Skip to content

Instantly share code, notes, and snippets.

@tttamaki
Last active August 29, 2015 14:00
Show Gist options
  • Save tttamaki/11021573 to your computer and use it in GitHub Desktop.
Save tttamaki/11021573 to your computer and use it in GitHub Desktop.
Scikit-image 練習1
{
"metadata": {
"name": "",
"signature": "sha256:4870dcc2981e2cc4c8c89361e34b75fd290a78d0d95e9c3724fbbd40b5fa76ac"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Scikit-image\u306e\u7df4\u7fd2\n",
"===\n",
"\n",
"\u3053\u3053\u3067\u306f[scikit-image](http://scikit-image.org/)\u3067\u753b\u50cf\u51e6\u7406\u3092\u4f53\u9a13\u3057\u3066\u307f\u307e\u3059\uff0e\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"IPython notebook\u306e\u6e96\u5099\u306f\u3067\u304d\u3066\u3044\u307e\u3059\u304b\uff1f\u3000\u307e\u3060\u306e\u4eba\u306f\uff0c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304f\u3060\u3055\u3044\uff0e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306b\u306f[Anaconda](http://morimori2008.web.fc2.com/contents/PCprograming/python/pythonAnaconda.html)\u3092\u4f7f\u3046\u3068\u4fbf\u5229\u3067\u3059\uff0e\n",
"\n",
"\u3067\u304d\u3066\u3044\u305f\u3089\uff0c\u3053\u306e.ipynb\u30d5\u30a1\u30a4\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\uff0cIPython notebook\u304b\u3089\u958b\u3044\u3066\u304f\u3060\u3055\u3044\uff0e\n",
"web\u306eNotebook Viewer\u306a\u3089\uff0c\u53f3\u4e0a\u306e\u30a2\u30a4\u30b3\u30f3<span class=\"fa fa-download fa-2x menu-icon\"></span>\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\uff0c\u30aa\u30ea\u30b8\u30ca\u30eb\u30d5\u30a1\u30a4\u30eb\u304c\u8868\u793a\u3055\u308c\u305f\u3089\uff0c\u53f3\u30af\u30ea\u30c3\u30af\u3067\u4fdd\u5b58\u3057\u3066\u304f\u3060\u3055\u3044\uff0e\u30d5\u30a1\u30a4\u30eb\u540d\u306b\u65e5\u672c\u8a9e\u3092\u542b\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\uff08\u3046\u307e\u304f\u3044\u304b\u306a\u3044\u5834\u5408\u304c\u3042\u308b\uff09\uff0e\u62e1\u5f35\u5b50\u306f.ipynb\u306b\u3057\u3066\u304f\u3060\u3055\u3044\uff0e\n",
"\n",
"\u6e96\u5099\u306f\u3044\u3044\u3067\u3059\u304b\uff1f"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u3067\u306f\uff0c\u3053\u306e\u4e0b\u306e\u7070\u8272\u306e\u90e8\u5206\uff08\u30bb\u30eb\u3068\u547c\u3073\u307e\u3059\uff09\u306b\u30ab\u30fc\u30bd\u30eb\u3092\u79fb\u52d5\u3057\u3066\uff0c\u305d\u3053\u3067Ctrl+Enter\u3092\u62bc\u3057\u3066\u304f\u3060\u3055\u3044\uff0e\u3053\u308c\u3067\u305d\u306e\u30bb\u30eb\u306e\u30b3\u30fc\u30c9\u304c\u5b9f\u884c\u3067\u304d\u307e\u3059\uff0e\n",
"\u4eca\u5f8c\u3082\uff0c\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u306b\u306f\u300cCtrl+Enter\u300d\u3067\u3059\u306e\u3067\uff0c\u899a\u3048\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\uff0e"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"1+1"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 130,
"text": [
"2"
]
}
],
"prompt_number": 130
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u6b63\u3057\u3044\u7b54\u3048\u304c\u8868\u793a\u3055\u308c\u307e\u3057\u305f\u304b\uff1f\u3000OK\uff01\u3000\u6b21\u306b\u884c\u304d\u307e\u3057\u3087\u3046\uff0e\n",
