Navigation Menu

Skip to content

Instantly share code, notes, and snippets.

@yumatsuoka
Created August 12, 2016 12:55
Show Gist options
  • Star 2 You must be signed in to star a gist
  • Fork 1 You must be signed in to fork a gist
  • Save yumatsuoka/c6402870493adc89b881a0fd263c3628 to your computer and use it in GitHub Desktop.
Save yumatsuoka/c6402870493adc89b881a0fd263c3628 to your computer and use it in GitHub Desktop.
大津の2値化(Otsu method)をPython(Numpy)を使って実装
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 大津の2値化(Otsu threshold)による2値画像の生成"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# -*-coding:utf-8-*-\n",
"# otsu threshold by yuma\n",
"\n",
"from __future__ import print_function\n",
"\n",
"%matplotlib inline\n",
"import six\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from PIL import Image"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 分離度(クラス内分散とクラス間分散の比)を求める"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def calc_anv(hist):\n",
" \"\"\"\n",
" 引数:ヒストグラム(1次元のnumpy.ndarray)\n",
" 返値:double型の平均値,ピクセル数,平均値を格納したディクショナリ\n",
" \"\"\"\n",
" # ヒストグラムの頻度×輝度\n",
" ave = np.mean([i * x for i, x in enumerate(hist)])\n",
" # ヒストグラム内のピクセル数\n",
" n = hist.size\n",
" # ヒストグラムの分散の値\n",
" var = np.sum((hist - ave) ** 2.) / n\n",
" \n",
" return {'ave':ave, 'n':n,'var':var}\n",
"\n",
"\n",
"def bet_wit_cv(b_d, w_d):\n",
" \"\"\"\n",
" 引数:2つのディクショナリ\n",
" 返値:double型のクラス間分散,クラス内分散の値のタプル\n",
" \"\"\"\n",
" bc_var = b_d['n'] * w_d['n'] * ((b_d['ave'] - w_d['ave']) ** 2) / ((b_d['n'] + w_d['n']) ** 2)\n",
" wc_var = (b_d['n'] * b_d['var'] + w_d['n'] * w_d['var'] ) / (b_d['n'] + w_d['n'])\n",
" \n",
" return bc_var, wc_var\n",
"\n",
"\n",
"def calc_all(b_a, w_a):\n",
" \"\"\"\n",
" 引数:2つのnumpy.ndarray\n",
" 返値:double型の分離度\n",
" \"\"\"\n",
" bc_var, wc_var = bet_wit_cv(b_d=calc_anv(b_a), w_d=calc_anv(w_a))\n",
" t_var = bc_var + wc_var\n",
" s_m = bc_var / (t_var - bc_var)\n",
" \n",
" return s_m"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 画像および閾値の生成と処理"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def get_img(i_dir):\n",
" \"\"\"\n",
" 画像の読み込み\n",
" 引数:string型の画像のパス\n",
" 返値:pillow型?の画像\n",
" \"\"\"\n",
" return Image.open(i_dir)\n",
"\n",
"def get_gimg(img):\n",
" \"\"\"\n",
" グレースケール画像の作成\n",
" 引数:pillow型の画像\n",
" 返値:numpy.ndarray\n",
" \"\"\"\n",
" return np.asarray(img.convert('L'))\n",
"\n",
"def get_hist(g_img):\n",
" \"\"\"\n",
" ヒストグラムの作成\n",
" 引数:グレースケール画像から読み込んだnumpy.ndarray\n",
" 返値:numpy.ndarray\n",
" \"\"\"\n",
" return np.histogram(g_img.flatten(), bins=256, range=(0, 255))[0]\n",
"\n",
"def get_threshold(hist):\n",
" \"\"\"\n",
" 閾値を求める\n",
" 引数:numpy.ndarray\n",
" 返値:int型の閾値\n",
" \"\"\"\n",
" m_lum = 256\n",
" # 分離度のリスト\n",
" sm_list = np.asarray([(0) if (i == 0) else (calc_all(hist[0:i], hist[i:m_lum]))\\\n",
" for i in six.moves.range(m_lum)])\n",
" # 最大の分離度の値をもつインデックスの取得\n",
" th_v = np.argmax(sm_list)\n",
" return th_v\n",
"\n",
"def m_2v_img(g_img, th_v):\n",
" \"\"\"閾値から2値画像を作成\n",
" 引数:numpy.ndarray型のグレースケール画像,int型の閾値\n",
" 返値:numpy.ndarray型の画像\n",
" \"\"\"\n",
" return np.asarray([(255) if (gv >= th_v) else (0)\\\n",
" for gv in g_img.flatten()]).reshape((len(g_img), len(g_img[0])))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def plot_imgs(imgs):\n",
" \"\"\"画像群をプロット\n",
" 引数:numpy.ndarray型のタプル\n",
" 返値:なし\n",
" \"\"\"\n",
" fig = plt.figure(figsize=(10, 10))\n",
" for i in six.moves.range(len(imgs)):\n",
" ax = fig.add_subplot(1, 4, i+1)\n",
" plt.imshow(imgs[i], interpolation='nearest', cmap='Greys_r')\n",
"\n",
"def plot_hist(g_hist, th_v):\n",
" \"\"\"ヒストグラムと閾値をプロット\n",
" 引数:numpy.ndarray型のヒストグラム\n",
" 返値:なし\n",
" \"\"\"\n",
" plt.plot(g_hist)\n",
" plt.axvline(x=th_v, color='red', label='otsu')\n",
" plt.axvline(x=128, color='green', label='ave')\n",
" plt.legend(loc='upper right')\n",
" plt.title(\"histogram, otsu and ave value\")\n",
" plt.xlabel(\"brightness\")\n",
" plt.ylabel(\"frequency\")\n",
" plt.xlim([0, 255])\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"i_dir = './otsu01.jpg'\n",
"img = get_img(i_dir)\n",
"g_img = get_gimg(img)\n",
"hist = get_hist(g_img)\n",
"th_v = get_threshold(hist)\n",
"otsu_img = m_2v_img(g_img, th_v)\n",
"ave_img = m_2v_img(g_img, 128)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAloAAACaCAYAAABxLOZ3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x209029f94e0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_imgs((np.asarray(img), g_img, otsu_img, ave_img))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYwAAAEZCAYAAACEkhK6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nheIBwznnXCj/D3c+y2Y7P+wiAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x20904d99f60>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_hist(hist, th_v)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"i_dir = './otsu02.jpg'\n",
"img = get_img(i_dir)\n",
"g_img = get_gimg(img)\n",
"hist = get_hist(g_img)\n",
"th_v = get_threshold(hist)\n",
"otsu_img = m_2v_img(g_img, th_v)\n",
"ave_img = m_2v_img(g_img, 128)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAloAAACaCAYAAABxLOZ3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x20904e44e10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_imgs((np.asarray(img), g_img, otsu_img, ave_img))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAEZCAYAAACTsIJzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nOI7jVMKFwXEcx6nE/weViqnNjJJnCQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x20905542278>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_hist(hist, th_v)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"i_dir = './otsu03.jpg'\n",
"img = get_img(i_dir)\n",
"g_img = get_gimg(img)\n",
"hist = get_hist(g_img)\n",
"th_v = get_threshold(hist)\n",
"otsu_img = m_2v_img(g_img, th_v)\n",
"ave_img = m_2v_img(g_img, 128)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAloAAACaCAYAAABxLOZ3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nigAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x20904cb33c8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_imgs((np.asarray(img), g_img, otsu_img, ave_img))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAEZCAYAAACTsIJzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEU2SGCIiokkSQ0RENPkBvnQyWV9zdkwAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x20904fd49e8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_hist(hist, th_v)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"i_dir = './lena.tif'\n",
"img = get_img(i_dir)\n",
"g_img = get_gimg(img)\n",
"hist = get_hist(g_img)\n",
"th_v = get_threshold(hist)\n",
"otsu_img = m_2v_img(g_img, th_v)\n",
"ave_img = m_2v_img(g_img, 128)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAloAAACaCAYAAABxLOZ3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x20904e889b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_imgs((np.asarray(img), g_img, otsu_img, ave_img))"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYwAAAEZCAYAAACEkhK6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x209071edef0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_hist(hist, th_v)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"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": "3.5.1"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment