cgddrd/CS39440-major-project

View on GitHub
src/template_matching_scaling/notebooks/motion_displacement_flat_10cm_scaled.ipynb

Summary

Maintainability
Test Coverage
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Terrain Motion Displacement - Flat 10cm (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_flat_10cm_scaled.pkl'.]\n"
     ]
    }
   ],
   "source": [
    "%%cache -d cache/ cache_flat_10cm_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/flat_10cm/IMG1.JPG\", \"../../eval_data/motion_images/flat_10cm/IMG2.JPG\"),\n",
    "                (\"../../eval_data/motion_images/flat_10cm/IMG3.JPG\", \"../../eval_data/motion_images/flat_10cm/IMG4.JPG\"),\n",
    "                (\"../../eval_data/motion_images/flat_10cm/IMG5.JPG\", \"../../eval_data/motion_images/flat_10cm/IMG6.JPG\"),\n",
    "                (\"../../eval_data/motion_images/flat_10cm/IMG7.JPG\", \"../../eval_data/motion_images/flat_10cm/IMG8.JPG\"),\n",
    "                (\"../../eval_data/motion_images/flat_10cm/IMG9.JPG\", \"../../eval_data/motion_images/flat_10cm/IMG10.JPG\"),\n",
    "                (\"../../eval_data/motion_images/flat_10cm/IMG11.JPG\", \"../../eval_data/motion_images/flat_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=True, 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": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtMAAAH4CAYAAACId2FZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b3b4510>"
      ]
     },
     "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": "iVBORw0KGgoAAAANSUhEUgAAAtMAAAH4CAYAAACId2FZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n8j33uj7M7I8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a39fa50>"
      ]
     },
     "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": "iVBORw0KGgoAAAANSUhEUgAAAtMAAAH4CAYAAACId2FZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkRApmRYRERERCdH/Axgp0OlHlIqeAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a47a4d0>"
      ]
     },
     "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": "iVBORw0KGgoAAAANSUhEUgAAAtMAAAH4CAYAAACId2FZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSl7ntXCshZkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a3c7910>"
      ]
     },
     "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
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtMAAAH4CAYAAACId2FZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x105aad150>"
      ]
     },
     "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": "iVBORw0KGgoAAAANSUhEUgAAAtMAAAH4CAYAAACId2FZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ae28d10>"
      ]
     },
     "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": "iVBORw0KGgoAAAANSUhEUgAAAtMAAAH4CAYAAACId2FZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\npMka08YYY4wxxqTp/wMuR6abr3i8OQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a048b90>"
      ]
     },
     "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": 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
}