"\u3053\u306e\u4e0b\u306e\u30bb\u30eb\u306b\u79fb\u52d5\u3057\u3066\u300cCtrl+Enter\u300d\u3067\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\uff08\u4eca\u5f8c\u306f\u3044\u3061\u3044\u3061\u66f8\u304d\u307e\u305b\u3093\u3088\uff09\uff0e"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab inline\n",
"import skimage.data\n",
"\n",
"img = skimage.data.lena()\n",
"\n",
"imshow(img)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 131,
"text": [
"<matplotlib.image.AxesImage at 0x127b1e610>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAQcAAAEACAYAAAC+rrMfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHdSr1v8E64N02hgGYIoAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x1270a4290>"
]
}
],
"prompt_number": 131
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u5973\u6027(lena)\u306e\u753b\u50cf\u304c\u8868\u793a\u3055\u308c\u307e\u3057\u305f\u304b\uff1f\u3000\u3055\u308c\u306a\u3051\u308c\u3070\u4f55\u304b\u554f\u984c\u304c\u3042\u308b\u306e\u3067\uff0c\u8ab0\u304b\u306b\u805e\u3044\u3066\u304f\u3060\u3055\u3044\uff0e\n",
"\n",
"\u4e0a\u306e\u30b3\u30fc\u30c9\u3067\u306f\uff0c\u5909\u6570img\u306b\u30ab\u30e1\u30e9\u30de\u30f3\u306e\u753b\u50cf\u304c\u4fdd\u5b58\u3055\u308c\u3066\u3044\u307e\u3059\uff0e\n",
"imshow()\u3068\u3044\u3046\u95a2\u6570\u3067\uff0c\u753b\u50cfimg\u3092\u8868\u793a\u3057\u3066\u3044\u307e\u3059\uff0e"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u3067\u306f\u6b21\u306b\uff0c\u30ab\u30e9\u30fc\u753b\u50cf\u3092\u30b0\u30ec\u30fc\u30b9\u30b1\u30fc\u30eb\u753b\u50cf\uff08\u767d\u9ed2\uff09\u306b\u5909\u63db\u3057\u3066\u307f\u307e\u3057\u3087\u3046\uff0e"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from skimage.color import rgb2gray\n",
"\n",
"img = rgb2gray(img)\n",
"\n",
"matplotlib.pyplot.gray() # \u8868\u793a\u3092\u30b0\u30ec\u30fc\u30b9\u30b1\u30fc\u30eb\u306b\u3059\u308b\u304a\u307e\u3058\u306a\u3044\n",
"imshow(img)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 132,
"text": [
"<matplotlib.image.AxesImage at 0x12980c810>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAQcAAAEACAYAAAC+rrMfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x127864610>"
]
}
],
"prompt_number": 132
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u3067\u306f\u6b21\u306b\uff0c\u753b\u50cf\u3092\u56de\u8ee2\u3057\u3066\u307f\u307e\u3057\u3087\u3046\uff0e"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from skimage.transform import rotate \n",
"\n",
"img2 = rotate(img, angle=20)\n",
"\n",
"imshow(img2)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 133,
"text": [
"<matplotlib.image.AxesImage at 0x12983eb50>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAQcAAAEACAYAAAC+rrMfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x12799ded0>"
]
}
],
"prompt_number": 133
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u753b\u50cf\u3092\u56de\u8ee2\u3059\u308b\u95a2\u6570\u306frotate()\u3067\uff0c\u5f15\u6570\u306b\u753b\u50cfimg\u3068\u56de\u8ee2\u89d2\u5ea6angle\u3092\u3068\u308a\u307e\u3059\uff0e\n",
"\n",
"\u3053\u3053\u3067\u3061\u3087\u3063\u3068\u5148\u3078\u9032\u3080\u306e\u306f\u30b9\u30c8\u30c3\u30d7\u3057\u3066\uff0c\u56de\u8ee2\u89d2\u5ea6\u3092\u8272\u3005\u3068\u5909\u66f4\u3057\u3066\uff0c\u4f55\u5ea6\u3082\u5b9f\u884c\u3057\u3066\u307f\u307e\u3057\u3087\u3046\uff0e\n",
