{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<link href='http://fonts.googleapis.com/css?family=Fenix' rel='stylesheet' type='text/css'>\n",
       "<link href='http://fonts.googleapis.com/css?family=Alegreya+Sans:100,300,400,500,700,800,900,100italic,300italic,400italic,500italic,700italic,800italic,900italic' rel='stylesheet' type='text/css'>\n",
       "<link href='http://fonts.googleapis.com/css?family=Source+Code+Pro:300,400' rel='stylesheet' type='text/css'>\n",
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       "    @font-face {\n",
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       "        src: url('http://mirrors.ctan.org/fonts/cm-unicode/fonts/otf/cmunss.otf');\n",
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       "\t\tfont-family: 'Fenix', serif;\n",
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       "        font-weight: 200;\n",
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       "\t\tline-height: 100%;\n",
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       "        margin-bottom: 0.5em;\n",
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       "    .text_cell_render h5 {\n",
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       "        font-size: 16pt;\n",
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       "    \n",
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       "        color: rgb( 240, 20, 20 )\n",
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       "    \n",
       "    ol ol li {\n",
       "        list-style-type: decimal;\n",
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       "    ol li {\n",
       "        list-style-type: none;\n",
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       "    ol li:before {\n",
       "        counter-increment: num;\n",
       "        content: counter(num) \". \";\n",
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       "</style>\n",
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       "                    displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ]\n",
       "                },\n",
       "                displayAlign: 'center', // Change this to 'center' to center equations.\n",
       "                \"HTML-CSS\": {\n",
       "                    styles: {'.MathJax_Display': {\"margin\": 4}}\n",
       "                }\n",
       "        });\n",
       "</script>\n",
       "<script>$.getScript('../ipython_notebook_toc.js');</script><a href=\"./content.ipynb\"><< back to chapter content</a><br><div id=\"toc\"></div><p>Last updated: 12/09/2016 </p><script>code_show=true; \n",
       "    function code_toggle() {\n",
       "     if (code_show){$('div.input').hide();} else {$('div.input').show();}\n",
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       "<IPython.core.display.HTML object>"
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     },
     "execution_count": 8,
     "metadata": {},
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    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import sys\n",
    "sys.path.insert(0,'..')\n",
    "from IPython.display import HTML,Image,SVG,YouTubeVideo\n",
    "from helpers import header\n",
    "\n",
    "HTML(header())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Border based segmentation\n",
    "We have seen that berder detection can be achieved by various filters, e.g. by convolution (linear filters) or by non linear filters such as morphological gradient.\n",
    "\n",
    "The results of these filters is an image where pixels located near abrupt gray level changes have a high intensity whereas pixels located in more contiuous regions share a low value.\n",
    "\n",
    "Here below, the result of a Sobel filter on the an image whith clearly identifiable objects:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def norm_hist(ima):\n",
    "    hist,bins = np.histogram(ima.flatten(),range(256))  # histogram is computed on a 1D distribution --> flatten()\n",
    "    return 1.*hist/np.sum(hist) # normalized histogram\n",
    "\n",
    "def display_hist(ima):\n",
    "    plt.figure(figsize=[10,5])\n",
    "    if ima.ndim == 2:\n",
    "        nh = norm_hist(ima)\n",
    "    else:\n",
    "        nh_r = norm_hist(ima[:,:,0])\n",
    "        nh_g = norm_hist(ima[:,:,1])\n",
    "        nh_b = norm_hist(ima[:,:,2])\n",
    "    # display the results\n",
    "    plt.subplot(1,2,1)\n",
    "    plt.imshow(ima,cmap=plt.cm.gray)\n",
    "    plt.subplot(1,2,2)\n",
    "    if ima.ndim == 2:\n",
    "        plt.plot(nh,label='hist.')\n",
    "    else:\n",
    "        plt.plot(nh_r,color='r',label='r')\n",
    "        plt.plot(nh_g,color='g',label='g')\n",
    "        plt.plot(nh_b,color='b',label='b')\n",
    "    plt.legend()\n",
    "    plt.xlabel('gray level');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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1NUSjUVSrVXieh0ajgVqthpGREVSrVfj9fhwdHaHX6+HOnTvmQJLJJD7xiU9ga2sLP/jB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\nqPP2NFdFt1YLBReJE1Kv1yVyZ77MnCAnRkdjaf3NKIXKiDlr3IhWq7VFI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NnZKZU6ZsXm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\njv8XikhEI7V3uigAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f88b811a850>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from skimage.data import camera,coins\n",
    "from skimage.filter import sobel\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "im = coins().astype(np.float)\n",
    "plt.imshow(im,cmap=plt.cm.gray);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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o6Cjq9TqSySTK5TIWFxdRr9fhdrv5HuRyOcTjcUxOTsLv92Pz5s3Yv38/pqen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\nCGpAiK4gCIIgCIIaEKIrCIIgCIKgBvx/XfzeZCsdhYEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f88b66f1610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fsobel = sobel(im) \n",
    "norm = 255*fsobel/np.max(fsobel)\n",
    "\n",
    "display_hist(norm)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to separate object one can consider only very sharp borders, e.g. with $sobel>50$. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-banner\">\n",
       "        <a href=\"http://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"0eedf773-987e-412d-a7cf-1c9779620e8e\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(global) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  if (typeof (window._bokeh_onload_callbacks) === \"undefined\") {\n",
       "    window._bokeh_onload_callbacks = [];\n",
       "  }\n",
       "\n",
       "  function run_callbacks() {\n",
       "    window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "    delete window._bokeh_onload_callbacks\n",
       "    console.info(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(js_urls, callback) {\n",
