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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import sys,  time\n",
    "import ipywidgets as widget\n",
    "from IPython.display import display\n",
    "import numpy as np\n",
    "import cv2\n",
    "from PIL import Image as PIL_Image\n",
    "from io import BytesIO\n",
    "cv2.startWindowThread()\n",
    "def img_to_png(ima, cvt=None):\n",
    "    if cvt:\n",
    "        ima = cv2.cvtColor(ima, cvt)\n",
    "    im = PIL_Image.fromarray(ima)\n",
    "    bio = BytesIO()\n",
    "    im.save(bio, format='png')\n",
    "    return bio.getvalue()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Segmentation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f35290f2980>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "img = cv2.imread(\"img/water_coins.jpg\")\n",
    "#PIL_Image.fromarray(img[..., ::-1])\n",
    "plt.imshow(img[..., ::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "gray = cv2.cvtColor(img,cv2.COLOR_BGR2GRAY)\n",
    "ret, thresh = cv2.threshold(gray,0,255,cv2.THRESH_BINARY_INV+cv2.THRESH_OTSU)\n",
    "kernel = np.ones((3,3),np.uint8)\n",
    "opening = cv2.morphologyEx(thresh,cv2.MORPH_OPEN,kernel, iterations = 2)\n",
    "# sure background area\n",
    "sure_bg = cv2.dilate(opening,kernel,iterations=3)\n",
    "# Finding sure foreground area\n",
    "dist_transform = cv2.distanceTransform(opening,cv2.DIST_L2,5)\n",
    "ret, sure_fg = cv2.threshold(dist_transform,0.7*dist_transform.max(),255,0)\n",
    "# Finding unknown region\n",
    "sure_fg = np.uint8(sure_fg)\n",
    "unknown = cv2.subtract(sure_bg,sure_fg)\n",
    "# Marker labelling\n",
    "ret, markers0 = cv2.connectedComponents(sure_fg)\n",
    "# Add one to all labels so that sure background is not 0, but 1\n",
    "markers = markers0+1\n",
    "# Now, mark the region of unknown with zero\n",
    "markers[unknown==255] = 0\n",
    "markers = cv2.watershed(img,markers)\n",
    "img[markers == -1] = [255,0,0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f3520fe38e0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "plt.imshow(dist_transform)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f4e31952a70>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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r5/HXZdsnPOam/B14LloQJ4tijFDou3ER//J3G/n3uVtJU6ykKVZ+su45+r5eivf8+cE1avFAi8J6ugSgivBuQpNeVSHEU0KILiHE/lO25QghXhVCHAv9zj5l39eEEMeFEEeEEB8Ny6pYoproXqFyoW3iQnarbBq9K/Wkd3zoi6u54fEGvvOxP+A8o7qKTTHz0/mb+eKn/0jBA2aUkqIEWWl8Vjg68VRlT37gGUzltvVfwFVnbDtRJnYesCn0N0KIxcAtwDmh9zwihLEyeSrOTB5d+/yUji0oGvjweSVZUT45yCqbNmHpoiKTnTvzDtP2EWf8DIsTvvPm037bwoh7aHOYE+KTtiql3Az0nbH5eoLlYQn9vuGU7b+RUnqllPXAcYI1wwyD7hrgc69fN6VjB/blBusyJzHiSQcD2uRlZ4c1D6bRmTGjKKxWREUZjh9k8veffpFH173ABT/rp//6RShFhXG1JVwnx3hlYkuBUx8FW0LbzkIIcTtwO4ANR5hmhIGmYe2bGV+kKdHePaWl9b8ZOGdmFEEXgpZPVfDk+ScKvQe7nWvS+7jm4y/y4NpzcN0bP3Oi/WQ71jd3zM83URUuAXLf7+XHXYvj2qaR0aTO0d/NS7QZEeO9YD6ZP3Dws/NeGPeYm7N3MPjRhXGzKVyBjVcmtgU4Ned0GdAWvnmxQe/s4uCeCjz6+Esd9vvA0Z74OcJ48AvXXBz72hNtRsR4nQr3Fu6fcBFrudmG/9xRlLS0uNgUrsDGKxP7HHCLEMIqhKgC5gHvR2bixIQrgcL/Ocqd757+LBaQGn4Z4LbtV/LLp67CscW4EQbTITDBVdKkzq7XF6IPDsbRosTys4VvIfOn7xEMh0mfwYQQvwbWA3lCiBbgX4HvMUaZWCnlASHE08BBIAB8TkoZs+l6S8sgWwtLWJsVRicpdQrf1fjpgpPDhdb/nYO1vofSoYaIKz0aBel2872nbqLyxnpuy9mLXTl92uFbLWvI+XNdUqRAixZb3A6E1x+X/3lSgUkp/2acXWPGNkkpvwN8JxKjpoyuo8vwHRbq3uN0fenk32aOYdxiPuHj2HKYri1wz803MOe8Vu4r2vPhPr9uwhzmOjQdyZutleTmDLHcfqaj2bj87+ZLKWiPz+gk6UOlAl4VHZkqZj4F8n53CM8buXzTuf7DbdYRT9g3FSklabWjeOvNvJ1dQcWCdgpUN5YIpj57NcGBoWIURXJJ5vSeC51vt/K1i8/nuxXbxj3mqf5qil7siNuNNKkEphU48TpP36b4wCd1bMaazzYsek8v9PSe/DuCcwkhGKlxIEIPAcfailFLWik2TT8c6i1XKQGvSnqzjtU1xOiq6Rfc04eGGHmvjIEyz5gT6wGp8f77Cynoj990hLEFZjbjz08joyo42VtkaaFQHeuRLvnEJex2hNmc1M4FhelldHqjuQKra+x9tr6R0597w3xAcv7pEP9suYmv/MVGSk0mTEJFkzptAR/f3nIjRb+JbzENYwrMZMJbmkFRRS9zLd0za/gnBIMfWUDaul5uLtzO735yOere5M8gNRVWl9azy1uNtds7tdprYZK78RBPPreE1s9UkeZ04/GaKX64jSLfkYgKvYeD4QTmnePEXOxhXUZDaMsMEpdqovvmefzoqpOJODs+s5ONDSsoeqgVmQTVQiIhQ1FYN7eBvWXZ9PQ4STvsGvdYW7PCULYWfoZmLUDpT0/2VpHK6pgvHXvX9D3Lhlqu4q3M5oJ5dVyYkVzrhaaC/9x5/O0Th04TF8BVaX08svg1At/MwrdmPqiGu+dFnWW2fi4trWd4iRPGSVik9AzgM9DQ3+V3wODwtN9nGIH55jg5r6Y2Ig+UUfGtmc9Nn36D+WbTaeI6gSoUvjPnfe7/7AsoGekJsDD+qEJhQ1EjIwszE23KpGhSx91mD+u9hhCYNKusmluHfQaKC2CgRj0tLUGKk6wtrsc9b+yoim6/McTXqVmxtoS3qsIgApOkxbgaSgpjYhYKmfnDCPvZbvX+g874GzQGtcdLws4fYgiBZagz++F+qty1+WNJv/4sHFY5ejCtPPsLrAyM8HpPOVoCA7m2DRdi7XaH/X5DCCwZ8EqNt1yldGvTv2RpLZL9k9xD3nbbydujhXWn3OvJRotD4ppYMs/WiZ6fdfrGQIC03YPU+xLzXOqTGp5ue0QpzVMCC6Ej8Ut9zJ8tAyV8cLga2/Zh6tz50z63Y8th/uuXV0+4PObpltWYd4Q3CTrQmMk7R6vYNlyQtELLUFQ85WPb3taYF/deTEfyTnMNttr+iM4z833CU+SNzgrSD489+WnR3KCPRHT+9O1N/OHmaj6R1RzRecZEgqXFBW0qH2RWYFnkZqGtE0eSPdeuzW7ivZIqzG2u07ZbG128LStZMbeezDjUIXBLjW2NNdhrXZMeOxmpHuwEUgRDdcb6iUJRNn10lCMPVfOf/VVRMHYcNA3RP4j/HT/ba2t4s7GSNxsreaO3LHZtRhGTUMaNK7A2udh9vCouPfS2phrsx/ujEvWR9D2YUlyInhnM6SH8GrIuvCqX5xfUsT+nEtE3cWzgiNeCTA8vvkTWNbH18Hzylg5zjrWNJn8OQ7qNbn8G2U/4wg68XTK/AffcM9PLBXtjPyqtBwvY2lUBgOqVKN5gMK5UFc49twlzmBmXlJIi9IyT80NK/3Bk5WCBufNbaezI/PBZVNhsSFtwhbKp2Isao/yNEmgK2KhvLcJ+3BW18yatwITFQsdfV3Ppmv0fDrveHM3g9TvywjpfuqIiFTGpcNL2juBbr2ENc86u9NGjfEA6b637GOkHu4PR7UhOZl2YPtmKIFsZ7/nOT8WykzedHaN5DHWlYz/ejzCbCTuIaEEVS+46xF+esqTkx12L6X+wCL2tI7xzAtmKlxPhw+552WTmD7PKEdvInjq/g/qefNIPDWLXI3vmOpPkE5hQ6L1hAWvWH+Sbzj+ddkcziwBKejr68PRDWuKNY/PhhCzuPNfRg7+ii2PF2fQ2hJ+XwlVjO01cAHcXHOT5b+Tz7L5zKX2qISzvmwB8pRnkVrg411IXHDbGgEFdR0Owt74KW4+f9CFXTNpJOoH13riAh69/ISSs0y/+xXY3m75hhgfzIx6qzGTMQmGxdQC5YAARRryfsFgYXTT2vMN16d1cd+Gf+ULt1WS+Mv1Vwxahcsn8xtBIIjbiOuTNYmi7Den2YCO6PdaZJJ2T48ortk84Dv9myU7cYaQ4njK6ztvt1egzIItFuOsUhDOLny59acJj5l9dh7CHF78X6/UTFiWAjFNV1KQSmKieQ4Fp8gWKg9UqiCh8TM4MAsXO03+KsrAMwK7R6c+HzRRMX/JPmBoN4B+z9+NdWj7hMYmixjxC8Xl9kBn7CeykGiL6sq1kKJOngb7vio08+fSSsCt5eGqyCaRrVDl7qTYbtPxiAskwTf5sZVPMOP+yg9GYJu0LnzkmL+4Vg7h2ZcBQZHOcE5FUPZh5xzGe7hyzztlpPPTbG8ISl9epUHHZCBdU1rIhvzklrhnOAssQ3pzYVs9JKoEBKI9PPq63DoTnn1tf2UCRGgjbBZ8i+VheUxedx4lxSDqByY4ubnv/ynH392lulEDyOyCMTNtoJq2BiYfqzX4P3aPxSU8dCekCRhZlTX5gmCSfwHw+cncp7PaebXpHwM23nr4p7KDZFFPD+q9d/PSnH2PzGAIa1jzcceAyHnv4OtK+Ff6Ec7xQhUJBzgCkx+ZmkFROjhPY3j7Cr7iSkk9tJFsx49UD3HP4GrK2Wsh6e2bkkzc0UmLeeYyXH7mI/1lp4ofrNwLwrYYNKG9kUrA5uT6DJTYXW3KysMQgPkHISQIahRBPAX8BdEkpl4S23Q/8E3BiNvefpZQvhvZ9DbgN0IDPSylfPuukZ1CcmSlvu+CCaRuvOBy0f3wOxS/3ove7Zkw++aRCKCiO4HOx7vMl7Wewqb2C9IMDYQX4viZ/v0NKOab3LdwSsgAPSSlXhH5OiCuuJWT10VEK//twMGojST/YpEfq6CMj6CMjCfkMuv9qUVScFOuK6sEU/QHdVIo/bBZCVE7xfB+WkAXqhRAnSsi+G76JMxe/1GnwZ6IISY05vLkYJSebkbut/E3x6RNOv3zmSpz7B9Bbk7/u15ko5SX0L8nk1htfocZ8iNor0vjPP32U3F1D6E0tiTbvNCKR7J1CiL8DtgP3SCn7CbOEbKZt/ALdM5lOzUbfZhVhtVB5ydC0l2IoaWl4v2jhhxVn379WffIl/ttVwbGHK+F4eEt4DMm8SuZ//vgpC1dtrFI1Vn38RZ7/aD7bfroM5WBdQk08lXC9iI8CNcAKoB14ILQ9rBKyDvPEYTczFRUdIvnf0xx8e87b4+7+P85Grrh3O+1frkZxxLEOdgxQ0tLo/GoVV9zz/rirwq9L76Z3mTWm81rTJSyBSSk7pZSalFIHfk5wGAhJUkLWKBSbAgwviu0Xf51jhJ8v3UT3VRUxbSfWdF07h8fPeZ11jomH0g9f/RxKTnyqV06FsAR2oj5ziBuB/aHXYZWQHfLHtwh6pCgOx2k/CbtjWqfW+z3VX03+NldsbYkxQg+WH5oMBYXmW8JbdBsLwi0hu14IsYLg8K8B+DSEX0JWCUCHplI0Zmki46CUl+JanMGX/3ojaado6oEfXIs4FP9xf/P1aZim4KRtGM6FJHd25G48yo/WrDqtOudY6OiUPzNgmEql4ZaQfXKC46dfQjagUXewjLRz6sKvphFjFKeT3C/0cn/+VuB0p0zndZKi+NV0+5Dyp10EztMmFJlb9zH8Wh7p9MTRshigaQT0yQdcmpSGmrIxTKiU2uli3/4qejXjPKBCsFBe653zuOVH27krf2wVfWH+ayjlJXG2DAgEeNczcSVIr9TJeG/qRfKMTENX7qRZpb745+vR+2K7Snk6GEZgAGrXAEcOzqHPKP07oFUV8+SaV1hoGb+XWGxRqLq3FVE9J46Wgd7Xz8s/uYgXh3Pi2m6iKP1pM3cfWz/u/meHC8jb4417kb2JMJTAINiTHd43hw5NxTeFh9qp0qsJhvXYPePdmt3ASFn8XeHK/lr+2LCCDzxmurSzc6gf82eE9YVzS403Gyvp1NSopUfo0+GNvjJ2jeaG9X7p85H38AB3HLjsQ4eHXwb4wGPmrt9dw67vzkvIs/BEGDLYV+0eoPGNdA7PzcaRP8qatPBTmvVogj39ZWQc9jFSaeOyspkxXDqVoh/U8zxlDFy9EOW8IR6au5V76i5iYNBB8Us6wlM/7XOe6K8PtZSTOac2otJSb7lKCQQU0o9rOIaHGJibjVbRHVaOQ31wkIIfDHHXfRt4dNGbfGbPVZQ8WEs2hyJybOwcKYYJUpuHiyEFdgL78X5otfF29sk5nNJ5XRSahrEIBXWc9Civt1ZgDkVGq35I7x1BShl5HdEJ+EbzGtIPdIX1IUufnzc7q9hQFJn4s146jLI1g3tXXk3G7jbSBsP3HFqEyvqKhtBfUxPXO0NFaG1WlDMGCrbOodOKWtjrB/FVSMJLiQNISeEjLu5dfjVlO5qj4jH0tdmwaJOno5guhhYYgHR7MLlD/7gzg6b6AppEAWWV3eMu6V9XUo88Q03dmo1jw9MPyTIN+3hxOIdr0vvGPcaleejfmUdub5iuRCkxDwkoCu/tp6IPDSUs5+L5Ge0MzZPsO1aFpdcLo+OU/ZGSQ+5CVjnC92zqAwM4NkfHHd+pqaju2Nx9DfcMNh7Dy7PIXdbPuvmNrJvXOGG+DJNQMAv1tJ8Sk59Lna3TbldvamHjjvMnPKbWn07uM5H56a19Pg56Y7eyNh6oCJyKwtoFjVhW+Bld4Bz7QF1nNIKkp9Hm8FARavdATM5t+B5MWC14lpq53NkU83x5CWVohF5PGlhj80HHm5WOXgL2bt72V2OrM47b/Ew0qaONxk4Ghu7BPFXZ+JebWOdsS6i4cvfq3L7pam7fdPWYLvFHd1wRnYY6zFH1nCYak1BIKxoGy9mZm8xDfkP02MMS0g7F7qY26YrmeJApcuT5YsPJDULgrnFyfkVk3qtYoJSXoKWdHjup1LeFXQVxQNfp1YIJMAWSCvMoygzrq3eO5uHfLsB3erpt4bCTs3qIuZbY5SWciBFdY+exaizNrojOM9GKZkMOEd01TtZXNjBV71U80ZvP7k0juUVlKQpZyqnPkzNLXBCswbz93Hz03cF88CeQo2569ucwd1X8BTak6+w+Wh0sXBhDjDdEVBTmlIY/75XCmKxO6yaQdbYXVwy5eaO3LO65/ncfq4q5uMBgAhNWC75z7VSlMurOSOYvGmNltd+PY9cQx32ZcbGhX5dsHSzG2hP9Oa+xMJTAtAw7a7MS69BIETsylQCemjMWQ6an4VmdTpEp9t7TgNTZf7QS8/ujpw1VY4mhnsFKl8S2kmGKxGIRKrZ8N6LFipQSzzILqzKbQkuUYnev15Ac8mTT35AVl2HhqRhKYGlKeJ64FMnD+emdbCmsQC8IhCb+Y+vI2uPOob8rE/uxfiy4YtrWWBhGYMPnOHEqLmaiFy3ZETYbFOUh/FpU0sAtqmkiV42PU6Pa2kNzkcbQcZGQZSyGEZhi1cYN3k0xdd7oLUPXTg63Fua0U2qafpT44EcX4gmltggU+PmPla9R5/fzg9c/RtGbkeVbzIuTuAAyFIUaSx8flFRjbnXFrd0TGENgJpVlWdOPE/wQVUXJyKDvznQqnX24vHaUByX64JChlo/HA0WVOHaddBi0XJBDafr0n21LNrTylaK9p22rNpt57KMv8ZsLyti0aynFTyVHDnqrUDlnQQMHtUpMHa64tm0IgUlB+EMGIej423k8fNlzp5U19Tzg53O7riX9WHCMn725BX04Btn9DcaCjA4asosR/UMxa+OWrBZcSx10lJegNydHVr5sReAplKR3KaDHb62Bodz04dBz80IeuuyPZ9UMtilmnjz3FX58y0v8+JaXkHnOxBgYZ4pUjdHiCB0HQiAmmfi9I/cofcsTH0s4HS7Pb