cgddrd/CS39440-major-project

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src/template_matching_scaling/notebooks/template_matching_evaluation_scaled_2.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": 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",
    "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": 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_template_matching_evaluation_scaled_2.pkl'.]\n"
     ]
    }
   ],
   "source": [
    "%%cache -d cache/ cache_template_matching_evaluation_scaled_2.pkl results_dict\n",
    "\n",
    "config_file = \"../../eval_data/calib/calibdata_demo.txt\"\n",
    "\n",
    "image_pairs = [\n",
    "                (\"../../eval_data/shapes/img3.jpg\", \"../../eval_data/shapes/img4.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": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x108593f90>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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diFQ0MyN3Lseb//kfuPncO/zChmA20y3FJUQc8BAD7r/aWFc3zsC/+zKMjeJah1JESkDh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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x105608510>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.imread(\"../../eval_data/shapes/calib2.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": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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mNGdKP6qKA7tNNbs4j7kkDYEqLgAOBa5OuCXhlIRHdZ1L0mhIeCbwU+BtwJo0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\ne/QAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10891ca10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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IgiAIgrBvEbEqCIIgCIIg7FtErAqCIAiCIAj7FhGrgiAIgiAIwr5FxKogCIIgCIKwbxGx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bpFUKe/l8tldWVtzUirqjA+elTbXy6rK52OMW8YXkTTnGg2K6+urRkSpWACUqzWqlWt7Dg+P5m4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\n2jjlAIDIGJNN0/wFz/OeF4lE/iYSidx1kSXxx0xZ3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Bbdel3IGoag12pSyXURWV8XpIce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AngDwGIDvAvgWgK8B+Bcp+T/9yq/c9Zd51f8TT6wJztPP6uOPr5o8Wurs2bWN5gFXrgQL+Xyl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\nJElSZxlWJUmS1FmGVUmSJHXWfwDi9bsdmg+RtwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1094618d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import cm\n",
    "\n",
    "results_pair1_100 = results_dict['img3.jpg_img4.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
}