cgddrd/CS39440-major-project

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src/template_matching_scaling/notebooks/motion_displacement_wiltshire_inside_15cm_non_scaled.ipynb

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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Terrain Motion Displacement - Wiltshire Inside 15cm (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": [
      "[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_wiltshire_inside_15cm_non_scaled.pkl'.]\n"
     ]
    }
   ],
   "source": [
    "%%cache -d cache/ cache_wiltshire_inside_15cm_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/wiltshire_inside_15cm/IMG1.JPG\", \"../../eval_data/motion_images/wiltshire_inside_15cm/IMG2.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_15cm/IMG3.JPG\", \"../../eval_data/motion_images/wiltshire_inside_15cm/IMG4.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_15cm/IMG5.JPG\", \"../../eval_data/motion_images/wiltshire_inside_15cm/IMG6.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_15cm/IMG7.JPG\", \"../../eval_data/motion_images/wiltshire_inside_15cm/IMG8.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_15cm/IMG9.JPG\", \"../../eval_data/motion_images/wiltshire_inside_15cm/IMG10.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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mMx0RERER0UcJpmOlJelOLX3J9PmSUsscERERvZIyj4hhKO/1iIiIwZEyj4iI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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d5d7390>"
      ]
     },
     "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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fXdjsHtvX5/b/LbfzYttP5kz3u20dc+gzOnsD4mI3eQJwNTA+j1cd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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d64f0d0>"
      ]
     },
     "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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EudDw3ynDWP5E+Takt2PV2rb9d9SfWTt6/L24zJ5yc1vZ1rqplGFDOwN31a/gf0H53X23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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e042d10>"
      ]
     },
     "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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aqSVJkjSMKRdMZxJj8RpNHSJiBeCbwImZOQdYDZjfNtt8SuswwOrAPW15q49Q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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d571250>"
      ]
     },
     "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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ZPdhwm2ycmX1sZp8DNcA2UWGFoGxOMrMnzGwFQcneNsYNB2ab2YVmtszMPjKz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\nqrnSKsgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e3d79d0>"
      ]
     },
     "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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d9ttAM7BZNlohGZxX2X7Q9rskQ3vzXDcSmGL7dNtv2X7N9v257lDgh7anlOTu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\nKyLRFZMVFXTt8Ucmbg2sm8WWrfvyMp+w6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ExOrntfrmlZ7jo9yp96LGXM7kf5U4+GfrbB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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e5a3750>"
      ]
     },
     "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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mF8b69wP9gR7ASwRjLctgYATQFXgPOCuMhToBDwHjgJ5RxsNxn8OBnQge057A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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ca2b710>"
      ]
     },
     "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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Kn/3rFdOvStOXaGAZdcsSwavfEF0PX07/p0eIG9QvAYvU2C4z03KLr/K0ho6d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\nukXaIc9tAeB/wMJZVv2pcZ7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/HwjcYSW7BTjb+9oSjCp3f1KgRkRE2qKZQE0JOMjMrnAf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TOKqulPvYCBCkOnLmAFdYiqCdILjgIezLaNEqMfrlRrg6585fGEiUb0B+DW4K8aEpXmwMU4rUGP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\nuu868i7QR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z0Q7/NCwh5PVeKf6x/H/d+L8OaGXAkbe4Hk4mAUsM63S2CLdkyndI5FPs6v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ZFnCG9sd6vqpJqbXwGuLSI4Y9qg9uraicB1wFNZj5qdJJWtgasklfHAkZp01ZW1lhsrN6mG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FdQLOxxnx64RCMgZnYJsRNtr4n7tCIakAR0M+VwPbgz15D5cePrztrDYP1ckTJ8kU4II1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\n9gNS8OX44r8PAvA0imo9UubO8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EynAtOBTfigzHz8Pr6yuNg1xqBvIiIikjxUaFhERHqU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\nEnE19CKuayUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e07c090>"
      ]
     },
     "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
}