"\u6570\u5b57\u3092\u5909\u66f4\u3057\u3066\u4f55\u5ea6\u3082\u30b3\u30fc\u30c9\u3092\u8a66\u3059\u306e\u306f\uff0c\u3088\u3044\u7df4\u7fd2\u3067\u3059\uff0e\n",
"- \u56de\u8ee2\u89d2\u5ea6\u304c\u30de\u30a4\u30ca\u30b9\u3067\u3082\u5927\u4e08\u592b\u304b\u306a\uff1f\n",
"- \u5f15\u6570\u306e\u9806\u756a\u3092\u66ff\u3048\u3066\u3082\u5927\u4e08\u592b\uff1f rotate(angle=20, image=img)\u3092\u8a66\u3057\u3066\u307f\u3088\u3046\uff0e\n",
"- rotate\u95a2\u6570\u306b\u306f\uff0c\u4ed6\u306b\u5f15\u6570\u306f\u306a\u3044\u304b\u306a\uff1f [\u672c\u5bb6web\u30b5\u30a4\u30c8\u306e\u30de\u30cb\u30e5\u30a2\u30eb](http://scikit-image.org/docs/0.9.x/api/skimage.transform.html#rotate)\u3092\u898b\u3066\uff0c\u8a66\u3057\u3066\u307f\u3088\u3046\uff0ebool\u578b\u306eresize\u3068\u3044\u3046\u5f15\u6570\u304c\u3042\u308b\u3089\u3057\u3044\u306e\u3067\uff0cresize=True\u3068resize=False\u3092\u5f15\u6570\u306b\u8ffd\u52a0\u3057\u3066\uff0c\u7d50\u679c\u304c\u3069\u3046\u5909\u308f\u308b\u306e\u304b\u898b\u3066\u307f\u3088\u3046\uff0e\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"\u3067\u306f\uff0c\u5143\u306e\u753b\u50cfimg\u3068\u56de\u8ee2\u3057\u305f\u753b\u50cfimg2\u3092\uff0c\u8db3\u3057\u30662\u3067\u5272\u3063\u3066\u307f\u307e\u3057\u3087\u3046\uff0e\u5e73\u5747\u306e\u753b\u50cf\u304c\u8a08\u7b97\u3067\u304d\u308b\u304b\u306a\uff1f"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"img3 = (img2 + img) / 2 \n",
"imshow(img3)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 134,
"text": [
"<matplotlib.image.AxesImage at 0x12a52de10>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAQcAAAEACAYAAAC+rrMfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n3HT8P83+vNv1zo3FAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x127b2f950>"
]
}
],
"prompt_number": 134
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u5909\u6570img\u304c\u753b\u50cf\u3092\u4fdd\u5b58\u3057\u3066\u3044\u3066\uff0cimshow()\u95a2\u6570\u3067\u8868\u793a\u3067\u304d\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3057\u305f\uff0e\n",
"\n",
"\u3067\u306f\uff0cimg\u306b\u306f\u3044\u3063\u305f\u3044\u306a\u306b\u304c\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\u3067\u3057\u3087\u3046\uff1f"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"img"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 135,
"text": [
"array([[ 0.60802863, 0.60802863, 0.60779059, ..., 0.64137412,\n",
" 0.57998235, 0.46985725],\n",
" [ 0.60802863, 0.60802863, 0.60779059, ..., 0.64137412,\n",
" 0.57998235, 0.46985725],\n",
" [ 0.60802863, 0.60802863, 0.60779059, ..., 0.64137412,\n",
" 0.57998235, 0.46985725],\n",
" ..., \n",
" [ 0.13746353, 0.13746353, 0.16881412, ..., 0.37271804,\n",
" 0.35559529, 0.34377725],\n",
" [ 0.14617059, 0.14617059, 0.18730588, ..., 0.36788784,\n",
" 0.37292549, 0.38467529],\n",
" [ 0.14617059, 0.14617059, 0.18730588, ..., 0.36788784,\n",
" 0.37292549, 0.38467529]])"
]
}
],
"prompt_number": 135
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u3053\u306e\u3088\u3046\u306b\uff0c\u6570\u5b57\u304c\u305f\u304f\u3055\u3093\u5165\u3063\u3066\u3044\u307e\u3059\uff0e\u660e\u308b\u3044\u753b\u7d20\u306f1\uff0c\u6697\u3044\u753b\u7d20\u306f0\uff0c\u7070\u8272\u306f0\u304b\u30891\u307e\u3067\u306e\u5b9f\u6570\u5024\u3067\u8868\u3055\u308c\u307e\u3059\uff0e\n",
