2.pillow影像處理.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image, ImageOps\n",
    "from PIL import ImageEnhance\n",
    "from PIL import ImageFilter\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 打開圖檔"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "從網站"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "from io import BytesIO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_url = \"https://i.imgur.com/Keno2OW.png\"\n",
    "response = requests.get(img_url)\n",
    "img = Image.open(BytesIO(response.content)).convert(\"RGB\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256 at 0x7F18D3617250>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "從檔案"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = Image.open(\"files/00002.png\").convert(\"RGB\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 取得圖檔 np.array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(256, 256, 3)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imgarr = np.array(img)\n",
    "imgarr.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256 at 0x7F17EF591490>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imgarr[125:130,120:140,1:3] = 0\n",
    "Image.fromarray(imgarr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 基本操作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256 at 0x7F17EF56AB90>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((256, 256), 'RGB')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.size, img.mode"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(28, 28)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=28x28 at 0x7F17EF591410>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_ = img.resize((28,28))\n",
    "print(img_.size)\n",
    "img_ "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(256, 128)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x128 at 0x7F17EF591110>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_ = img.resize((256,128))\n",
    "print(img_.size)\n",
    "img_ "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(128, 256)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=128x256 at 0x7F17EF594F10>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_ = img.resize((128,256))\n",
    "print(img_.size)\n",
    "img_ "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(256, 256)\n"
     ]
    },
    {
     "data": {