       "    window._bokeh_onload_callbacks.push(callback);\n",
       "    if (window._bokeh_is_loading > 0) {\n",
       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    window._bokeh_is_loading = js_urls.length;\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var s = document.createElement('script');\n",
       "      s.src = url;\n",
       "      s.async = false;\n",
       "      s.onreadystatechange = s.onload = function() {\n",
       "        window._bokeh_is_loading--;\n",
       "        if (window._bokeh_is_loading === 0) {\n",
       "          console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "          run_callbacks()\n",
       "        }\n",
       "      };\n",
       "      s.onerror = function() {\n",
       "        console.warn(\"failed to load library \" + url);\n",
       "      };\n",
       "      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  var js_urls = ['https://cdn.pydata.org/bokeh/release/bokeh-0.11.1.min.js', 'https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.11.1.min.js', 'https://cdn.pydata.org/bokeh/release/bokeh-compiler-0.11.1.min.js'];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      Bokeh.$(\"#0eedf773-987e-412d-a7cf-1c9779620e8e\").text(\"BokehJS successfully loaded\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.11.1.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.11.1.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.11.1.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.11.1.min.css\");\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i](window.Bokeh);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  if (window._bokeh_is_loading === 0) {\n",
       "    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(js_urls, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(this));"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import bokeh.plotting as bk\n",
    "from helpers import bk_image,bk_image_hoover,bk_compare_image\n",
    "\n",
    "bk.output_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "    <div class=\"plotdiv\" id=\"abd45029-7279-4b6b-b56f-f6610707a00e\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  \n",
       "  (function(global) {\n",
       "    function now() {\n",
       "      return new Date();\n",
       "    }\n",
       "  \n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\") {\n",
       "      window._bokeh_onload_callbacks = [];\n",
       "    }\n",
       "  \n",
       "    function run_callbacks() {\n",
       "      window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "      delete window._bokeh_onload_callbacks\n",
       "      console.info(\"Bokeh: all callbacks have finished\");\n",
       "    }\n",
       "  \n",
       "    function load_libs(js_urls, callback) {\n",
       "      window._bokeh_onload_callbacks.push(callback);\n",
       "      if (window._bokeh_is_loading > 0) {\n",
       "        console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "        return null;\n",
       "      }\n",
       "      if (js_urls == null || js_urls.length === 0) {\n",
       "        run_callbacks();\n",
       "        return null;\n",
       "      }\n",
       "      console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "      window._bokeh_is_loading = js_urls.length;\n",
       "      for (var i = 0; i < js_urls.length; i++) {\n",
       "        var url = js_urls[i];\n",
       "        var s = document.createElement('script');\n",
       "        s.src = url;\n",
       "        s.async = false;\n",
       "        s.onreadystatechange = s.onload = function() {\n",
       "          window._bokeh_is_loading--;\n",
       "          if (window._bokeh_is_loading === 0) {\n",
       "            console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "            run_callbacks()\n",
       "          }\n",
       "        };\n",
       "        s.onerror = function() {\n",
       "          console.warn(\"failed to load library \" + url);\n",
       "        };\n",
       "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      }\n",
       "    };var element = document.getElementById(\"abd45029-7279-4b6b-b56f-f6610707a00e\");\n",
       "    if (element == null) {\n",
       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'abd45029-7279-4b6b-b56f-f6610707a00e' but no matching script tag was found. \")\n",
       "      return false;\n",
       "    }\n",
       "  \n",
       "    var js_urls = [];\n",
       "  \n",
       "    var inline_js = [\n",
       "      function(Bokeh) {\n",
       "        Bokeh.$(function() {\n",
       "            var docs_json = 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       "            var render_items = [{\"docid\":\"87b28bd0-8aaa-4c74-a507-d119851325ef\",\"elementid\":\"abd45029-7279-4b6b-b56f-f6610707a00e\",\"modelid\":\"2237cbda-3300-4277-bcd8-905e72ced04c\",\"notebook_comms_target\":\"d6459b9f-17f3-48b8-9e73-c11d2900d8ec\"}];\n",
       "            \n",
       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
       "        });\n",
       "      },\n",
       "      function(Bokeh) {\n",
       "      }\n",
       "    ];\n",
       "  \n",
       "    function run_inline_js() {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i](window.Bokeh);\n",
       "      }\n",
       "    }\n",
       "  \n",
       "    if (window._bokeh_is_loading === 0) {\n",
       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "      run_inline_js();\n",
       "    } else {\n",
       "      load_libs(js_urls, function() {\n",
       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
       "      });\n",
       "    }\n",
       "  }(this));\n",
       "</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "borders = 255*(norm>50)\n",
    "bk_image(borders)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f88b4904fd0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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4cfr4+BhVR1wKp0TEamMkNDSUJNm8eXOz6ososRa4fPnyjIqKoq+vLw8ePCi11bBhwzzr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\nLfsPPh1nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f88b67d4e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import skimage.filters.rank as skr\n",
    "from skimage.morphology import disk\n",
    "\n",
    "fim = skr.median(im.astype(np.uint8),disk(7))\n",
    "fsobel = sobel(fim) \n",
    "norm = 255*fsobel/np.max(fsobel)\n",
    "\n",
    "plt.imshow(norm>30,cmap=plt.cm.gray)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "looking carefully to the obtained borders, we see that, depending on the threshold level choosen, some borders may be disconnected."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Questions:\n",
    "* do you know a better edge detection that maybe help to solve this problem ?"
   ]
  },
  {
   "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": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}