"\n",
"\u3067\u306f\u753b\u50cf\u306e\u4e00\u756a\u5de6\u4e0a\uff0c\u5ea7\u6a19(0,0)\u306e\u753b\u7d20\u5024\u306f\u3069\u3046\u306a\u3063\u3066\u3044\u308b\u3067\u3057\u3087\u3046\uff1f"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"img[0,0]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 136,
"text": [
"0.6080286274509803"
]
}
],
"prompt_number": 136
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u5ea7\u6a19(200, 300)\u306e\u753b\u7d20\u5024\u306f\uff1f"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"img[200,300]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 137,
"text": [
"0.68985725490196081"
]
}
],
"prompt_number": 137
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u3067\u306f\u3082\u3046\u5c11\u3057\u5e83\u3044\u7bc4\u56f2\u306e\u753b\u50cf\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\uff0e\u5ea7\u6a19\u304c\uff080\u304b\u308919\u307e\u3067\uff0c0\u304b\u30894\u307e\u3067\uff09\u306e\u7bc4\u56f2\u306e\u753b\u50cf\u3092\u5207\u308a\u53d6\u3063\u3066\u307f\u307e\u3057\u3087\u3046\uff0e\n",
"\u3053\u306e\u5834\u5408\u306b\u306f\uff0c\u300c:\u300d\u3092\u4f7f\u3044\u307e\u3059\uff0e\n",
"- 0\u304b\u308919\u307e\u3067\u306b\u3057\u305f\u3051\u308c\u3070\uff0c0:19\n",
"- 0\u304b\u30894\u307e\u3067\u306b\u3057\u305f\u3051\u308c\u3070\uff0c0:5\n",
"\u3068\u6307\u5b9a\u3057\u307e\u3059\uff0e"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"img[0:20,0:5]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 138,
"text": [
"array([[ 0.60802863, 0.60802863, 0.60779059, 0.60357137, 0.60942039],\n",
" [ 0.60802863, 0.60802863, 0.60779059, 0.60357137, 0.60942039],\n",
" [ 0.60802863, 0.60802863, 0.60779059, 0.60357137, 0.60942039],\n",
" [ 0.60802863, 0.60802863, 0.60779059, 0.60357137, 0.60942039],\n",
" [ 0.60802863, 0.60802863, 0.60779059, 0.60357137, 0.60942039],\n",
" [ 0.61671294, 0.61671294, 0.58863608, 0.58109843, 0.60380941],\n",
" [ 0.59958235, 0.59958235, 0.61587255, 0.59231255, 0.59877882],\n",
" [ 0.59317569, 0.59317569, 0.58021255, 0.58672431, 0.59061529],\n",
" [ 0.57937922, 0.57937922, 0.59146431, 0.59089882, 0.59679961],\n",
" [ 0.57995255, 0.57995255, 0.59061608, 0.59401686, 0.57710941],\n",
" [ 0.58415686, 0.58415686, 0.58444745, 0.60271608, 0.58527294],\n",
" [ 0.58445451, 0.58445451, 0.58639686, 0.59426196, 0.59505843],\n",
" [ 0.58920157, 0.58920157, 0.58836118, 0.5785451 , 0.58580863],\n",
" [ 0.5874902 , 0.5874902 , 0.58920941, 0.58695451, 0.60323686],\n",
" [ 0.59086118, 0.59086118, 0.59593647, 0.57912627, 0.57931961],\n",
" [ 0.5900349 , 0.5900349 , 0.59816157, 0.58667176, 0.57710941],\n",
" [ 0.5830102 , 0.5830102 , 0.58024235, 0.58807843, 0.58838314],\n",
" [ 0.58499725, 0.58499725, 0.57798745, 0.5872451 , 0.59703059],\n",
" [ 0.58780275, 0.58780275, 0.59595137, 0.57684157, 0.58836824],\n",
" [ 0.57403608, 0.57403608, 0.57771255, 0.58277294, 0.58557059]])"
]
}
],
"prompt_number": 138