      "image/png": 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qR1mnPP002+xjS6FWC+3z+gMWygFcA0fUzJ8/H9v4naG+qTo0JMK6IcgunPFCLM43kuJeTHtK1qenpwNAbm4urgI0cOBAu81E+t9+G/jqqxDY1QDKAVzAZDJFRUU5r/7fzIYSXX5VTUWn6sdv3350xC+ndBumjWNP4jhqADA9ZMGs4LP9HW7zGDtsErYIbdy4UaVS4T5OUVFRlZWVxWfOYFagOX0aLyb1I2QA10hKSnJS/SW6/HLDAQCIkPdZmLLJmcmQeZnl3735P1dO/cQpEWENIVt3Kf/7zDMXvl+dPwVf9gg7THrTztl4UFRUVKSeDQBb3kxiGEalUqWmpkZGRqIHmEWL5BkZpH6EikAuwDCM8+rve8/9AODGBMhL18pxwsC8D/8+cvLtbt0N08aNnPz4oLHjNz8zNVt3KSum3+gRKeww6eCuoaMXLsCJl8gtbVvpv8f4Lea66wCwYcMGnKiABxR6oBzAeZxXf+vNFgCIGTrBvem//XpFY3bx5cvLrLOCpXu/B4DBY8djhrBOX//kV9sffPI5AHjzTNWr/zqHl7Gynrm0bTGimpL5aAYUPV5A6kcoB3AK59UPACfOFADAW0sO83JrXE8lW3cJAHCBCQeczHoRAKKiolLHVBQWVQJA2enqLW8k4bc9Enbo9XraJtUaygE6h2GYBwZNc/76UcNmNjQb2TUSPSQvszwvszwrpl9WTL/lUaFYRf705bbijfHS7bnCy6NCjZH/rlarlUpl0sIvAODPOd/HDo8AgB7jt5jqWszmztfQDTQoB+gEhUJRc7WL9SBnZzj3y5GV83fy/jBpOdGzklYe/Vfh5V9/xjM4saa59rayLRYLDv1PuO/QqNm7/idzXMZzMV0Um7EUVFzzDPbiEQgZwBEqlSr3nc2udnghnE5ffmlsrv38n2/NmfZWWk70kP6/T3vmb3k75vUd1I0d14BjVG9pFw2c9olyxvDsD3488ekTo2bvAir93wkZoEO0Wm1cXJzzRX8OrTdb6luu/GHmu/w+VUfs+udbmuNbrc+gByLvC01/7oE/59yeP0ARt4bqAB0SFxc36N4xpvor7v35iYqCMxeO8PtIDtD/xl363GKxpKen6y/XZX94SiaTsSd99kiigAxgH4ZhZN37AIA89F73fgHnBPtmA6W0nGi7Ex2xMmAymXBXP1K/LWQAO+AKsuaGq33vGenJ7wzrN35hyiZdxQF+HsuKxuZadnm5ktK/A0Cnm19Q66ddyABc1Gp1WVkZtE9p94TePYd9XLgkZuhEPp7rDroFhzc1161Vzywp/fsXB9cDlW3chSrBXLDu6Ln6kSrjmZQJS/v18lZBSLV5QkOzGZeLo1C6AeUAXNLT04f1G8/Xr3UPiXB+JVA3UC369skJr+IxwzCFhYW2S2V1SiDvHU8G4LJx48bePYc5uEB37iuXfvB3Xbp69kSdMGbkzLzM8p7h9y1M2TRz5kwAYBgGbdDRdhg4q0GtVnd6peShItAdsK/PjopAhqoTAHDzVtPlX392sph0pUaHM4B9BqfpKTIykt0fW6PRJCUlAUDP8PuMtb/gkFW2X7mysjLQls0iA9wG57uwA2Y60vfx058tTy2IkPVNy4keH7Og9WbLXb8L6ug3z/1yZNqji71RD3aMavOEWY+t+rhwCXtGJpMlJibu3r0bABambGIfqbG5tltweGNz7cpNY2Ylrfy86O2AkgQZ4DZ6vV6hUHQPCX/j1fcWLpkBHXjAeoxDWk70uBFzTukP2B0ugUuhAIDP+oOt0VUciBk6seLCsU/2rQIAY+0veL7TARppOdGBowoywB0wDKM9ZASA46WH0AO/v//p4K5h7AW/mQ36q0fXph1jz6g2T0BtPTBomnWvmaHqxIWqUvDyRtkusVY9c9Zjq4YO6HyYauB4gCrB9nko7lEU7rlfDrGrOVQZz+AsR2tUi77FK89eLsErdee+KtHl47tfOOoHgBXKArvqrzZf5pwZ0v/3brQmiRHaKf42GRkZ1h/jk3vnQTmOMPu86G0ACAkKCwkKs379s7BC37531fXWBkHp3jFpOdELUzZlfziRfea8HfPOXvwBAFQqlUql8ufDeR8qAt1GoVCUlZVhEQgADu7mbsdbbb4cIevr8+eChiYTALzx0eShA8YO6fcgOx8gL7M8LSf67SVHuwWHe/L7WFtobK7N/nBi3173o/qzsrIkr34gA3Bg6wAA8GNRdUNtq3+fB9rVjxukfnFw/Yz4Zavzp8THzQGAsvN72Dar5amfe97fzL77A0T9QHUAa7DUe7riJ/z4YFKEXx8H4E71A8CM+GWf7c/u3XMQABws3W42m7ds2QIA6enp67bOwub/teqZ7t0rANUPZABrcJdpltYbt/z1JAhH/Qiu/xw/ak7M0EkAoFQq2VUeUlNT0QNpOdFoA3Z3pk4JTPUDFYE4WBeBjn7za0uT3zxgV/24OBy7BPTq/Cm24TOZTD169MBj7O617vayy0cFL+HK1YGmfqAcgENpaani0Z54LHD1X60+F9S1u1Kp5PytXC63WCwymaygoOAm0wAAHxcuScuJxmkJtnnCvsPvBqz6gZpBOViPCYtP7m3bEOQD6hqMANDUUmd9EtU/d9o69kyfiMHQ8drOOMDTZDIVFhbivDDrYREJD8574rFVALDv8Lv7vnsPAlX9QEUgW9Rq9fz587WHjFcvNJ0prfXlrXF3+LvvCmL3CUa2fbX8qvHcmBEz40fN4fzJgteGOzN8zWQy4Yww3NMJTyY8OK/4x79BAKsfyAC2YFvQjKnPvjD3HV8aoKHJxCnzIAdPbAcAwxXd3OnrbL+1Ww3oFIZhEhIS0AmBrH4gA9gFPaA9ZPRZEaiuwcgp8yCo/rKK/QCwZPZW2wuuVp/7qOAFt++r1WoDdiYAQpXgDsnZ+MqoxJ4+uNE1o8GB+g+Wbtf+dAQAmlu42ygBQJ+IwZ4oOMDVD1QJtkUul8tkMrPZvPj5FaFhd