{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "08cfded9-d0ff-4b25-ac2d-82596fd0783b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import skimage.morphology\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import imageio.v3 as imageio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "79e2b0fa-2710-4b18-8214-e2f4a36c0d81",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x11bae0cd0>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(skimage.morphology.disk(20), cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "c47ba923-3cf1-41d9-b1f6-7678973d78fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "img = np.array(imageio.imread('morph.png')[..., 0] > 127).astype(np.uint8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "dc5be285-a2fa-49d2-b976-8d890ffd0a85",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x11dd82650>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "bc49c0c6-db31-4b90-b386-e7a6f903478c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x11e03f0d0>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img2 = skimage.morphology.binary_erosion(img, skimage.morphology.disk(4))\n",
    "plt.imshow(img2, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "2938f18b-e493-4e7d-8eb3-76f276a48fc6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x11e2ebf10>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img2 = skimage.morphology.binary_erosion(img, skimage.morphology.diamond(15))\n",
    "plt.imshow(img2, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "ae71613e-a358-489c-8a1e-e72fc9ba2106",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x11e4c61d0>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img2 = skimage.morphology.dilation(img, skimage.morphology.disk(20))\n",
    "plt.imshow(img2, cmap='gray')"
   ]
  }
 ],
 "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": "3.11.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