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u3053\u308c\u3092imshow()\u3067\u8868\u793a\u3057\u3066\u307f\u308b\u3068\uff1f"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"imshow(img[0:20,0:5])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 139,
"text": [
"<matplotlib.image.AxesImage at 0x12a560cd0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAFUAAAD7CAYAAAAb49jEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x129800610>"
]
}
],
"prompt_number": 139
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u7e26\u9577\u306b\u306a\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u306d\uff0e\n",
"img[0:20,0:5]\u3068\u3044\u3046\u6307\u5b9a\u306f\n",
"- img\u306e\u7e26\u65b9\u5411\uff08\u3064\u307e\u308ay\u5ea7\u6a19\uff09\u30920\u304b\u308919\u307e\u3067\n",
"- \u6a2a\u65b9\u5411\uff08\u3064\u307e\u308ax\u5ea7\u6a19\uff09\u30920\u304b\u30894\u307e\u3067\n",
"\u306b\u306a\u3063\u3066\u3044\u307e\u3059\uff0e\u6700\u521d\u306by\uff0c\u6b21\u306bx\u306e\u6307\u5b9a\u3067\u3059\u306e\u3067\uff0c\u9593\u9055\u3048\u306a\u3044\u3088\u3046\u306b\uff0e\n",
"\u753b\u50cf\u3092\u884c\u5217\u3060\u3068\u601d\u3063\u3066\uff0c\u6700\u521d\u306b\u884c(y)\uff0c\u6b21\u306b\u5217(x)\u3092\u6307\u5b9a\u3059\u308b\u3068\u899a\u3048\u308c\u3070\u5fd8\u308c\u307e\u305b\u3093\uff0e\n",
"\n",
"\u753b\u50cf\u306e\u5ea7\u6a19(y,x)\u3092\u6307\u5b9a\u3057\u305f\u3044\u5834\u5408\u306b\u306f\uff0c\n",
"img[y, x]\n",
"\u3068\u3057\u307e\u3059\uff0e\n",
"\n",
"\u3082\u3046\u4e00\u3064\u7df4\u7fd2\u3057\u3066\u307f\u307e\u3057\u3087\u3046\uff0e"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"imshow(img[250:350,200:300])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 140,
"text": [
"<matplotlib.image.AxesImage at 0x12989ae10>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAP0AAAD/CAYAAAA6/dD3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x127b38ad0>"
]
}
],
"prompt_number": 140
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u3067\u306f\u4e0a\u3067\u5207\u308a\u51fa\u3057\u305f\u90e8\u5206\u306b\uff0c\u50241\u3092\u4ee3\u5165\u3057\u3066\u307f\u307e\u3057\u3087\u3046\uff0e1\u306f\u767d\u3092\u610f\u5473\u3059\u308b\u306e\u3067\uff0c\u753b\u50cfimg\u306b\u767d\u3044\u90e8\u5206\u304c\u3067\u304d\u308b\u306f\u305a\u3067\u3059\uff0e"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"img[250:350,200:300] = 1\n",
"imshow(img)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 141,
"text": [
"<matplotlib.image.AxesImage at 0x1298c8e90>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAQcAAAEACAYAAAC+rrMfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4/8Cy1ALi2cWCnMAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x1298a8d50>"
]
}
],
"prompt_number": 141
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u767d\u3044\u56db\u89d2\u5f62\u304c\u73fe\u308c\u307e\u3057\u305f\u304b\uff1f\u3000\u5024\u30921\u4ee5\u5916\u306b\u3057\u3066\uff0c\u3044\u308d\u3044\u308d\u3068\u8a66\u3057\u3066\u307f\u307e\u3057\u3087\u3046\uff0e\n",
"- 0\u306b\u3059\u308b\u3068\uff1f\n",
"- 1\u3088\u308a\u5927\u304d\u304f\u3057\u305f\u3089\uff1f\n",
"- \u8ca0\u306e\u6570\u306fOK\uff1f"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u4eca\u65e5\u306f\u3053\u3053\u307e\u3067\uff01"
]
}
],
"metadata": {}
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment