cgddrd/CS39440-major-project

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src/template_matching_scaling/notebooks/motion_displacement_path_outside_10cm_non_scaled.ipynb

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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Terrain Motion Displacement - Wiltshire Outside 10cm (Non Scaled)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1) IPython Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "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": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%load_ext ipycache\n",
    "%matplotlib inline\n",
    "\n",
    "import matplotlib as mpl\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) Calculate Displacement "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Saved variables results_dict to file '/Users/connorgoddard/Desktop/CS39440-major-project/src/template_matching_scaling/notebooks/cache/cache_path_outside_10cm_non_scaled.pkl'.]\n"
     ]
    }
   ],
   "source": [
    "%%cache -d cache/ cache_path_outside_10cm_non_scaled.pkl results_dict\n",
    "\n",
    "config_file = \"../../eval_data/calib/calibdata_23_03_15_11_07_04.txt\"\n",
    "\n",
    "image_pairs = [\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG1.JPG\", \"../../eval_data/motion_images/path_10cm/IMG2.JPG\"),\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG3.JPG\", \"../../eval_data/motion_images/path_10cm/IMG4.JPG\"),\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG5.JPG\", \"../../eval_data/motion_images/path_10cm/IMG6.JPG\"),\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG7.JPG\", \"../../eval_data/motion_images/path_10cm/IMG8.JPG\"),\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG9.JPG\", \"../../eval_data/motion_images/path_10cm/IMG10.JPG\"),\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG11.JPG\", \"../../eval_data/motion_images/path_10cm/IMG12.JPG\"),\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG11.JPG\", \"../../eval_data/motion_images/path_10cm/IMG12.JPG\")\n",
    "              ]\n",
    "\n",
    "patch_sizes = [50, 100, 200]\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, match_method2, match_method3, match_method4]\n",
    "\n",
    "results_dict = templ.start_tests(image_pairs, patch_sizes, match_methods, config_file, exhaustive_search=False, use_scaling=False, plot_results=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3) Tests"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 1: IMG1/IMG2 - 50px patch - *DistanceEuclidean*, *DistanceCorr*, *HistCorrel*, *HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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71Hpu9ge+XLPbXfkt5YLbK4Cv276iLl/Za8ixwJm13GIf2zdQMuInUcpWZrB8Jrjjc7gL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6dRGx9WQWN2dTUeeFI9Ue1CXA5cLF7ZK8yxOtGXDuAYBo5jm0vM74DdbFtaV5HlWuBUxxVprML0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\neuAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107f77490>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results_pair1_50 = results_dict['IMG1.JPG_IMG2.JPG'][50]\n",
    "\n",
    "final_results = {}\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for method in results_pair1_50:\n",
    "        \n",
    "    if method not in final_results:\n",
    "        final_results[method] = {}\n",
    "\n",
    "    data = results_pair1_50[method]\n",
    "\n",
    "    final_results[method]['displacement'] = [o.displacement for o in data]\n",
    "\n",
    "    final_results[method]['row'] = [o.row for o in data]\n",
    "    \n",
    "    \n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['displacement']), 10)\n",
    "    \n",
    "    plt.plot(np.array(final_results[result]['row']), np.array(final_results[result]['displacement']), \"{0}.\".format(format_ids[i]), label=result)\n",
    "    \n",
    "    plt.plot(final_results[result]['row'][len(final_results[result]['row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                                 \n",
    "\n",
    "plt.title('Vertical Motion Displacement - IMG1/IMG2 - 50px patch height')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 2: IMG1/IMG2 - 100px patch - *DistanceEuclidean*, *DistanceCorr*, *HistCorrel*, *HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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K/d3jZSdYumzdfwC/JNUEv0H6W/2I9PcqlQGcScpcPlso4fh+C3235n/yvh1GCvIXk6fV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\nog0GxgGvph1LFoShGdHK9ONpx1JN8+f5tmfWs2LXIcxLOxYRkXJKpkW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KG5t2LHkUbzr8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\njqv6U9dvs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32N3tZqwrJ5zsczgeMdRxtkCtkQvBW8KcAGjBwwB7YKY7dWQ7q+atkmal8w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\nFoulkVhh2mKxWCwWi8ViaST/D3oDzv9udfb0AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x106f78d50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "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'] = [o.displacement for o in data]\n",
    "\n",
    "    final_results[method]['row'] = [o.row for o in data]\n",
    "    \n",
    "    \n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['displacement']), 10)\n",
    "    \n",
    "    plt.plot(np.array(final_results[result]['row']), np.array(final_results[result]['displacement']), \"{0}.\".format(format_ids[i]), label=result)\n",
    "    \n",
    "    plt.plot(final_results[result]['row'][len(final_results[result]['row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                                 \n",
    "\n",
    "plt.title('Vertical Motion Displacement - IMG1/IMG2 - 100px patch height')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 3: IMG1/IMG2 - 200px patch - *DistanceEuclidean, DistanceCorr, HistCorrel, HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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FetpXtXXr/0d9Gc2j6f/FaVSVv9QtW5t3CymFaCPgwXw6/irS/+5XlXXmkN7DJp1BqAWU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\n9Emps9SNZ/434GHgVamz1NzFwHblFuNdTcW0iIh0Ak3yaK9DgZ965gt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wtuW2+UjvLwS/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Q2NZwomkQwAJgFjG9CQPhh4HhBg5yDQYUGglyXVkAYIAv0IiIDJcSytC9nHN6APAaZKJEOTiiUb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\naWOMMcYYY4r0/6A3yWqZ/1XNAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1095da110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results_pair1_200 = results_dict['IMG1.JPG_IMG2.JPG'][200]\n",
    "\n",
    "final_results = {}\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for method in results_pair1_200:\n",
    "        \n",
    "    if method not in final_results:\n",
    "        final_results[method] = {}\n",
    "\n",
    "    data = results_pair1_200[method]\n",
    "\n",
    "    final_results[method]['displacement'] = [o.displacement for o in data]\n",
    "\n",
    "    final_results[method]['row'] = [o.row for o in data]\n",
    "    \n",
    "    \n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['displacement']), 10)\n",
    "    \n",
    "    plt.plot(np.array(final_results[result]['row']), np.array(final_results[result]['displacement']), \"{0}.\".format(format_ids[i]), label=result)\n",
    "    \n",
    "    plt.plot(final_results[result]['row'][len(final_results[result]['row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                            \n",
    "\n",
    "plt.title('Vertical Motion Displacement - IMG1/IMG2 - 200px patch height')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 4: IMG1/IMG2 - 100px, 200px patch - *DistanceEuclidean*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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YOKP+fwZwQB3KIUmSpA6mbNA80SJiJeBkSg/vh+rsRcDabYvOBBZ2SJ9Z5w3n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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1044e5b90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results_pair1 = results_dict['IMG1.JPG_IMG2.JPG']\n",
    "\n",
    "raw_results_pair1_100_200 = []\n",
    "image_rows = []\n",
    "\n",
    "final_results = {}\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for patch in results_pair1:\n",
    "        \n",
    "    if patch not in final_results:\n",
    "        final_results[patch] = {}\n",
    "        final_results[patch]['DistanceEuclidean'] = {}\n",
    "\n",
    "    data = results_pair1[patch]['DistanceEuclidean']\n",
    "\n",
    "    final_results[patch]['DistanceEuclidean']['displacement'] = [o.displacement for o in data]\n",
    "\n",
    "    final_results[patch]['DistanceEuclidean']['row'] = [o.row for o in data]\n",
    "    \n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    current_patch_data_euclidean = final_results[result]['DistanceEuclidean']\n",
    "    current_patch_data_euclidean['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(current_patch_data_euclidean['displacement']), 10)\n",
    "    \n",
    "    plt.plot(np.array(current_patch_data_euclidean['row']), np.array(current_patch_data_euclidean['displacement']), \"{0}.\".format(format_ids[i]), label=result)\n",
    "    \n",
    "    plt.plot(current_patch_data_euclidean['row'][len(current_patch_data_euclidean['row']) - len(current_patch_data_euclidean['cma']):], current_patch_data_euclidean['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))   \n",
    "\n",
    "plt.title('Average Vertical Motion Displacement - IMG1/IMG2 - 100px/200px patch height - Euclidean Distance')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Average Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 5: IMG1 - IMG12 - 50px patch - *DistanceEuclidean, DistanceCorr, HistCorrel, HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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l/5JagSMlDbA9l6RYXm37wRx/CXBmTj4KmGL7rEK59+f/hwPftT2lkO8LkvYv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53myPaOwdzMv1GsRd1wTs9c5O+zybrvAa7Y7Dvyh9Xr2DFP++pcz0KnuT/QVRM/3AZ/V7bffytm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\nPZuylaRdcxV2b6UZTsdiwJ4AvIhI/Xt5iqRggcpzUJ3l5pCxAvgRkRsOW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Kp/hV2GBQf/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Uf4qPSEnUB6hSCVyMbb8/6c5gu5vgO2APRDISLUjCYR/dw4FcjNjrywhKex84ToRGEUq1EMIg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\nCgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109ad29d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = results_dict\n",
    "\n",
    "final_results = {}\n",
    "\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for image_pair in results:\n",
    "    \n",
    "    for method in results[image_pair][50]:\n",
    "        \n",
    "        if method not in final_results:\n",
    "            final_results[method] = {}\n",
    "        \n",
    "        data = results[image_pair][50][method]\n",
    "        \n",
    "        if 'displacement' in final_results[method]:\n",
    "            final_results[method]['displacement'].append([o.displacement for o in data])\n",
    "        else:\n",
    "            final_results[method]['displacement'] = [[o.displacement for o in data]]\n",
    "            \n",
    "        final_results[method]['row'] = [o.row for o in data]\n",
    "        \n",
    "\n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    final_results[result]['average'] = TSEDataUtils.calc_element_wise_average(final_results[result]['displacement'])\n",
    "    \n",
    "    final_results[result]['filtered'] = TSEDataUtils.filter_outliers_ab_dist_median(final_results[result]['average'])\n",
    "    \n",
    "    final_results[result]['filtered_row'] = np.array(final_results[result]['row'])[TSEDataUtils.filter_outliers_ab_dist_median_indices(final_results[result]['average'])]\n",
    "    \n",
    "    final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['filtered']), 10)\n",
    "    \n",
    "    plt.plot(np.array(final_results[result]['filtered_row']), np.array(final_results[result]['filtered']), \"{0}.\".format(format_ids[i]), label=\"{0} (Filtered)\".format(result))\n",
    "    \n",
    "    plt.plot(final_results[result]['filtered_row'][len(final_results[result]['filtered_row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                                                                         \n",
    "          \n",
    "plt.title('Average Vertical Motion Displacement - IMG1-IMG12 - 50px patch height')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Average Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 6: IMG1 - IMG12 - 100px patch - *DistanceEuclidean, DistanceCorr, HistCorrel, HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Mn3cAngbG1ZD3TeAa0iPwvSUt1QLZQRAEQRB0c3pUaIfd7cIHxgED8ueKbnNI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mBCoC/9KrBbaJalJp36xrcwCRSJ3AscG5+5XCYMwcZIR0GyjPuKGZEWT3pi4rk7PIQFFdEGYRNY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\npAH88DIzGx0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x108694650>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = results_dict\n",
    "\n",
    "final_results = {}\n",
    "\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for image_pair in results:\n",
    "    \n",
    "    for method in results[image_pair][100]:\n",
    "        \n",
    "        if method not in final_results:\n",
    "            final_results[method] = {}\n",
    "        \n",
    "        data = results[image_pair][100][method]\n",
    "        \n",
    "        if 'displacement' in final_results[method]:\n",
    "            final_results[method]['displacement'].append([o.displacement for o in data])\n",
    "        else:\n",
    "            final_results[method]['displacement'] = [[o.displacement for o in data]]\n",
    "            \n",
    "        final_results[method]['row'] = [o.row for o in data]\n",
    "        \n",
    "\n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    final_results[result]['average'] = TSEDataUtils.calc_element_wise_average(final_results[result]['displacement'])\n",
    "    \n",
    "    final_results[result]['filtered'] = TSEDataUtils.filter_outliers_ab_dist_median(final_results[result]['average'])\n",
    "    \n",
    "    final_results[result]['filtered_row'] = np.array(final_results[result]['row'])[TSEDataUtils.filter_outliers_ab_dist_median_indices(final_results[result]['average'])]\n",
    "    \n",
    "    final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['filtered']), 10)\n",
    "    \n",
    "    plt.plot(np.array(final_results[result]['filtered_row']), np.array(final_results[result]['filtered']), \"{0}.\".format(format_ids[i]), label=\"{0} (Filtered)\".format(result))\n",
    "    \n",
    "    plt.plot(final_results[result]['filtered_row'][len(final_results[result]['filtered_row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                                                                         \n",
    "          \n",
    "plt.title('Average Vertical Motion Displacement - IMG1-IMG12 - 100px patch height')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Average Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 7: IMG1 - IMG12 - 200px patch - *DistanceEuclidean, DistanceCorr, HistCorrel, HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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KhwAzgDPLyq1mQS62pekOzdfZHP/AJ72sCByLK5uWyhwGXAf8xswGAocCV0ha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\nbWZmZmbWgv8D51d3JCiPvx8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107b5bbd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = results_dict\n",
    "\n",
    "final_results = {}\n",
    "\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for image_pair in results:\n",
    "    \n",
    "    for method in results[image_pair][200]:\n",
    "        \n",
    "        if method not in final_results:\n",
    "            final_results[method] = {}\n",
    "        \n",
    "        data = results[image_pair][200][method]\n",
    "        \n",
    "        if 'displacement' in final_results[method]:\n",
    "            final_results[method]['displacement'].append([o.displacement for o in data])\n",
    "        else:\n",
    "            final_results[method]['displacement'] = [[o.displacement for o in data]]\n",
    "            \n",
    "        final_results[method]['row'] = [o.row for o in data]\n",
    "        \n",
    "\n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    final_results[result]['average'] = TSEDataUtils.calc_element_wise_average(final_results[result]['displacement'])\n",
    "    \n",
    "    final_results[result]['filtered'] = TSEDataUtils.filter_outliers_ab_dist_median(final_results[result]['average'])\n",
    "    \n",
    "    final_results[result]['filtered_row'] = np.array(final_results[result]['row'])[TSEDataUtils.filter_outliers_ab_dist_median_indices(final_results[result]['average'])]\n",
    "    \n",
    "    final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['filtered']), 10)\n",
    "    \n",
    "    plt.plot(np.array(final_results[result]['filtered_row']), np.array(final_results[result]['filtered']), \"{0}.\".format(format_ids[i]), label=\"{0} (Filtered)\".format(result))\n",
    "    \n",
    "    plt.plot(final_results[result]['filtered_row'][len(final_results[result]['filtered_row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                                                                         \n",
    "          \n",
    "plt.title('Average Vertical Motion Displacement - IMG1-IMG12 - 200px patch height')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Average Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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fxAPqvsBidbbL7DTf/Kc6rKFjp158tOmck8bPR7RDdj5zzj3PEEmN44F31Pne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9kbL7vi+mtBkGbIVlppkEBFDNnkuq3StDHLmGYgrfs7Mqk4dHhnEsOE8DxmCLfRU0xCyrJwFv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khHWbloQ0pIT95nt52Lh6aYmPkIC7adYOB53BnYHbgoEQUfjF2ZUA8n1WehkT5AcET/Pu0x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e5Tp1E8X4zqEMEW7fmTHb3cypG2/Jx1+3ZNmfG4wpcB3tE6ENFnI2oRjYFngPe2F6Hng/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\nmZmZmY0S/wc/Aj5fZ/gxdQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107f33050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = results_dict\n",
    "\n",
    "final_results = {}\n",
    "\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "mpl.rcParams['figure.figsize'] = (16, 20)\n",
    "mpl.rcParams.update({'font.size': 16})\n",
    "\n",
    "for i, patch in enumerate([50, 100, 200]):\n",
    "    \n",
    "    ax = plt.subplot2grid((3,1), (i,0))\n",
    "\n",
    "    for image_pair in results:\n",
    "\n",
    "        for method in results[image_pair][patch]:\n",
    "\n",
    "            if method not in final_results:\n",
    "                final_results[method] = {}\n",
    "\n",
    "            data = results[image_pair][patch][method]\n",
    "\n",
    "            if 'displacement' in final_results[method]:\n",
    "                final_results[method]['displacement'].append([o.displacement for o in data])\n",
    "            else:\n",
    "                final_results[method]['displacement'] = [[o.displacement for o in data]]\n",
    "\n",
    "            final_results[method]['row'] = [o.row for o in data]\n",
    "\n",
    "\n",
    "    for i, result in enumerate(final_results):\n",
    "\n",
    "        final_results[result]['average'] = TSEDataUtils.calc_element_wise_average(final_results[result]['displacement'])\n",
    "\n",
    "        final_results[result]['filtered'] = TSEDataUtils.filter_outliers_ab_dist_median(final_results[result]['average'])\n",
    "\n",
    "        final_results[result]['filtered_row'] = np.array(final_results[result]['row'])[TSEDataUtils.filter_outliers_ab_dist_median_indices(final_results[result]['average'])]\n",
    "\n",
    "        final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['filtered']), 10)\n",
    "\n",
    "        plt.plot(np.array(final_results[result]['filtered_row']), np.array(final_results[result]['filtered']), \"{0}.\".format(format_ids[i]), label=\"{0} (Filtered)\".format(result))\n",
    "\n",
    "        plt.plot(final_results[result]['filtered_row'][len(final_results[result]['filtered_row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                                                                         \n",
    "\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.xaxis.set_ticks_position('bottom')\n",
    "    ax.yaxis.set_ticks_position('left')\n",
    "\n",
    "    plt.title('Average Vertical Motion Displacement - IMG1-IMG12 - {0}px patch height'.format(patch))\n",
    "    plt.xlabel('Image Row Height (px)')\n",
    "    plt.ylabel('Average Vertical Displacement (px)')\n",
    "\n",
    "ax.legend(loc='upper center', bbox_to_anchor=(0.5, -0.1),\n",
    "          fancybox=True, ncol=3)\n",
    "\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "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
}