        "      fig.add_subplot(gs[1,0]), fig.add_subplot(gs[1,1]), fig.add_subplot(gs[1,2])]\n",
        "\n",
        "eft = np.load(folder + \"ctmin.npy\")\n",
        "ax[0].set_title(\"GP (Entropy (min))\", fontsize=16)\n",
        "ax[0].pcolor(eft.reshape(Xi.shape, order='F'), cmap='gray')\n",
        "ax[0].set_aspect('equal', adjustable='box')\n",
        "ax[0].set_xticks([], [])\n",
        "ax[0].set_yticks([], [])\n",
        "\n",
        "eft = np.load(folder + \"ctmax.npy\")\n",
        "ax[1].set_title(\"GP (Entropy (max))\", fontsize=16)\n",
        "ax[1].pcolor(eft.reshape(Xi.shape, order='F'), cmap='gray')\n",
        "ax[1].set_aspect('equal', adjustable='box')\n",
        "ax[1].set_xticks([], [])\n",
        "ax[1].set_yticks([], [])\n",
        "\n",
        "eft = np.load(folder + \"ctmean.npy\")\n",
        "ax[2].set_title(\"GP (Entropy (mean))\", fontsize=16)\n",
        "ax[2].pcolor(eft.reshape(Xi.shape, order='F'), cmap='gray')\n",
        "ax[2].set_aspect('equal', adjustable='box')\n",
        "ax[2].set_xticks([], [])\n",
        "ax[2].set_yticks([], [])\n",
        "\n",
        "eft = np.load(folder + \"ctrandom.npy\")\n",
        "ax[3].set_title(\"Entropy (random)\", fontsize=16)\n",
        "ax[3].pcolor(eft.reshape(Xi.shape, order='F'), cmap='gray')  \n",
        "ax[3].set_aspect('equal', adjustable='box')\n",
        "ax[3].set_xticks([], [])\n",
        "ax[3].set_yticks([], [])\n",
        "\n",
        "eft = np.load(folder + \"cteven9.npy\")\n",
        "ax[4].set_title(\"Entropy (even)\", fontsize=16)\n",
        "ax[4].pcolor(eft.reshape(Xi.shape, order='F'), cmap='gray')  \n",
        "ax[4].set_aspect('equal', adjustable='box')\n",
        "ax[4].set_xticks([], [])\n",
        "ax[4].set_yticks([], [])\n",
        "\n",
        "reconstruction_fbp = np.load(folder + \"fbpeven9.npy\")\n",
        "ax[5].set_title(\"FBP (even)\", fontsize=16)\n",
        "ax[5].pcolor(reconstruction_fbp, cmap='gray')  \n",
        "ax[5].set_aspect('equal', adjustable='box')\n",
        "ax[5].set_xticks([], [])\n",
        "ax[5].set_yticks([], [])\n",
        "\n",
        "ax_orig = fig.add_subplot(gs[0:2, 3:5])\n",
        "ax_orig.set_title(\"Original image\", fontsize=16)\n",
        "ax_orig.pcolor(image, cmap='gray')\n",
        "ax_orig.set_aspect('equal', adjustable='box')\n",
        "ax_orig.axis('off')\n",
        "\n",
        "ax[2].set_xlabel('PSNR: 23.2%,\\n RE: 18%', fontsize=14)\n",
        "ax[5].set_xlabel('PSNR: 17.5%,\\n RE: 35%', fontsize=14)\n",
        "ax[4].set_xlabel('PSNR: 22.5%,\\n RE: 20%', fontsize=14)\n",
        "ax[0].set_xlabel('PSNR: 22.8%,\\n RE: 19%', fontsize=14)\n",
        "ax[1].set_xlabel('PSNR: 22.9%,\\n RE: 19%', fontsize=14)\n",
        "ax[3].set_xlabel('PSNR: 22.5%,\\n RE: 20%', fontsize=14)\n",
        "\n",
        "plt.savefig(\"data/CT/ctmeans.png\")"
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 22,
       "metadata": {},
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": [
           "<Figure size 432x144 with 3 Axes>"
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ],
       "source": [
        "fig = plt.figure(constrained_layout=True, figsize=(6,2))\n",
        "gs = GridSpec(1, 3, figure=fig)\n",
        "ax = [fig.add_subplot(gs[0,0]), fig.add_subplot(gs[0,1]), fig.add_subplot(gs[0,2])]\n",
        "\n",
        "eft = np.load(folder + \"cteven9.npy\")\n",
        "ax[0].set_title(\"Evenly spaced\", fontsize=14)\n",
        "ax[0].pcolor(eft.reshape(Xi.shape, order='F'), cmap='gray')\n",
        "ax[0].set_aspect('equal', adjustable='box')\n",
        "ax[0].set_xticks([], [])\n",
        "ax[0].set_yticks([], [])\n",
        "\n",
        "eft = np.load(folder + \"ctmean.npy\")\n",
        "ax[1].set_title(\"Entropy (mean)\", fontsize=14)\n",
        "ax[1].pcolor(eft.reshape(Xi.shape, order='F'), cmap='gray')\n",
        "ax[1].set_aspect('equal', adjustable='box')\n",
        "ax[1].set_xticks([], [])\n",
        "ax[1].set_yticks([], [])\n",
        "\n",
        "ax_orig = ax[2]\n",
        "ax_orig.set_title(\"Original image\", fontsize=14)\n",
        "ax_orig.pcolor(image, cmap='gray')\n",
        "ax_orig.set_aspect('equal', adjustable='box')\n",
        "ax_orig.axis('off')\n",
        "\n",
        "ax[0].set_xlabel('PSNR: 22.5%,\\n RE: 20%', fontsize=14)\n",
        "ax[1].set_xlabel('PSNR: 23.2%,\\n RE: 18%', fontsize=14)\n",
        "    \n",
        "plt.savefig(\"data/CT/ct.png\", pad_inches = 0, bbox_inches='tight')"
       ]
      },
      {
       "cell_type": "code",
       "execution_count": null,
       "metadata": {},
       "outputs": [],
       "source": []
      }
     ],
     "metadata": {
      "kernelspec": {
       "display_name": "Python 3",
       "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": "3.6.1"
      }
     },
     "nbformat": 4,
     "nbformat_minor": 1
    }