{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## 将GIF的第二张PNG抽出,其中一定包含四个数字" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RAW GIF:GIF/4.gif\n", "保存 PNG:GIF_PNG/4.gif.png\n", "RAW GIF:GIF/5.gif\n", "保存 PNG:GIF_PNG/5.gif.png\n", "RAW GIF:GIF/7.gif\n", "保存 PNG:GIF_PNG/7.gif.png\n", "RAW GIF:GIF/6.gif\n", "保存 PNG:GIF_PNG/6.gif.png\n", "RAW GIF:GIF/2.gif\n", "保存 PNG:GIF_PNG/2.gif.png\n", "RAW GIF:GIF/3.gif\n", "保存 PNG:GIF_PNG/3.gif.png\n", "RAW GIF:GIF/1.gif\n", "保存 PNG:GIF_PNG/1.gif.png\n", "RAW GIF:GIF/8.gif\n", "保存 PNG:GIF_PNG/8.gif.png\n", "RAW GIF:GIF/9.gif\n", "保存 PNG:GIF_PNG/9.gif.png\n", "RAW GIF:GIF/10.gif\n", "保存 PNG:GIF_PNG/10.gif.png\n" ] } ], "source": [ "import os\n", "from matplotlib import cm\n", "from os import listdir\n", "from mpl_toolkits.mplot3d import Axes3D\n", "import struct\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from PIL import Image,ImageSequence\n", "from collections import Counter\n", "%matplotlib inline\n", "\n", "def GIF_toPNG(path,savepath):\n", " #print(\"GIF/%d.gif\"%(i+1))\n", " img = Image.open(path)\n", " select = 0\n", " for frame in ImageSequence.Iterator(img):\n", " select+=1\n", " if(select==2):frame.save(savepath)\n", " code_img = Image.open(savepath)\n", " code_size = code_img.size\n", " h = code_size[0]\n", " w = code_size[1]\n", " # print(\"GIF_PNG/%d.PNG\"%(i+1))\n", " print(\"RAW GIF:%s\\n保存 PNG:%s\"%(path,savepath))\n", "files = os.listdir(\"GIF\")\n", "for file in files:\n", " path = \"GIF/\"+str(file)\n", " savepath = \"GIF_PNG/\"+str(file)+\".png\"\n", " GIF_toPNG(path,savepath)\n", "#GIF_toPNG(path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 切分PNG为4个单独数字的PNG\n", "## 并保存到GIF_SPLIT文件夹下" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def GIF_SPLIT(PATH,SAVEPATH):\n", " png_path = (PATH)\n", " code_img = Image.open(png_path)\n", " for i in range(4):\n", " ## 切隔成4张数字\n", " left = 21*i\n", " low = 19\n", " right = 21*(i+1)\n", " up = 40\n", " split = (left,low,right,up)\n", " img_save = code_img.crop(split)\n", " plt.imshow(img_save)\n", " plt.show()\n", " # img_save.save(\"GIF/%d.png\"%i)\n", " img_array = np.array(img_save)\n", "\n", "\n", " ## 统计噪声\n", " ## Counter dict sorted\n", " result = Counter({})\n", " noise = []\n", " for j in img_array:\n", " result+=Counter(j)\n", " result = dict(result)\n", " #print(result)\n", " s = sorted(result.values(),reverse = True)\n", " img_array[img_array==s[0]]=0\n", " #print(i)\n", "\n", " ## 将噪声和背景全部置0,其他的全部置为1\n", " for