2JkYXzm206Q1AJT8nIpWdVOmpJceRVjjWIPRJQxuPfjC7mrYOekx335xj+gZCWPyASQnR3fUYwhhojh4lqdz7+XvBSz878zVIS3f3LxLiuN3CumL6mh/VKVsqeake5xFipOkfXZrbyXWY7oDe/5Uzdz1ohgLIpNZjqvLSH/V8mzxKbE4qK2sAy10xWX9pJaYFPlqD+A8GvTjnbz9dpwHJ98LVN/kYNcdfoBq9bvZXGBM5ikpdhUy2KLwualafhRee3nFySsUmfhi208vmYen86duH2TUJm3qhHXr+JkWBQoVDUOZoEjTjENST1EnCoPvn6dIcv4nJvVxAbHIBscgyy2BD+KdY4RNjgGufUzL+E9f35C7NIHBti9bd6UUlXHk8ErFzK8YWGizZgWSS0w5/Zu/q1t5YTHeHQ/ii/55tcWWlR6LtRBTcwgo/BPLbQGAuPuH9G93L7pavqfjEIikQkQdjvMnUP+Azbu+euN3PmJ5xi8amFE9QBkHFdBTSowIUS5EOINIcQhIcQBIcTdoe05QohXhRDHQr+zT3nP14QQx4UQR4QQH42V8XpPL207ihnRxw+xeqxnOXm/N958jba0hlLTxMPPJ1a+jH9FVZwsOh19aIjHHrmOLe6zcz1+t3059750I0W/PBLTPISDH1mI+74s/uVfNnFX/iHKzTaqzWZ++DfPM/jRBWGfd31pA2TEJyfIVHqwAMECe4uAC4DPhUrF3gdsklLOAzaF/g67jGy464Hy/nCU5sD4d3mdxITITEbHOpWl1ontUoUCNwxCGPkDo4F5xzFefOISGv1e3LqPHR4Td//6arw/tJD/20Oxu65C0HPzIr71iY38oOpdzOL0z9csTHz+5ucY/Eh4w8V4rhif9JOTUrZLKXeGXg8BhwhWrbwe+EXosF8AN4Ref1hGVkpZD5woIzsuwq+xub8srH8ATeOXP7uabZ7ouuoHdR3Vk3hh5toicysPD9siWsxo3nGM//ziGr5/9xqev2cxWS8dRu+JYSEJodD5yQU8cO0fyVLHT7NXbTbzb5/YCPMqY2dLFJjWrTFUq3klsA0olFK2Q1CEQEHosFLg1BKEY5aRFULcLoTYLoTY7seLlOHfVUy7jrHx5+v51Dsna7X/aqCcO16+hqZXw8sXf8RdFPelDWPR+9sSmKTgwUSkHxrCH8H7IZhNVx8YQB+KXXTICYTNyvc3bMSunJ0o50zSVRtSNfbz9ZSfoIUQ6cAzwBeklINi/IfMKZWRlVI+ATwBwaQ3uldFk3pY6ZQBLB8cpWSniX99aW3QCLeXgq7wcxUuc7TTu37yRKWHu0ooUmLj8/2nfRso2dcU8WL6bs1Omck3+YEGQHo8fP25m/jZjS8m2pSoMCWBCSHMBMX1v1LKP4Q2dwohiqWU7aGKlycSaYRVRjb9gAtXoUJuJDckLYBsDFaZj/RLaQ0lK52MkpLY5brXR01hZ6vSTQrehU4Ajg/ZKcuOIJg6nkhJ7n43T19eyl9NEgD+467FqH3Dhim2NxZT8SIKggX3DkkpHzxl13PAraHXtwLPnrJ92mVkAYb16ae2TlaEV8Evx3eDR0rpwk4uK2vksrJG1ieLuE5wrIEDD82lboKVEB7dz+Gdlehd3XE0bPpMpQe7GPg/wD4hxO7Qtn8Gvgc8LYS4DWgCbobwy8gCtO0voGLFGIlRZiAlTx7hDsu1WLOCuSEW5HZzZ/5+vnT8UvyB4H0vozZ872GFOT45J2KFrGviwfoN/HT+5jH337ntOkp+Hd70yyFvVliRPeEwlRKyWxl/mfGGsTaGVUYWUIfcbB0s5pJM40VdRB0pKX3k6Id/9pcWc8/ia8l6s3bWrWEbj6znLPjvCZzmpg9IjRHdT9nvetHDnCbo6HTi8LiiZOXEGCoWUXp9aN1puDM0w2X0jTV6azuZBgznSiTqvnrueP9anjz/ZSDoGX59/zmU/aoNfbg3wdZNDUMJDMBW3882tSaU2TfFrEbqFLwr+UzvNQAUvj1ASfORKDg14ufaN5zAABytbnrKRVxzN6SILhJo9NvREcwxDWMKc/rFvPMY+aGladHwFh7wOnHUx29NmCGDfaXbw/7miskPTGFY3h4spnOLje63zHRrk08axwufrsb1GdeQAoNgL/bOvgpcccyfkCIyPFKjNWBmy+EKzEdUhNWCsNs42hRmGFyU0ZB4jsS38J8hh4gQ7MVUt4dDgUq8FToXZTdimWWOj2ThoDeLfq8Di6ox0uNg7YI6To30EQZJx7dnNB/FFd9KLoYV2AmU3gHsvfDOvBoumlOLWaSyJyaSd4cKCbSeDAiQCvgzITtzJFhzOQ2MODDa487Bv8cMgfgWFjG8wE5gP9bPrvoCRpfaSbf5mG/vIEsx3gc505EIrN2jSK8PmZvJguVNZAgZthMjHmhSp683A8eIK+5tJ43AAAgEcOwaQgf2llWh2Sbuy4qK+1hoHQy7uYFrFjKyMPRA7DZR8thRQ64tiycXZXTwjrMCEbBTvrSDbEVg9HTnb3ZWkX7YlZC2k0tgpzCVpSTd2elhCazzq1XcXrOZCvNB8lQ7EIwg2LPSypBu55XHLkDx6ShHmkCLXTyhUVl0TgMqkkyDjyD8UmdLexXph8O/yUZK0gpsMqQzgxJHeNXtc9JHONcWAOwfbjMJNbRtiPVfehVN6nz7KxeidyZBNc7qObSvP7n03+QW5P86/KU8ydBrAWzuqCL9oCuhNsxYgfmyTNSYE1NceyKGdY00JQ6OGqGgFOaDxcy59x7kuvSTUedu3cfdlusp+oXxcpVEA7/U2dxZRfqhxPVcJ5ixAgubuRUsdx6P2el31NcQyNARU4xSURSdS7Nbpy3IvusX8OMbXwA4axGrXbGwcGkTg6XFhkxnFwm73Lm4etJJP+JKtClASmBn0bfEwS1ZLZMe59Z9YTk8hIT0vVPPhCtsVvRL5LRLO124Yf+Eq8O/VHCALy24mvQkF5gEfFLDIwV7j1Zh6fclxFs4HimBhcmXX7qJ/AhSEhiBOz/5HL94e2nYq6YTQZ8Ox0YLP/zb7TNj3+sGKbForsQZNg4pgYXBM0NF5O+KLH+8EShRoev6avKfTp4bxeGRItRtJ6+9HWMvLDW2nzUB5L7cMGm24D2ucjjWEB+DYohNMeNc2pdoM6aF3eRH2JKnmk6qBzsD6XbTtbUS919um1LqsOliKvQw4nBO3R5VxjRR5trco7y9dBXqvtqYtRFNVtp7eau4Elt9cgxrZ6zArO0jfFCSz3lp00+K4vzTYb6i3sDfX/sKy6ye05asa1KnZ9hBXph2XZTRARlhvnka7P/lQrhr4vwmmtR5vWsh6a19Mc3MpBQW0HFFDpdfECxJO6xbabzPFnGZpmRgxgoMnw9PIMylCVKS/ewhnn1uDo/fW8Xa8uO81TgvuEsTlD0Sea7CWGNtHpwwz+SzwwU8d3gFpY82oMdofZRSWkzXRU7uvepZqk8pCOjR/dx3ycfIfHVmzsOdyswVGKDpEQ6tpKTksW6O5VdSUndyCGV0cQEgJb26FxOQo56MSHHrPvb6Mtj+8BJKD8eu/piSlobziy7uL3gHOLu8b+EVbbhfN834ULMZLTD7Hg/D6zTSlfDXkelDQxCHlNHRRu/s4mefWYWwWBj8YjpWU/CLPPJeLtmv1SG89TFrWyktxvlFF18oODjuMV8u2sndN15H7u+Tx4MZDjNaYGjxyX1nVKTHg/R4SP/WyZAhJ10xvSZKWhrpXxicUFwQjO1cevFxOjY50ftdMbQoscx4N32LPyfRJswq9NFRardPreDGHblHwWGf/MAkZmYLTEr6jzkTbcXsQkry9np5drhg0kO/0bwGBuOX4SkRRFLh8n4hRKsQYnfo55pT3hOXCpdTQe0Z5s3+s6onpYgh4lAdL9QvRZukbFLfnry4lERKJJFUuAR4SEq5IvTzIoRf4TJmBAKoXSZGdGMV9J7plPy4hW5t/MngbR4rmQ0z/zOJpMLleEy7wmWssTS72HG8Gv/UalCkiALS7+dbr348uOrgDNoDbv74+KVY3j86xjtnFpFUuAS4UwixVwjx1ClF0KdU4TLeWJtcbGmtTrQZswcpyf/NYe59/ga+274cgGHNw1fqL+ThR67HvCN2c3BGIpIKl48C3yY47/pt4AHgH5lihUshxO3A7QA2zq5kH22GlzopdYaXQiBFmEhJ7jOH8G5yctel16D4JFkvHQY6Em1Z3Ai7wqWUsvOU/T8HXgj9OaUKl2eWkA3H+EnJTMeTb2ZZRT1Ziiuu1eWnilJUiLc0E0u/F1lnvNpoLQELxaon7NK+ALrLRfazrqjYM6TrqL7kmd0Mu8JlqGzsCW4E9odeh13hMmqoKsPnOClc2celVQ1kK8KQ4ur65ELSvjTCd+9+hdX3HqTt0wsQNuNU+az1p9Gyt5BhA32f942UYG51JdqMKRNJhcu/EUKsIDj8awA+DZFVuIwKFguBFSY2ZMaudnJECIXSBxVKrf1c5vgjaUpwbdN16d1cd/GfeWWFkz9svZCiNwcSli9jRNfYUVuNtceHGBlkT20V6+Yl/np6pIZ6MLmmboU0QCLNTJEjzxdjFsucHhYL+kqVCzMMPMZXVf7+iUOnRZePxYvDObz32aw4GXWSt1ylKJ0mLM2ukxsz0shaMRxREtdo