3v7dteMBrvnWfVjFm2urwoO4m6jBABfHFwP0EuhUMjl8gDf7s49KAfgolKpnn1i8Yypz46fOhAABo20Izu+cFL9AGCxWOxuFjYjfpmuYn9ZWdmA7tMDZPwmv1AdgAv2hbG9AV4a19lyvdFc/6vdr2zVjyiVyrCmx+RhvTnXr86fwnYOfHPkg6P/cmdTgoCFDHAHDMNsWLMtKX76j0XVC/5rKABMGv/U42Pf4PcuHVV5AWB1/pTIPjGGqzrbuOALvtM9tMkDLkFFIC5J8dMBoLnx5gNDJgDA/pJ/8H4Li8V+HzMWchRjBtp9K1VWVgKA4YrO8Y9PHruYykLOQwa4jVqtDgsNP13xU3PjzZutFnYiL19bXbCEh/6b7UlU/4YNGwoLC+3+FXZ4OdgsFZuJ8HcCuWnfJagIdBuGYcJCwz/dcrDyRPDNVotq84S585/auHFjSFDYkP6j+Z3Y/sHnf5iV+Boes9u7OxMLhmEclIJQ/QkJCdQi5CRkgDbw/WowGDSFVwFAd7iGnRjOMMzbS44CgIcTr6xZv202AMSPmvPNkQ+qjOfxpDOxyM3N/e6rmuGRD9t+Rep3AzJAGziKGMdCYwfwt2dWFhYW6vV6tVqdnZ3Ne3PQf+dPrzKef3nOzoOl2yePXQxOj2uwmwmQ+t2D6gBt6PX6h+IeYT+m5UTjGlKYMyQnJ/O+0n+V8fxrC74ODgpF9QPAawu+dqb+atsnQOp3GzJAG0ql8njpYWh//YcEhaWmpuJXKpUKzZC3Yx5ft7t0rXzYgHG251kPcAb6azQak8nUNkhJq42MjGQ3iyf1ewIZoENwBVkESyZnL/7AVxP75Ws/d/TVawu+nhH/MrSvcatSqRiGSUpKiup/P57EbR73lKyHdvVnZWWR+t2D6gBtJCYmbt/6j+pLd2EOUN1tB9g0JuILmK/KwM4D/207vt8aHOYZM3RSlfH8jPhlANDcUo/bYeDMYBzSXFRURDufug0ZoA2GYXTf19y6aak33/jz8kXHThbaTRm+PPBRwUtnLhzJnLvLjb/FZlOLxZKYmEgvfg+hIhAAQEZGRmlp6c1gPQCc0BjnTHuroyvRFZ5XiGc9tgoAcrY94cbfGq7okpOTU1JSSP2eQzkAQPt7vUJX21Dbiuth2V0dlp0+wks+wLroqYmv223Xt8ZUV4XD4FzqNSM6hXKA2xsE4TpwvQcE42KxnG0VcWo5UlRUBHzkA+np6QBwrGIr1mXtTnmxJmfbE6h+fADCcygHAABQKBRHDh8HgNPaOqwEr8gb3djMnRDMMLeTS6VSZWdng7v5AHpMuWpwVFQUbt8ycODAx8cvA4DYYZPs/onhim7b3uUAQLVeHqEcAACgrKwsJPTu09o6AAgK6QI2q5IAAGqOzS5UKhWuJOde50CErG/2hxOxlSkqKioqKspisewpWa+r2G+3YkDq9xJkAIA7y9ODH2jbDoPTKYtrKLCLroHHHoA7uxrwMaKG92i53sDp6CX1ew8ywG3qWs8CwKljZgB4buoaa1cwDPNQ3CPDh4wsLS21/hOVSvXc89PAXQ/YLmul0WjQVKwHtn21/ELDVwCA7Z5u3IVwANUB2uAshdLYXMtOA2CzAsXIhyMH32M7Xj8xMfHy+UYAcH43SFyMtrS01O66DOxejkFdu48d9xCecfU/IpyBcoA2ampqsrKy7o0MiU/uDQArN41B3bPq3/3xhUH3xOOgIA4ajQaXVnY+H0CrdLQqSWJiYmVlpUwma26pp/Z+r0IGaEMul2OrDgD8eLowL7NcJpNhyQcANIVXDacbHPy5xWI5e/GHsxd/UG2e4Mzt8DLrplUOUVFRWOHmbNxE8AsVgdpAtSkUit2flAJAzsZXFj+/oq7eDABdbtyDayR2unciwzDOtIriprxAnVkCgBbGakMul8vlcrPZ/MuVC+Hd7h0TlX7q++tjJg/4sai6odYp9QOATCZz5l5NLXUhQWFPPzOLh+cmPIOKQLfBTGDaU4pQ2d0A0NJ06+DuKuweTsuJdqbz1WQy2Xaf2aWppY6adIQAGeAO8B2veLRnjyGXAGD73lXgtPoBgGEY3GzCMdkfTgSbKS+EXyADcEEPvLZmIbvfFqrfmRd2bGysS3ch/M5d1uNbCMRisWAfrclkOprhwhQwrVbb6eop+w6/CwBKpZLTDUz4HoZt5CYP8AJWox03BGHGQgnud1D8Xaw/EB7SaY8Vqr+ggNbu9DOs4O+yPkWvJQ9xvN9ExYVjQ/r/fvqsh1NSUnz0QIQ9rF/3d3G+IA94SHJysoNvz178ITfX2c2rCW/AKezYKfmQBzykW3D42jQ7Kl+RN7pXn54AIJfL9Xq92WympPYxtkV9O82gVB/wkOUr/2z3/Nq0YwaDwWAw/Ici680/HgFKat9iN7U7DAC9nNwGJxOjxDlUXDg2dEDbKOvG5tq3/jYZrGaZEd6jo3eNozcQecBtGIYZPSLFwfIq0N4iVFNTw5l9T/COg5zW0WA4qhO7TWpq6oO9Vjq4YNc/27xB6vc2jsuZnQyFoEKqe6jVaruLpuBiEGk50U3NtUB5rPfpVMCdjwUiD7iHxWKxXUk3QtYXPXDsZGFCQgKNhvAqzkjXqfkAVBZyg5SUFOgK1ebREbK+7EnWEgkJCUADQr2Jky9uF97u5AFX4QwNWpE3+oEhE46dLMTVzGmmr/dwvtjiWvGGPOAqGIkHhkxg5wlUVlaq1WraxdF7uFRod7l8Tx5wFSxAMgwjk8moyd/buFpldaeCSx4ghIkbDTbuzAijdiFCgLgnSzenRJIHCEHhtiDdnxNMHiAEgidS9GhSPHmA8DseitDTVSHIA4Qf8Vx+PCyLQh4g/AIvwuNnXSDyAOFj+JIcbwtjkQcIn8Gj2PhcGY48QPgAfmXG89KI5AHCq/AuMP7XBiUPEF7CG9LyyuK45AGCd7wkKm+tDk0eIHjEe3Ly4vLo5AGCF7wqJO/uD0AeIDzE2xLy+gYZ5AHCbXwgHl/sEEMeINzAN7Lx0RZJ5AHCJXwmGN/tEUYeIJzEl1Lx6SZ55AGiU3wsEl/vEkkeIBzge3n4YZtU8gBhF78Iwz/7BJMHCA7+koTfNsomDxAsfhSDP3eKJw8Q4G8Z+NMA4O9/nvA7fheAnw0AAkgCwl8IIfT+NwAIIyEIHyOQoAvCACCY5CB8g3DCLRQDgJAShfAqggq0gAwAAksawhsILcTCMgAIL4EIHhFgcAVnABBkMhGeI8ywCtEAINTEItxGsAEVqAFAwElGuIqQQylcA4CwE45wEoEHUdAGAMEnH+EY4YdP6AYAMSQiYRdRBE4EBgCRJCVhjVhCJg4DgHgSlABRBUs0BgBRJWsgI64wickAILbEDUBEFyCRGQBEmMSBgxhDIz4DgDgTWvKINCiiNACINrmlinjDIVYDgJgTXWKIOhAiNgCIPOmlgdhDIG4DgPgDIGokkPiiNwBIIgxiRBrJLgUDgFSCISIkk+ASMQBIKCTCR0pJLR0DgLQCI1gklsiSMgBILjxCQ3rJKzUDgBSDJBAkmbASNABINFT+RapJKk0DgHQD5hcknJiSNQBIOmy+RNrJ+P+NEBJV/XD0bwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256 at 0x7F17EF518490>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_ = img.rotate( 45 )\n",
    "print(img_.size)\n",
    "img_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 濾鏡"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256 at 0x7F17EF518550>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_ = img.filter(ImageFilter.BLUR)#模糊化\n",
    "img_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NASDRGAASjQEg0RgAEo0BINEYABKNASDRGAASjQEg0RgAEo0BINEYABKNASDRGAASjQEg0RgAEo0BINEYABKNASDRGAASjQEg0RgAEo0BINEYABKNASDRGAASjQEg0RgAEo0BINEYABKNASDRGAASjQEg0RgAEo0BINEYABKNASDRGAASjQEg0RgAEo0BINEYABKNASDRGAASjQEg0RgAEo0BINEYABKNASDRGAASjQEg0RgAEo0BINEYABKNASDRGAASjQEg0RgAEo0BINEYABKNASDRGAASjQEg0RgAEu3/NwECLcPit1gAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256 at 0x7F17EF51C3D0>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_ = ImageEnhance.Contrast(img).enhance(3.0)#對比增強\n",
    "img_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256 at 0x7F17EF518F50>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_ = img.filter(ImageFilter.FIND_EDGES) #邊緣增強\n",
    "img_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256 at 0x7F17EF51CCD0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_ = ImageEnhance.Sharpness(img).enhance(3.0) #銳度增強\n",
    "img_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256 at 0x7F17EF525890>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_ = img.filter(ImageFilter.SMOOTH)  #平滑\n",
    "img_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 存檔 轉檔"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "img.save(\"files/00002_o.jpg\", format=\"JPEG\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "!rm \"files/00002_o.jpg\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}