k,v in result.items():\n", " if(v != s[0] and v != s[1]):\n", " noise.append(k)\n", " if(v==s[0]):\n", " zero = k\n", " if(v==s[1]):\n", " val = k\n", " for n in noise:\n", " img_array[img_array == n] = 0\n", " img_array[img_array == zero] = 0\n", " img_array[img_array == val] = 255\n", "\n", " ## 打印去掉噪声后的图形\n", " im = Image.fromarray(img_array)\n", " plt.imshow(im)\n", " plt.show()\n", " im.save(SAVEPATH+\"-%d.png\"%i)\n", " #np.savetxt(\"GIF/%d.txt\"%i,img_array,fmt = \"%4d\",delimiter=',')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 开始切分训练集图片" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GIF_PNG/5.gif.png GIF_SPLIT/5.gif.png\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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hafnN0hWEpGU29QGR5PIkjyXZnuSQn5TPmiQ7kjzYFZzNTbo/RyrJ5iR7kzy0YNtAY4NMo8b5fDDJjxYVBk69Ucdu6WeqAyLJKuCTwBXAecA13VgUs+6iqlo7o1+l3cShP9k/7NggU+wm+g9B8PHuPVpbVVuWuU/DGnrslpapDgh6g8xsr6onqurnwJfojUOhCamqO4HF5fKDjA0ylRrnM5NGHLulr2kPiJU4nkQBtye5J8mmSXdmTAYZG2TWXJvkge4WZGZumeYNMXZLX9MeEAOPJzFDLqiqV9O7bXpXkj+YdId0iE8BLwfWAruBj062O0dmyLFb+pr2gBh4PIlZUVW7use9wK30bqNm3SBjg8yMqtpTVQer6hfAZ5ih92iEsVv6mvaAuBs4J8nLkhwHbKA3DsVMSnJ8khPml+mNj/HQ8z9rJgwyNsjMmP/P1HkTM/IejTh2S//XnPZCqe4rpn8EVgGbq+rvJtyloSX5LXpXDdD7qf0XZ+18ktwCXEjvF4J76I1a/jXgX4CzgP8G3jIr4340zudCercXBewA3jF/Dz/Nkvwe8G3gQeAX3eb30/scYqj3Z+oDQtLkTPsthqQJMiAkNRkQkpoMCElNBoSkJgNCUpMBIanJgJDU9P/syvkCSAwLOgAAAABJRU5ErkJggg==\n", 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xW3rNekAciuNJFHBjktuSbJ52ZyZkmLFB5s0VSe7sbkHm5pZp0Qhjt/Sa9YAYejyJOXJ2Vb2GwW3Tu5P8wbQ7pAN8Cng5sB54BPjodLvz3Iw4dkuvWQ+IoceTmBdVtdB97gNuYHAbNe+GGRtkblTV3qp6pqp+Afwzc/Q7GmPsll6zHhC3AqcleVmSI4CNDMahmEtJjkxy1OI0g/Ex7n72rebCMGODzI3F/0ydNzMnv6Mxx27p3+esvyjVfcX0j8AaYEtV/d2UuzSyJL/F4KoBBn9q/4V5O58k1wPnMPgLwb0MRi3/KvCvwCnAfwNvnZdxPxrncw6D24sCHgLeuXgPP8uS/B7wbeAu4Bfd4vczeA4x0u9n5gNC0vTM+i2GpCkyICQ1GRCSmgwISU0GhKQmA0JSkwEhqcmAkNT0/ysWwgaFf/fZAAAAAElFTkSuQmCC\n", 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nM5d6jt0y1KwHxME4nkQBNya5LcnmaXdmQkYZG2TeXJ7kzu4WZG5umRaNMXbLULMeECOPJzFHzq6qVzG4bXp7kt+fdoe0n48CLwXWAY8AH5xud56ZMcduGWrWA2Lk8STmRVUtdJ97gesZ3EbNu1HGBpkbVbWnqn5eVb8APs4c/Y56jN0y1KwHxK3AqUlekuQwYCODcSjmUpKjkhy9OM1gfIy7n36ruTDK2CBzY/E/U+cNzMnvqOfYLcP3OesvSnVfMf0jsAbYUlV/N+UujS3JbzK4aoBBTZLPzNv5JLkOOIfBXwjuYTBq+ReBfwVeCPw38KZ5GfejcT7nMLi9KOAh4K2L9/CzLMnvAl8H7gJ+0S1+N4PnEGP9fmY+ICRNz6zfYkiaIgNCUpMBIanJgJDUZEBIajIgJDUZEJKaDAhJTf8P4dSuR+eT2uMAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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DjA0ykxrnM5fGHLul16wHxME4nkQBNya5LcmmaXdmQoYZG2TeXJHkzu4WZG5umRaNMHZLr1kPiKHHk5gjZ1fVKxncNr0tye9Nu0Paz0eAlwLrgD3AB6bbnWdmxLFbes16QAw9nsS8qKqF7nMvcAOD26h5N8zYIHOjqh6pqp9V1c+BjzFHv6Mxxm7pNesBcStwapKXJDkM2MBgHIq5lOSoJEcvTjMYH+Pup99qLgwzNsjcWPzP1Hk9c/I7GnPslv59zvqLUt1XTP8IrAE2V9XfTblLI0vy6wyuGmBQk+TT83Y+Sa4HzmHwF4KPMBi1/AvAvwIvBP4beOO8jPvROJ9zGNxeFPAQ8JbFe/hZluR3gK8BdwE/7xa/i8FziJF+PzMfEJKmZ9ZvMSRNkQEhqcmAkNRkQEhqMiAkNRkQkpoMCElNBoSkpv8HNRS2BPrsGWkAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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MpMb5zKUxx27pNesBcSCOJ1HATUluT7J52p2ZkGHGBpk3VyS5q7sFmZtbpkUjjN3Sa9YDYujxJObI2VX1Sga3TW9L8vvT7pD28RHgJcB64FHgA9Ptzq9mxLFbes16QAw9nsS8qKqF7nMPcAOD26h5N8zYIHOjqh6rqp9V1c+BjzFHv6Mxxm7pNesBcRuwLsmLkxwGbGQwDsVcSnJUkqMXpxmMj3HPs281F4YZG2RuLP5n6ryeOfkdjTl2S/8+Z/1Fqe4rpn8E1gBbqurvptylkSX5TQZXDTCoSfLpeTufJNcD5zD4C8HHGIxa/gXgX4EXAP8NvHFexv1onM85DG4vCngYeMviPfwsS/K7wNeAu4Gfd4vfxeA5xEi/n5kPCEnTM+u3GJKmyICQ1GRASGoyICQ1GRCSmgwISU0GhKQmA0JS0/8DYoyuR/Bp6TMAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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BkoGBM2/cuVv6zHRAJFkDfBy4CDgduKybi2LenVtV6+b0q7Rr2P8n+wecG2SGXUP/FAQf6/6N1lXVjSvcp1GNPHdLy0wHBINJZnZU1UNV9RTwBQbzUGhKqupmYOlw+WHmBplJjfOZS2PO3dJr1gNiNc4nUcBNSW5LsmnanZmQYeYGmTeXJ7mruwWZm1umBSPM3dJr1gNi6Pkk5sjZVfUaBrdN70zyO9PukPbzCeAVwDrgUeAj0+3OczPi3C29Zj0ghp5PYl5U1a7udTdwPYPbqHk3zNwgc6OqHquqX1TVL4FPMUf/RmPM3dJr1gPiVuDUJC9PchiwgcE8FHMpyVFJjl54z2B+jHuefa+5MMzcIHNj4T+mzpuZk3+jMedu6f/MWR8o1X3F9PfAGmBzVf3NlLs0siS/xuCqAQY1ST4/b+eT5DrgHAa/EHyMwazlXwH+GXgJ8F/A78/LvB+N8zmHwe1FAQ8Db1+4h59lSX4L+CZwN/DLbvX7GDyHGOnfZ+YDQtL0zPothqQpMiAkNRkQkpoMCElNBoSkJgNCUpMBIanJgJDU9P+hLNWTrT1iJQAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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0Y1HMurOras2MPkq7mv1/sn/QsUGm2NX0D0Hwqe7faE1VbV7mPg1r6LFbWqY6IJgbZGZHVT1cVT8HvsTcOBSakKq6FVj8uvwgY4NMpcb5zKQRx27pNe0BcSiOJ1HAzUnuTLJx0p0Zk0HGBpk1lyX5fncLMjO3TPOGGLul17QHxMDjScyQM6vqtczdNr0vyR9OukPaz2eBVwBrgMeAT0y2O8/NkGO39Jr2gBh4PIlZUVW7us/dwA3M3UbNukHGBpkZVfV4Ve2rql8A/8wM/RuNMHZLr2kPiDuA1UlenuQIYD1z41DMpCRHJjlqfpq58THuO/BWM2GQsUFmxvz/mTpvZUb+jUYcu6V/n9P+olT3iOkfgRXApqr6uwl3aWhJfou5qwaY+6n9F2ftfJJcD5zF3C8EH2du1PKvAf8KnAL8D/D2WRn3o3E+ZzF3e1HAI8B75u/hp1mS3we+DdwL/KJb/CHmvocY6t9n6gNC0uRM+y2GpAkyICQ1GRCSmgwISU0GhKQmA0JSkwEhqcmAkNT0/wva3j3lVkFXAAAAAElFTkSuQmCC\n", 