4JYae9/IA4MVBHlN/n6HlHL1WPtmVCyiTLNxYUbz5AcmkI6/nUeJGrsA11FdQyc49ndMEuTskRqB0P212Z9D3zEntp5hCJwR4T40QltvNvNLBhI21PZLnW1NNdj15HJUzRiByexMKlec5UsxHOayUWzKxL1XJOz7oBxG3AirBe+SiQVmqjOh9IciKaTEJF3jHpt2aICWAhtzTIlZSbylr4K0Y8klLpgpAstKp3BZD0VqaiIZCUjJULUNk5x4rZWvSoOqk1MkSocJS+vA2OnopKS+qZjy6oa492EuXcfebDwn1VSYEQLz5JmpMs/85edTYfGaZiSCNKV/2rkUvVka3vmCnQPlWJpU1O7T8zfa6vrZLCtZXVVLWgRr7KZDh2aiYU8xSt/Uc0kaieRyyYyFEKyoqEu0FVNCX1zNVaUTr5M6wbPvnh9WGxmKSqaiTFtcAFYRfO/67FbOW9aApyr7rGNs9f1sr69Bj9NKu4MdpYi+xKfADpekF5iw21CSZFmlqbmbD/59Cb8aKKfZP3Y+vwHNw5ujGRS/ntg7tlkonFdVi6cmG9JOj7Sx1fezpb6KloAlZkKTwObjlaS1JndKgaQXmHuxSkachiuRog8NwdEGDt9l4qH/uZFG/+kOg4DU+OprN/H6HXmGyBnvUFQurWpgznnd6LmnTxnYavtpfdPO5v7Y1F8WwLq5DSjn+Aw1+T5dZsQzWMQIBcWZCbpEH4hPz5H+xmEe7/8LOtcKPrv0dX77X1egBCQFBgyCLTYFkEvbad5dCK5T1m+ZzeTZY1uS9by0bg6fl0l7dzaOI+M4YAzMrBeYtmwuPctN/HjDc7Rrkoc23kDOLldcehDT7uOU7hE8q1Ri047EvL1IKDH5saxs5fjeMkTvIKSn4VjhZokt9q7zhdZBFpQN8rpaQfoBV8zbiyZJPUTU87OYn945+YFjIKxWuu+r5NLPfMDjH3kJm2Kmymzh4b96kbx7+ui4dSHEo+6wlKAlx/RCnioZKQs6T7x5FpbGQVwnEMD6onpGFzjj1mY0SGqBBeyCYlN4D8HdXyrk0cVvcGWa66x9d+Yd5uHLnqP1jrkIa/LkQY8H6/KCX/Jzq+OfalsVCjl5Qwh78iTKSWqBhYu2bC43Veye8BibYubJC19G5KWyUp2KWahcVt4Yt3mwM1lu70Os0GCSWE6jMCsFNlhh5grH5M6Mgz4dAskxfJtNrE7rRmYmRy82KwU2VX76yl8kR5HzWYYAMhcnx+TzrBRY7rvdPNh1zoTHuHUfytn5WlIYhCpLH97KsyNNjMasFJje00Pb8MRrrR7oOJ+cZ2dW9Q8lJ5v+6xYx+JGFiTYlYuxCJWAz/pxYcgtMEnaojunFDFza2OFKLs3DwAuFSTepOS5C0HPzIhz3BfjJzS9y/yc2MnJ/MdqyufG3xWyOnoMiCQLsk1pglpYB3h4ILyOcZUcdP2pbxw7P6XPt+7yC7zx5A/atxp74nSr6OTV0/N0CHrj2j3ylKFgAz6naeKD6HT5195/iKjL3JQv4p8f28nePHWDksoUoJUURnW9tSR1kxaGaYQQkdySHlOgyzNuYFkD5ejdPX7CBR1bCkxe+zG3bryRnpxKRuGr9aTS35aPZdTYUJDZLlH/1PK75p62stY8CZ5fDrTJb0G8eQt0bWzuUwgKab8ninqUvUm4OxhU+8A8v8aPOJRzdt5CiX4Y3FDcLFSmM3ZEldQ8WDazvHaX0P+r5139ZS9njTRH3XJ2eDOzH+knfP8TrbRW0BCKv8zysa4yGkfp7sNIUEtf4fLnsDbpvWQRq7Oa1hhfk8OS5r7DYcvrX7d7C/Tx0+R/p/sSimLWdaGa9wADw+5GNLUhvZMvhA1LH3xWK/NZ10g66aHs3i00dFWzqmjPt58UDXiebOirYdbyancOxiVrPUe385OrnUbJj45FzX7KAu27947j70xQr1SuaUQryY9J+oknuISJgOwod56qGSBfgR2JrPH0CW3p9pO/3gRBsy62Y1nhGGfWTPuIKnrto+tmP8zf38MjFC/hs7sS9skmodN/uIPf/TbuJiTGbGbjIR4V54nCzLxft4ytzr8LWNf2C9UYn6QXG4DB1B8ooWpb4vH17RkoQcpxeUEqUnvguotS7uukYzYPcyY/19kY/MsKzpppHz3mRqQyUhi91Y3sn6iYknBkyRJQkulishkRrtBnOte99PocRffyhb0Bq3LbzI5T+V0PU23Yc6eWbzRdMepxfBsh+ITliC6fLjBCY2jXAm10VCWvfLzU2N1Vh6jBeYhbbzgb+1zV21IpfBrjj3Wsp/UlDxM+fY6H39GD69iDbPBMPEe9471rU/bEryp5IZoTAAOwd0JeghK99ugXH0X7D9V4A0uej7cFiHuudf9a+O3ZeQ8nPj4MWu7wX0uvlybcvH3f/To9K4XsSJqmGmaxMpfiDTQjxvhBiT6iE7LdC23OEEK8KIY6Ffmef8p64l5BVuwY4uqecXi2+syJ9OtQeiH35M6/HHHbUit7UQsf/TeMrj13FM0NF/LBjKfd//WLKHm+Oy2LPov85zqdfvfqsyJmdHpWND12KaZfx0iREi0lz04eqq6RJKYdDZYy2AncDNwF9UsrvCSHuA7KllF8NlZD9NcGqliXAa8D8iQpARC03PaAVZFF9TmtcvIq9muDIoTmoHa6Yt4WisHR9z6TpsI1M1ycX8rMr/4QqFN4czeCVxy+MSFy7RnPx7zIh3WOHvMWLiXLTT6WErJRSnigFbw79SIKlYn8R2v4L4IbQ64SWkFW7BqjfW8pgjAsEDOsaRw6Ux0dcIQZl5JPWiaTgN8f5zOvX8oHHzGsPr4m45+rvS0+4uCZjSs9gQgg1VLqoC3hVSrkNKJRStkOwjjNQEDo84SVkld4BDuyrpDUQG89Up6ay90A1alccnRq6Tu3h2Ew2xw0tQNEvDvP8p8tRDiZHsthImdI8WGh4t0II4QQ2CiGWTHC4IUrIKt0DNO0r5mi+4OLSOswinFy3p+OTGlvbq7F3S9RuVzTMnBZCBqcDIv9PEkwUnEFNAStpbcZPSjqtiWYppUsI8SZwFdAphCiWUraHql2eWPprmBKySu8Ajl7YdbwA93I7DouPRfb2aSUqHdU19ruL8fhNWHd7SdMSl5tP7XDxVtEcLs8zdommeHDcVUDaoPFXNU8qMCFEPuAPicsOXAF8n2Cp2FuB74V+Pxt6y3PAr4QQDxJ0csS/hOyZBALYdwwhgd1l1Wi2qfcAqk9iaXJhJTFle87E1iYYyNHJUmbMDMu00ZGkH/YlRcL0qfRgxcAvhBAqwWe2p6WULwgh3gWeFkLcBjQBN4MBSshOgqXFlWgTIkLtGuDg3krmL20mV43vV2znaB7+PWa8iwTrnImpxTasa+yor8HmSY5aYZMKTEq5F1g5xvZeYEzfupTyO8B3IrYuxZgoPQPsaZ/D5WXxjb/0H7DByBC2fRa0S3TUeCRmPYO9I6XY6pNDXDCDIjlmG+mNHva445Oz0S91NrVXwNAIANLnZ0tTNd44D0y6NQX1cHLFp6cElqRItwfP+wq73FMIlY+kHWBLW1UwJ/yJuUUpsR/r592GGvxxCnGq8zuo3VUCA0OTH2wgUgJLZvx+fLstbDlcgS8GvcleTzZvH6wg7cjY3jp7bT9bm6ui3u6ZuHSdrj05CFdyiQumECoVFyOE6AZGgJ5E22Iw8khdk7Ew2nWpkFKOuSTbEAIDEEJsHy+ea7aSuiZjk0zXJTVETJEihqQEliJFDDGSwJ5ItAEGJHVNxiZprothnsFSpJiJGKkHS5FixpFwgQkhrgqlFjgeWhk9axBCPCWE6BJC7D9lm6FSMcQbIUS5EOINIcShUIqKu0Pbk/O6SCkT9gOoQC1QTTB5+h5gcSJtivP/vw5YBew/ZdsPgPtCr+8Dvh96vTh0faxAVei6qYn+H2JwTYqBVaHXGcDR0P+elNcl0T3YGuC4lLJOSukDfkMw5cCsQEq5Geg7Y7MhUzHECyllu5RyZ+j1EHCI4Ir4pLwuiRZYwtMLGBDDpmKIN0KISoIrOQydomIiEi2wKaUXSAHMsmslhEgHngG+IKWcaOmyoa9LogU2pfQCs4zOUAoGwknFMBMIpQd8BvhfKeUfQpuT8rokWmAfAPOEEFVCCAtwC8GUA7OZE6kY4OxUDLcIIaxCiCqMkIohBoTycD4JHJJSPnjKruS8Lon2sgDXEPQU1QJfT7Q9cf7ffw20A36Cd+LbCNZC2QQcC/3OOeX4r4eu0xHg6kTbH6NrcgnBId5eYHfo55pkvS6pSI4UKWJIooeIKVLMaFICS5EihqQEliJFDEkJLEWKGJISWIoUMSQlsBQpYkhKYClSxJCUwFKkiCH/H9JymQhDWr+5AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(sure_fg)\n",
    "plt.imshow(sure_bg, alpha=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f352105e9e0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(markers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}