Skip to content

Instantly share code, notes, and snippets.

@qianlifeng
Created June 29, 2014 14:06
Show Gist options
  • Save qianlifeng/95023d6c8ce8b28518b8 to your computer and use it in GitHub Desktop.
Save qianlifeng/95023d6c8ce8b28518b8 to your computer and use it in GitHub Desktop.
Captcha recognition
{
"metadata": {
"name": "",
"signature": "sha256:bbab319b0472de839782b6df92a37a980cdfda7bbc5509b75aa268785be28fa8"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import urllib, cStringIO,uuid"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import cv2"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from PIL import Image"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import matplotlib.pyplot as plt"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import matplotlib.cm as cm"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 14
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u52a0\u8f7d\u8bad\u7ec3\u6837\u672c"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"samples = np.loadtxt('generalsamples.data',np.float32)\n",
"responses = np.loadtxt('generalresponses.data',np.float32)\n",
"responses = responses.reshape((responses.size,1))\n",
"\n",
"model = cv2.KNearest()\n",
"model.train(samples,responses)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 15,
"text": [
"True"
]
}
],
"prompt_number": 15
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u539f\u59cb\u56fe\u7247\u94fe\u63a5\uff1ahttp://www.gsao.fudan.edu.cn/addon/achieve/achievementdoc/validateimage.jsp?siteId=3&pageId=0&rand1404009076161"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"im = np.array(Image.open(cStringIO.StringIO(urllib.urlopen(\"http://www.gsao.fudan.edu.cn/addon/achieve/achievementdoc/validateimage.jsp?siteId=3&pageId=0&rand1404009076161\").read())))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.imshow(im)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 17,
"text": [
"<matplotlib.image.AxesImage at 0xa581ef0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAWwAAACOCAYAAAAVZDKEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ne5dddtnlhsgO2LvssssuN0T+H3K+MlCSxVZOAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x4980668>"
]
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"gray = cv2.cvtColor(im,cv2.COLOR_BGR2GRAY)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 18
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u8bbe\u7f6e\u9ed8\u8ba4\u663e\u793a\u56fe\u50cf\u7684\u989c\u8272\u7a7a\u95f4\u4e3aGray\uff0c\u5426\u5219\u9ed8\u8ba4\u4f7f\u7528imshow\u663e\u793a\u7684\u56fe\u50cf\u989c\u8272\u4e0d\u5bf9"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.imshow(gray,cmap=cm.gray)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 19,
"text": [
"<matplotlib.image.AxesImage at 0xa6fb940>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAWwAAACOCAYAAAAVZDKEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\noizKI1IWgL0oi7Ioi/KIlP8fevjXYCdwy48AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0xa6db160>"
]
}
],
"prompt_number": 19
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u4e8c\u503c\u5316\u5904\u7406\uff08\u81ea\u9002\u5e94\u9608\u503c\uff09"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"threshold = cv2.adaptiveThreshold(gray, 255, cv2.ADAPTIVE_THRESH_MEAN_C,cv2.THRESH_BINARY, 11, 40)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.imshow(threshold,cmap=cm.gray)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 21,
"text": [
"<matplotlib.image.AxesImage at 0xaa2b780>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAWwAAACOCAYAAAAVZDKEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRLwAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0xa54abe0>"
]
}
],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts = threshold.copy()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 22
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"(cnts, _) = cv2.findContours(ts.copy(), cv2.RETR_TREE, cv2.CHAIN_APPROX_NONE)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 23
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u8fc7\u6ee4\u8f6e\u5ed3"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cmax = 100\n",
"cmin = 20\n",
"cts = []\n",
"for item in cnts:\n",
" if cmin < len(item) < cmax:\n",
" (x,y,w,h) = cv2.boundingRect(item)\n",
" cts.append((x,y,w,h))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 24
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u4e5f\u53ef\u901a\u8fc7\u8ba1\u7b97\u9762\u79ef\u7684\u65b9\u5f0f\u8fc7\u6ee4"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cts = sorted(cts, key = lambda x: x[0])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 25
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#rect = cv2.boundingRect(cnts[0])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 26
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#cv2.drawContours(ts,cts, -1, (155, 155,0), 1)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 27
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u753b\u51fa\u8f6e\u5ed3\u7684\u6700\u5c0f\u5916\u77e9\u5f62"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for index,item in enumerate(cts):\n",
" (x,y,w,h) = item\n",
" roi = ts[y:y+h,x:x+w]\n",
" roismall = cv2.resize(roi,(10,15))\n",
" roismall = roismall.reshape((1,150))\n",
" roismall = np.float32(roismall)\n",
" retval, results, neigh_resp, dists = model.find_nearest(roismall, k = 1)\n",
" string = str(int((results[0][0])))\n",
" print string\n",
" #cv2.rectangle(ts,(x,y),(x+w-1,y+h-1),(155,155,0),1)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"2\n",
"1\n",
"0\n",
"1\n"
]
}
],
"prompt_number": 28
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.imshow(ts)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 29,
"text": [
"<matplotlib.image.AxesImage at 0xaccf240>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAWwAAACOCAYAAAAVZDKEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n8WieFsjLorwAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0xaa14828>"
]
}
],
"prompt_number": 29
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment