cgddrd/CS39440-major-project

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src/template_matching_scaling/notebooks/template_matching_evaluation_scaled.ipynb

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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Template Matching - Evaluation - Scaled"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1) IPython Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* \n",
       " * Force prevention of output scroll toggle.\n",
       " * Original source: https://github.com/ipython/ipython/issues/2172#issuecomment-53708976 \n",
       " */\n",
       "IPython.OutputArea.auto_scroll_threshold = 9999;"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%javascript\n",
    "/* \n",
    " * Force prevention of output scroll toggle.\n",
    " * Original source: https://github.com/ipython/ipython/issues/2172#issuecomment-53708976 \n",
    " */\n",
    "IPython.OutputArea.auto_scroll_threshold = 9999;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The ipycache extension is already loaded. To reload it, use:\n",
      "  %reload_ext ipycache\n"
     ]
    }
   ],
   "source": [
    "%load_ext ipycache\n",
    "%matplotlib inline\n",
    "\n",
    "import matplotlib as mpl\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "mpl.rcParams['figure.figsize'] = (12, 8)\n",
    "\n",
    "# We have to add a reference to the parent folder in order to access the modules.\n",
    "import sys,os\n",
    "sys.path.insert(1, os.path.join(sys.path[0], '..'))\n",
    "\n",
    "import main as templ\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import cv2\n",
    "\n",
    "from tse.tse_matchmethod import tse_match_methods\n",
    "from tse.tse_matchtype import TSEMatchType\n",
    "from tse.tse_datautils import TSEDataUtils"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2) Run Evaluation Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Skipped the cell's code and loaded variables results_dict from file '/Users/connorgoddard/Desktop/CS39440-major-project/src/template_matching_scaling/notebooks/cache/cache_template_matching_evaluation_scaled.pkl'.]\n"
     ]
    }
   ],
   "source": [
    "%%cache -d cache/ cache_template_matching_evaluation_scaled.pkl results_dict\n",
    "\n",
    "config_file = \"../../eval_data/calib/calibdata_20_04_15_09_13_00.txt\"\n",
    "\n",
    "image_pairs = [\n",
    "                (\"../../eval_data/shapes/img1.jpg\", \"../../eval_data/shapes/img2.jpg\")\n",
    "              ]\n",
    "\n",
    "patch_sizes = [100]\n",
    "\n",
    "match_method1 = TSEMatchType(\"DistanceEuclidean\", tse_match_methods.DISTANCE_ED, None, \"r\", reverse_score=True)\n",
    "# match_method2 = TSEMatchType(\"HistCorrel\", tse_match_methods.HIST, cv2.cv.CV_COMP_CORREL, \"b\")\n",
    "# match_method3 = TSEMatchType(\"HistChiSqr\", tse_match_methods.HIST, cv2.cv.CV_COMP_CHISQR, \"g\", reverse_score=True)\n",
    "# match_method4 = TSEMatchType(\"DistanceCorr\", tse_match_methods.DISTANCE, cv2.cv.CV_TM_CCORR_NORMED, \"y\")\n",
    "\n",
    "match_methods = [match_method1]\n",
    "\n",
    "results_dict = templ.start_tests(image_pairs, patch_sizes, match_methods, config_file, exhaustive_search=True, use_scaling=True, scale_centre=False, use_hsv=False, strip_luminance=False, plot_results=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3) Results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Input Image:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x110920210>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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pawx3kqQZWLmTusZwJ0mS1COGO0mSpB4x3EmSJPWI4U6SNAMXVEhdY7iTJM3ABRVS1xju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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ca92e90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.imread(\"../../eval_data/shapes/calib.jpg\")\n",
    "\n",
    "# Grid lines at these intervals (in pixels)\n",
    "# dx and dy can be different\n",
    "dx, dy = 50,100\n",
    "\n",
    "# Custom (rgb) grid color\n",
    "grid_color = [255,255,255]\n",
    "\n",
    "# Modify the image to include the grid\n",
    "img[:,::dy,:] = grid_color\n",
    "img[::dx,:,:] = grid_color\n",
    "\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Results - Euclidean Distance (Patch Height: 100px):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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4v4rtgDWAa4DXdRySJGmAOCqLJHUgYSvgu8DGVdzVdTySpMlzVBZJGkJVnA1c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\nseuwJEcAS4Bv4vk3VPrG7pamyfNvCCR5QZLb6J1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      "text/plain": [
       "<matplotlib.figure.Figure at 0x110bee350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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V7eRmjTIV1CRW3/Uu55LPftZ7XrmUVIqCoCgtVaAo8Ds7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e3l9pViTTKAlRJcy7LO9Tzv2YSQfCgUetyyrP04drGEPQi+cFb6i59gZaR2uX0LSfNa+vCxNOH1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\noijKzTzPN5Zpe1wyAKyBrPq+3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1tDzCfVtn0pnVaqhmGoAEi5bKR5nnhMXzo9baWGh8O5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9re/773Ac517G2EwD0oNGpueBkuiv7/snuq77bsuyHk4kEo+XsaZqmKyyyj5Xzcjq+sVxe3xn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\n6Nqv1alTbTHGXB3Zj9Vlb9UIihwrVhTxWM3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5f8b9jDHJxsbGE4movqqq6t7IbM/Mw3zf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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110ac3110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import cm\n",
    "\n",
    "results_pair1_100 = results_dict['img1.jpg_img2.jpg'][100]\n",
    "\n",
    "final_results = {}\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for method in results_pair1_100:\n",
    "        \n",
    "    if method not in final_results:\n",
    "        final_results[method] = {}\n",
    "\n",
    "    data = results_pair1_100[method]\n",
    "\n",
    "    final_results[method]['displacement'] = [result.displacement for result in data]\n",
    "\n",
    "    final_results[method]['row'] = [result.row for result in data]\n",
    "    \n",
    "    final_results[method]['match_scores'] = [result.match_scores for result in data]\n",
    "\n",
    "scores = [result[0] for result in final_results['DistanceEuclidean']['match_scores'][0]]\n",
    "rows = [result[1] for result in final_results['DistanceEuclidean']['match_scores'][0]]\n",
    "\n",
    "plt.plot(np.array(rows), np.array(scores), \"b-\")\n",
    "\n",
    "plt.title('Euclidean Distance Scores - Scaled Template Matching')\n",
    "plt.xlabel('Image Row (px)')\n",
    "plt.ylabel('Distance')\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "X, Y = np.meshgrid(rows, rows)\n",
    "Z = scores\n",
    "\n",
    "ax.plot_surface(X, Y, Z, linewidth=0)\n",
    "\n",
    "# surf = ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap='winter', linewidth=0, antialiased=False)\n",
    "# fig.colorbar(surf, shrink=0.5, aspect=5)\n",
    "\n",
    "ax.set_xlabel('Image Row (px)')\n",
    "ax.set_ylabel('Image Row (px)')\n",
    "ax.set_zlabel('Distance')\n",
    "\n",
    "plt.title('Euclidean Distance Scores - Scaled Template Matching')\n",
    "\n",
    "ax.view_init(elev=15, azim=280)\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}