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ykxrnM5d6jt0y1KwHxME4nkQBNyW5PcnGaXdmQkYZG2TeXJnkru4WZG5umRaNMXbLULMeECOPJzFHzqmqVzG4bXp7kt+fdoe0j48CLwXWAruBD063O8/MmGO3DDXrATHyeBLzoqoWus89wI0MbqPm3Shjg8yNqnq0qn5eVb8APs4c/Y56jN0y1KwHxG3AaUlekuRwYD2DcSjmUpKjkxyzOM1gfIx79r/VXBhlbJC5sfifqfMG5uR31HPsluH7nPUXpbqvmP4ROATYVFV/N+UujS3JbzK4aoBBTZLPzNv5JLkBOJfBXwg+ymDU8i8C/wq8EPhv4E3zMu5H43zOZXB7UcDDwFsX7+FnWZLfBb4O3A38olv8bgbPIcb6/cx8QEianlm/xZA0RQaEpCYDQlKTASGpyYCQ1GRASGoyICQ1GRCSmv4fKjCxRxRnHEgAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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bde6WfqY6IJKsAT4JXA6cA1zdzUUx6y6sqvUz+lXajRz+J/tLzg0yxW6k/xQEH+9+R+urausK92lYQ8/d0jLVAUFvkpldVfVoVf0c+BK9eSg0IVV1B7B4uPwgc4NMpcb1zKQR527pa9oDYjXOJ1HAbUnuTrJ50p0Zk0HmBpk11yS5r3sEmZlHpnlDzN3S17QHxMDzScyQ86vq1fQem96V5A8m3SEd5lPAy4H1wF7go5PtzvMz5NwtfU17QAw8n8SsqKo93es+4BZ6j1GzbpC5QWZGVT1RVYeq6hfAZ5ih39EIc7f0Ne0BcRdwVpKXJTkG2EhvHoqZlOTYJMfNL9ObH+OB5z5qJgwyN8jMmP+fqfMmZuR3NOLcLf3fc9oHSnVfMf0jsAbYUlV/N+EuDS3Jb9G7a4Den9p/cdauJ8nNwAX0/kLwCXqzln8N+BfgDOC/gbfMyrwfjeu5gN7jRQGPAe+Yf4afZkl+D/g2cD/wi27z++l9DjHU72fqA0LS5Ez7I4akCTIgJDUZEJKaDAhJTQaEpCYDQlKTASGpyYCQ1PT/HWbcr/erUQEAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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6IJKsAj4CXAGcA1zTzUUx6y6qqrUz+lXaTRz6J/uHnRtkit1E/ykIPtx9Rmurassy92lYQ8/d0jLVAUFvkpndVfVoVT0DfIbePBSakKq6A1g8XH6QuUGmUuN8ZtKIc7f0Ne0BsRLnkyjg9iR3J9k46c6MySBzg8yaa5Pc192CzMwt07wh5m7pa9oDYuD5JGbIBVX1anq3TW9P8juT7pAO8VHg5cBa4Angg5PtzpEZcu6WvqY9IAaeT2JWVNWe7vc+4DZ6t1GzbpC5QWZGVe2tqp9W1c+AjzNDn9EIc7f0Ne0BcRewJsnLkhwDrKc3D8VMSnJCkhPnX9ObH+OBZ99rJgwyN8jMmP/H1HkjM/IZjTh3S//3nPaBUt1XTP8ArAI2VdXfTrhLQ0vyq/SuGqBXk+TTs3Y+SW4FLqT3F4J76c1a/gXgX4AXA/8F/P6szPvROJ8L6d1eFPAY8Nb5e/hpluS3gK8B9wM/61a/m95ziKE+n6kPCEmTM+23GJImyICQ1GRASGoyICQ1GRCSmgwISU0GhKQmA0JS0/8DSObQjaxM1ZAAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def GIF_TRAIN():\n", " files= os.listdir(\"GIF_PNG\")\n", " files.remove(\".DS_Store\") #mac下的文件夹配置文件。\n", " for path in files:\n", " PATH = \"GIF_PNG/\"+str(path)\n", " SAVEPATH = \"GIF_SPLIT/\"+str(path)\n", " print(PATH,SAVEPATH)\n", " GIF_SPLIT(PATH,SAVEPATH)\n", "## 开始训练,将所有数字切分并保存在GIF_SPLIT中\n", "GIF_TRAIN()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 读取测试集图片、开始测试" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [ "outputPrepend" ] }, "outputs": [], "source": [ "def KNN_GIF(testpath,gifpath):\n", " # 读取测试GIF\n", " img = Image.open(testpath)\n", " select = 0\n", " for frame in ImageSequence.Iterator(img):\n", " select+=1\n", " if(select==2):\n", " test_png = frame\n", " break\n", " # 打印需要的识别gif\n", " plt.imshow(test_png)\n", " plt.show()\n", " \n", " # 读取所有GIF_SPLIT\n", " files = os.listdir(gifpath)\n", " files.remove(\".DS_Store\")\n", " images=np.empty((len(files), 441))\n", "\n", " for i in range(len(files)):\n", " file_content = (gifpath+files[i])\n", " file_open = Image.open(file_content)\n", " images[i] = np.array(file_open).flatten()\n", "\n", " # 每一张图片去切割和匹配\n", " for i in range(4):\n", " ## 切隔成4张数字\n", " left = 21*i\n", " low = 19\n", " right = 21*(i+1)\n", " up = 40\n", " split = (left,low,right,up)\n", " img_save = test_png.crop(split)\n", " img_array = np.array(img_save)\n", " result = Counter({})\n", " noise = []\n", " for j in img_array:\n", " result+=Counter(j)\n", " result = dict(result)\n", " s = sorted(result.values(),reverse = True)\n", " img_array[img_array==s[0]]=0\n", " for k,v in result.items():\n", " if(v != s[0] and v != s[1]):\n", " noise.append(k)\n", " if(v==s[0]): #出现最多的一般是背景像素\n", " zero = k\n", " if(v==s[1]): #出现第二多的是数字笔画的像素\n", " val = k\n", " for n in noise:\n", " img_array[img_array == n] = 0 # 噪声全部置0\n", " \n", " img_array[img_array == zero] = 0\n", " img_array[img_array == val] = 255\n", "\n", " # KNN算法计算最相似的图片\n", "\n", " dataSetSize = images.shape[0]\n", " # print(dataSetSize)\n", "\n", " distance1 = np.tile(img_array.flatten(), (dataSetSize)).reshape((dataSetSize,441))-images\n", " im = img_array.reshape((21,21))\n", " plt.imshow(Image.fromarray(im))\n", " plt.show()\n", " \n", " distance2 = distance1**2\n", " distance3 = distance2.sum(axis=1) # 合并成一行\n", " distances4 = distance3**0.5\n", " ## 返回从小到大排序的索引\n", " sortedDistIndicies = distances4.argsort()\n", " #print(sortedDistIndicies)\n", "\n", " fig=plt.figure(figsize=(8,8))\n", " fig.subplots_adjust(left=0,right=1,bottom=0,top=1,hspace=0.05,wspace=0.05)\n", " for i in range(3):\n", " im = images[sortedDistIndicies[i]].reshape((21,21))\n", " ax=fig.add_subplot(6,5,i+1,xticks=[],yticks=[])\n", " ax.imshow(im,cmap=plt.cm.binary,interpolation='nearest')\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 运行" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 测试图片地址\n", "testpath = \"GIF_TEST/test-2.gif\"\n", "# 训练集目录\n", "gifpath = \"GIF_SPLIT/\"\n", "# 运行\n", "KNN_GIF(testpath,gifpath)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3.7.3 64-bit ('base': conda)", "language": "python", "name": "python37364bitbaseconda12cedf669173426cb0cfb548cfc60e96" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }