{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "形态学变换主要用于二值图像。" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "import cv2\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAARUAAAD8CAYAAABZ0jAcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n0lIqLWlJS56ptJRKS1rSkmcq/x+upoh7PUNWDAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "img=cv2.imread(r\"E:\\ZouBySelf\\rotman.jpg\") #bgr模式,默认,原图\n", "img2=cv2.cvtColor(img,cv2.COLOR_BGR2GRAY)\n", "plt.imshow(img2,cmap='gray')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAARUAAAD8CAYAAABZ0jAcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ret,img3=cv2.threshold(img2,70,255,cv2.THRESH_BINARY)\n", "plt.imshow(img3,cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 腐蚀" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "其原理为用结构元素与其覆盖的二值图像做 “与” 操作中,所有位置都为1时,结果才为1;否则为0。结果上表示为图像白色区域变瘦,可用于去除噪点、图像切割等。" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "kernel=np.ones((5,5),np.uint8)\n", "#构造结构元素" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAARUAAAD8CAYAAABZ0jAcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nO4Nl4IA9AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "erosion=cv2.erode(img3,kernel,iterations=1)\n", "plt.imshow(erosion,cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 构造结构元素" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "除了如上借助numpy构造结构元素外,也可以如下构造矩形、椭圆、十字型等:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[1, 1, 1, 1, 1],\n", " [1, 1, 1, 1, 1],\n", " [1, 1, 1, 1, 1],\n", " [1, 1, 1, 1, 1],\n", " [1, 1, 1, 1, 1]], dtype=uint8)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cv2.getStructuringElement(cv2.MORPH_RECT,(5,5))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0, 0, 1, 0, 0],\n", " [1, 1, 1, 1, 1],\n", " [1, 1, 1, 1, 1],\n", " [1, 1, 1, 1, 1],\n", " [0, 0, 1, 0, 0]], dtype=uint8)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cv2.getStructuringElement(cv2.MORPH_ELLIPSE,(5,5))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0, 0, 1, 0, 0],\n", " [0, 0, 1, 0, 0],\n", " [1, 1, 1, 1, 1],\n", " [0, 0, 1, 0, 0],\n", " [0, 0, 1, 0, 0]], dtype=uint8)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cv2.getStructuringElement(cv2.MORPH_CROSS,(5,5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 膨胀" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "其原理与腐蚀相似,不过是在做“或”运算。常伴随腐蚀出现,或用于图像修复。" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAARUAAAD8CAYAAABZ0jAcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dilation = cv2.dilate(erosion,kernel,iterations = 1)\n", "plt.imshow(dilation,cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "如下为图像与后的显示:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "(,\n", " ,\n", " )" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAC9CAYAAAC9OrYoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n5wJONYP5AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "img4=cv2.bitwise_and(img,img,mask=dilation)\n", "plt.subplot('121'),plt.imshow(cv2.cvtColor(img,cv2.COLOR_BGR2RGB)),plt.title('Original')\n", "plt.subplot('122'),plt.imshow(cv2.cvtColor(img4,cv2.COLOR_BGR2RGB)),plt.title('After transformation')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 开运算" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "其为如上所述的侵蚀后扩张,用于消除如白色噪点。" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAARUAAAD8CAYAAABZ0jAcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "opening = cv2.morphologyEx(img3, cv2.MORPH_OPEN, kernel)\n", "plt.imshow(opening,cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 闭运算" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "同上相反,其为如上所述的扩张后侵蚀,用于消除如黑色噪点。" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAARUAAAD8CAYAAABZ0jAcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAE75JREFUeJzt3X+sZGV9x/H3xxXFFBqXQjcItECyNkHTLrJBE01DbWi3\n1AgkDcGkZJvS4h9qME1jV01a/MOEtqL9S5Olkm5af3QTNRBS2yxbjG3SALuIuIDKaiFCll2VGqV/\naIVv/5jnyjjM3Ht+znmecz6v5OaeOXfmznnmnPOZ5/z8KiIwM+vKy4aeADMbF4eKmXXKoWJmnXKo\nmFmnHCpm1imHipl1qrdQkbRH0jckHZe0r6/3MbO8qI/zVCRtA74JXAk8BTwAvCMiHu38zcwsK331\nVC4HjkfEtyPiJ8Bngat7ei8zy8jLe/q/5wHfmXv8FPDGVU+W5NN6G7rssss4evRob/97CF23Z6t2\nrHq/zV63+Jqqn9W6X7fq9U1EhKo8r6/Nnz8A9kTEn6THNwBvjIh3zz3nJuCm9HCYpXcEIgKp0rxu\n9L+H0HV7tmrHqvfb7HWLr6n6Wa37date30TVUOmrp/I0cMHc4/PTuJ+JiP3AfnBPxfolqfZK6Gvi\nmutrn8oDwE5JF0l6BXA9cFdP72XWKQdKO730VCLip5LeDfwbsA24IyIe6eO9rN9NoClo8vn5M1+t\nl30qtSfCmz+Nbcy/PhbwsexTgXr7VZrs58hxn0oP+6YG3adiVqwm+2CGtBhuQ/egHCod67PnsMzQ\nC5ANI+f57mt/LDsl9RLWIecAWcY9FVuptM2Akq3ahKny+S8+Z/HxukPJoWJZml8xSvimbhrAbdpW\n5+S8dXKoWPZKC5hlmhyynh+u8vpcPhuHihVl3TvC16HpZQR1NpHWyTtqOzamhT1nQ69IJczniBjk\nc3JPpQclLHBjUFKvZR3TuipA1n3uinsqVryerrTv/H82tVlYDN1jW8ahYqPQdOWS1ChA1r0y5xge\nqzhUbDQ2++auGx4lrcS5cajY6NQJhFVBNLYbX62TQ8VGaVlYTGGFzoFDxcw65UPKNmrunayfeyo9\nGcvCnNOh1T6VML9KmEZwqJgt1eTqYJtptfkj6QngR8DzwE8jYreks4B/Bi4EngCui4j/aTeZZcrh\nLlxm69ZFT+W3ImJXROxOj/cBhyNiJ3A4PTYrir8Mmutj8+dq4EAaPgBc08N7mFmm2oZKAPdIOpoq\nDgLsiIgTafgZYEfL97CB+Vu7TBtnEZd257e3RMTTkn4ZOCTp6/N/jIhYVX5joezp6HhFtL5tdhf9\nIXcid1b3R9ItwHPAnwJXRMQJSecCX4qIX9vitd6NnrkpHOloW1un6xo+da9V6rtUR9W6P403fyT9\ngqQzN4aB3wGOMStvujc9bS9wZ9P3MCtJ05V443VtN1c2Lk3YCKkSb9K0A/hC+gBeDnw6Iv5V0gPA\nQUk3Ak8C17WfTLPyravy4tCb3i57apXksJz0re7mz2Yrb92Vvc17rYvLnpr1YOg6zyXwafpmK/Sw\nozPLzZWuuafSsSksNOvWZrOhji6OmAyxmVj3KFXfHCod2Gqmtj1kOOQ1RLnvS1l3adYhSopuVkyt\natvXuQx586ehxcN3bf7HVoaoaZzrndqX6XJlWawMaPW5p1JTHwtaSfVrpsBh0o57KjX0vbCV1DtY\npyqfyxDXuNhyDpWKhtxut3EZ+/z15k8Fue7RN8uRQ2UTua3YU933Uqe9Q+zUtp/nzR+zFhxgL+VQ\nWSHnhSXnaTPz5s8SJay0XZ7MlHt7l232+abi+XKoTFzugTJvqzKmDpk8OFQWlLySbSaXWw32aazt\nKo1DZSK8wk3H0D02h8ocr3iWq1VB0fQCwz756I9Zh9rep3ZjuOTLDrYMFUl3SDol6djcuLMkHZL0\nePq9fe5v75d0XNI3JP1uXxPetRwS3sZhMQzmQ6KPsFh1w+uhlukqPZV/APYsjFta2lTSJcD1wOvS\naz4uaVtnU2uWmb5uL1knFJaF1pA9nS1DJSK+DDy7MHpVadOrgc9GxI8j4r+B48DlHU2rmRWg6T6V\nVaVNzwO+M/e8p9K4rHnTx7q07HyaOrdvyKXH0VTroz+blTbdzNjLnto0LDuzd1UITOXLq2lP5WQq\naUr6fSqNfxq4YO5556dxLxER+yNid0TsbjgNZlnI5eZa8z2iZT/r0jRUVpU2vQu4XtIrJV0E7ATu\nbzeJZtNSNxhyCbUNW27+SPoMcAVwtqSngL8CbmVJadOIeETSQeBR4KfAuyLi+Z6mfVDLurg5zVgb\n3rLlYbN74lRZfhY3t3Jc5lz2lGYzxqFibTU9G7ZpqHRQ08hlT4fgsLGp82n6DVS9DmOr8WYbxvTF\nM/lQWVWmtMTzA6xcY1rWJh8qW+kqXMa00Fg+6ixX6+oNOVQqcs/FrJpJh8pmx/1XcbCYbW7SobKZ\nPk4ociDZFEw6VKqs5A4Ws3omHSpVjelwn03TOvcJ+uS3iqZactSGVWV5y22ZdKjU1KaIlXs801J3\nOcktHJpyqFQ0lhlu6zHl5cX7VMysUw4VM+uUQ6Wi3G6EY3mb8rLiUKlhytvJZlU5VCpyoJhV41BZ\nkyl3h6dqqpvMTcue3iLpaUkPpZ+r5v5WZNnTDcvqrXRwG74uJs2sCE3LngJ8LCJ2pZ9/gXGWPfVm\nj7U1tS+VpmVPV3HZU7OJa7NP5T2SHk6bR9vTuCLLns4boviS2Zg0DZVPABcDu4ATwG11/4GkmyQd\nkXSk4TT0rk2FN4eTTVWjUImIkxHxfES8ANzOi5s4xZU9rXuPz6oFn8zmTekLplGobNRRTq4FNo4M\nuewp3rlry01luWha9vQKSbuAAJ4A3gnTKntqZsu57GnSdfnIHD5Xy0vpPZWqZU99Rm2SY/0UG5ep\nLDe+SdOcjWDxzliz5txTMVujKRwFcqiYWaccKmbWKYeKmXXKoWI2gDHvV3GomFmnHCpm1imHipl1\nyqFiZp1yqJhZpxwqZtYph4rZQMZ6WNmhsmCsM9psXXyVshVn/jYV/hLIj0PFRmfx3jgOnvVyqFhR\nFgNjsdey7GZbOYfMqmkuWZWypxdIulfSo5IekXRzGn+WpEOSHk+/t8+9pujSp1amqivnstK21p0t\n71Gb7px/bkQ8KOlM4ChwDfBHwLMRcaukfcD2iPiLVPr0M8zKdrwGuAd47WY3wM7hHrXzcvoms5/X\nRwjkML9LCLfO7lEbESci4sE0/CPgMWZVB68GDqSnHWAWNODSp9YD9yrKUeuQsqQLgUuB+4AdEXEi\n/ekZYEcaLr70qRfevHh+lKXyjlpJZwCfA94bET9c2EEWdTdhJN0E3FTnNeskKYtusfXD87Y/lXoq\nkk5jFiifiojPp9EnNyoVpt+n0vhKpU9zKXtqZt2qcvRHwCeBxyLio3N/ugvYm4b3AnfOjR9F6VN3\nu21dxnSX/SpHf94C/AfwNeCFNPoDzParHAR+BXgSuC4ink2v+SDwx8xKn743Ir64xXtk/WmOZWaX\nqqtwL2E+5vxFVvXoj8ueVpDDZzR1bVa2kubfGELFFxRaEZpuHpQUKGPh0/StKMtCYkwXGG5Mf849\nlq04VEZms4Wx9BVulTG2q+Rrgrz5MyE+K9XWwaEyQQ4W65NDpYIxroRjbJPlwftURqJJSGy8Zoz7\nJGw4DpVCuadhufLmTwW5fZM7UCxnDpUKcjpqkst0mK3iUCnIWO96ZuPiUKnBvQSzrTlUCuFAs1L4\n6I8NKufyGdaMQ2XC1rUC1+lljeniwLZKvf7HoWKtlbjgl6DUz9WhYo2sY4H3zcfL5B21Vlup36C2\nHm3Knt4i6WlJD6Wfq+Ze47KnZhPVpuzpdcBzEfGRhecXX/Z0M0N1x3M58W2IXspUN4Fy6xGuo+zp\nKi57WoBSAmXI9x1aqWHapuwpwHskPSzpDknb07jiy57mqNQFzKancqgslj0FPgFcDOwCTgC31Xlj\nSTdJOiLpSJ3XDW0M35ol9VKsPI3LnkbEyYh4PiJeAG7nxU0clz0168CyIC+hx9q47OlGHeXkWuBY\nGh5N2dMxKmGhXMY9pXJUOfntzcANwNckPZTGfQB4h6RdQABPAO8EiIhHJB0EHmVW9vRdmx35MbPq\nSghXlz1tqMRDy22mOYeFeZ2f+dDXIOXweS9y2VOzhnJcoUviUCnMUDWFc+jRroMDpT1fUFioxZV8\n6O76GOQUKJvNw5ymcxmHSkO5XUGb07T0JbfPfCh1P4N1h5BDxYrSV7Dk/u3fxrLPq8/2OlSsOF1X\nVtxsBRtrz2hVu7oIG4dKQ2Nd2ErSJlyqrDxTnMer2rx7d/UT3330p6GcCoytS64rWd354EDpl3sq\nNgpVei1T+xIYinsqLXlBzcuqHmSd+eReSjvuqXTAhzrz47AfjnsqVplXVKvCoWI2xz3O9hwqHfG3\nePkcKN1wqFglYw9NB0p3HCpm1imHik2eeyndcqh0ZOwLZtP7uNj0VLnx9emS7pf01VT29ENp/FmS\nDkl6PP3ePvcalz0doTHuV3FQdq9KT+XHwFsj4jeY1fjZI+lNwD7gcETsBA6nxxtlT68HXgfsAT4u\naVsfE58Df4Ob/bwqZU8jIp5LD09LP8GsvOmBNP4As/rKMPKypxsh4jApn+dfP6oWE9uWynOcAg5F\nxH3Ajog4kZ7yDLAjDVcqe1pShcJSQ2SKV1Lb8Cpd+5Pq9uyS9GrgC5Jev/D3qFtmIyL2A/shzxId\npQXIovkwcbC8VOnzN2e1jv5ExA+Ae5ntKzm5UaUw/T6Vnlap7GluvFkzDlXmnedvv6oc/Tkn9VCQ\n9CrgSuDrzMqb7k1P2wvcmYaLKnvqEJkWz+v+Vdn8ORc4kI7gvAw4GBF3S/ov4KCkG4Engesg/7Kn\nXqjM+jX6sqc5tG8IU92PEhEr2z7VZaELu3fv5siRI5UWqlHepMkLz+Yrl1mfRhMqDpKXmmKwTK29\nOSo2VBwi1UwxWGxYxYSKQ8SsDEVcpexAacefn61Tdj0VrwBmZcuip3LZZZf5JDSzkciup2L9aBvY\npe/s9RfW+mTRU7H8eaW0qtxTscrmg6X0nov1x6FijZQUMO5lrZc3f6w172S3eQ4V64zDxcChYiPn\nkFs/h4p1zj2WafOOWhslh9pw3FOx3gy1YjtQhuVQsV55BZ+eNmVPb5H0tKSH0s9Vc69x2VP7mXUF\ni/fl5KHKPpWNsqfPSToN+E9JX0x/+1hEfGT+yQtlT18D3CPptTnd/NrWr8+bRTlI8tKm7Okqoy57\nas112ZNwjaZ8tSl7CvAeSQ9LukPS9jSudtnT7373uy2aYKVpEggu9laOSqESEc9HxC5m1QYvT2VP\nPwFcDOwCTgC31XnjiNgfEbsjYvc555xTc7JtLBbDYtWPlaNx2dOIOJnC5gXgdl7cxCmy7KmZdaNx\n2dONOsrJtcCxNFxU2VMz61absqf/KGkXs522TwDvhPzLnppZv7YMlYh4GLh0yfgbNnnNh4EPt5s0\nMyuRz6g1s045VMysUw4VM+uUQ8XMOuVQMbNOOVTMrFMOFTPrlEPFzDrlUDGzTjlUzKxTDhUz65RD\nxcw65VAxs045VMysUw4VM+uUQ8XMOuVQMbNOOVTMrFOVQyXV/vmKpLvT47MkHZL0ePq9fe65Lntq\nNlF1eio3A4/NPd4HHI6IncDh9Hix7Oke4OPpptlmNgFVKxSeD/w+8Pdzo68GDqThA8A1c+Nd9tRs\noqr2VP4OeB/wwty4HRFxIg0/A+xIw72XPZX0sx+zLlRdpuaf5+VvuSrFxN4GnIqIo6ueE7O6lLVq\nU7rsqdk4VSkm9mbg7ZKuAk4HflHSPwEnJZ0bESdStcJT6fm1y54ePXr0e5L+F/he3QYU8G1xNg3a\nVYAxtuts4Ht1lqkClj/oZl79atUnqk7xa0lXAH8eEW+T9LfA9yPiVkn7gLMi4n2SXgd8mtl+lNcw\n24m7c6sqhZKORMTuyhNTCLerHGNsE6y/XVV6KqvcChyUdCPwJHAduOyp2dTVCpWI+BLwpTT8feC3\nVzzPZU/NJiqnM2r3Dz0BPXG7yjHGNsGa21Vrn4qZ2VZy6qmY2QgMHiqS9qRrhI6no0jFkHSHpFOS\njs2NK/6aKEkXSLpX0qOSHpF0cxpfdNsknS7pfklfTe36UBpfdLsgs2vzImKwH2Ab8C3gYuAVwFeB\nS4acpprT/5vAG4Bjc+P+BtiXhvcBf52GL0nteyVwUWr3tqHbsKJd5wJvSMNnAt9M01902wABZ6Th\n04D7gDeV3q40rX/G7FSOu4deDofuqVwOHI+Ib0fET4DPMrt2qAgR8WXg2YXRxV8TFREnIuLBNPwj\nZheSnkfhbYuZ59LD09JPUHi7crs2b+hQqXSdUGFaXROVG0kXApcy+1Yvvm1pM+EhZmeAH4qIMbSr\n82vz2hg6VEYtZv3NYg+vSToD+Bzw3oj44fzfSm1bRDwfEbuYXT5yuaTXL/y9qHb1dW1eG0OHSu3r\nhApwMl0LRdtrooYk6TRmgfKpiPh8Gj2KtgFExA+Ae5nd86fkdm1cm/cEs90Hb52/Ng/W36ahQ+UB\nYKekiyS9gtnNne4aeJraugvYm4b3AnfOjb9e0islXQTsBO4fYPq2pNlVcp8EHouIj879qei2STpH\n0qvT8KuAK4GvU3C7IuL9EXF+RFzIbP3594j4Q4ZsUwZ7ra9idnThW8AHh56emtP+GeAE8H/Mtk1v\nBH6J2UWUjwP3MLvQcuP5H0zt/Abwe0NP/ybteguz7vLDwEPp56rS2wb8OvCV1K5jwF+m8UW3a25a\nr+DFoz+Dtcln1JpZp4be/DGzkXGomFmnHCpm1imHipl1yqFiZp1yqJhZpxwqZtYph4qZder/AQ/m\nCcfn5NKJAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "closing = cv2.morphologyEx(img3, cv2.MORPH_CLOSE, kernel)\n", "plt.imshow(closing,cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 形态学梯度" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "梯度和导数密切相关,图像返回近似轮廓。" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAARUAAAD8CAYAAABZ0jAcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAGDhJREFUeJztnW3IJld5x3+XMb5QLW5quqwmbRJYCyrt6i5RUEpqsd2m\npVEoIUJlS9PqBxWlFLsqtPGDkLa+9JPCWkOX1pcuqCRIbdmkEVsoJlmNcZOoiTbBhM2umoqmH7Qm\nVz/cc5vxdl7OvJ9z5v+Dh2fuuWfuOWfmnP9c5+26zN0RQoixeMrSCRBC5IVERQgxKhIVIcSoSFSE\nEKMiURFCjIpERQgxKpOJipkdNrOvmdn9ZnZ0qusIIeLCppinYmbnAV8HXg08BNwOvM7d7xn9YkKI\nqJjKUrkcuN/dv+nuPwI+AVw10bWEEBHx1Il+9/nAt0qfHwJeVnewmWlabw8OHjz4k+1Tp05N8ttj\n/+7c1y3fo93fbbp/Id9t94emeeh522O73qOx7qm7W8hxUzV//gA47O5/Unx+PfAyd39z6Zg3AG8o\nPh782V8RTew+N7Og593598f+3bmvG1q+y9dru7e7aQxN89Dztsd2vUdj3dNQUZnKUnkYuLj0+aJi\n309w92PAMZClIuJharFeA1P1qdwO7DezS83sacA1wE0TXUsQ/kZeG02i0GSdtJ1bd46YyFJx9x+b\n2ZuBfwPOA25w97unuJYQfWgTjNQtlCUFb5I+lc6JyKT5s9v2netaU1wzlz6VkN8sfx/6DKvOWaJP\npUv9natPRTNqJyIGsU4Z3b92unRCz/lymKqjVggxAn3Fdcnmm0QlUeYqNO6efP9CF7o2Kcag6/Xa\nOpir9stSEaulXKlTG96dUoDr5srEiERFVLLEG7uNpTqP+9Dn3jXd85TyLlER0dFm3sdWwZqsq9Dz\nup4b+vtLIFERUdMkMHOKS2xWWwhLNR81pCySoW2eydi4+0/+YqCc/7mHibsgURmRWB/yUGKpVFBf\nmZZI41ITA7fbMT2XMmr+jEyuwhIbVZ2abaMvY1fCkNGe3dmzUzFnvtuQqIhkqaqwMXTiznntGF9i\nEhWRPH2slr7X2f52n3PLI0RVaYvJ2hiCREVkQZvVEvt09xgtjr6oo1ZkRZdO3LpO36ncIuQkHE1I\nVER2hIjCXNPp14hEZWTKcxtSagfnRl3lTr3fIoU0SlREtvS1GrpU3BQq+dxIVCYm5UKXgykfkocc\n8hkTg0Z/zOwB4AfA48CP3f2QmV0A/DNwCfAAcLW7/8+wZArRnylEI8ZV3LEwhqXyG+5+wN0PFZ+P\nAre4+37gluKzEKJEzoI0RfPnKuB4sX0ceM0E14iWXE3pnCtBjiw5WDBUVBy42cxOFREHAfa6+5li\n+xFg78BrCDEbqbnP3B1tjGHUceiM2le6+8Nm9ovASTP7avlLd/e68Bs7YU+FECXGEoYlBHK0uD9m\ndh3wGPCnwBXufsbM9gGfc/dfaTlXtnWkzBnLaEn6xCseEi+o6rxQ+vqrjT7uj5n9nJk9e7sN/BZw\nmk140yPFYUeAG/teQwiIz1lSCGM1S7azf8t/u9eIjSHNn73Ap4tMPhX4mLv/q5ndDpwws2uBB4Gr\nhydTiLioctU4hp/akOv0YVZ3DDEonZo/8RJD82cOX6tDmiV9XCL0daMQEvNn97ixCG3+yPWBSI4Y\nhK6Kuby87V4vNiQqIzL3myN3QirnEkPAczvgHuuac90nicpAQh9qk0+P0POWdLQcM1N5eWsL7FU+\ntul36s5ru07dNftaRHMJsESlB20Ps0ubvItP1bkKRYxi0uZ8aei96dvR2pcpn+XSIVIlKh3o0rzp\nYoGUP8faTIoxXXMt6ps7JEjX64U4pZpTWCQqgdSZrn2pM2FjEpcY0rCl7r5UWRhjp7vtd0MdWbdV\n7pju9xAkKgFMOaTZJi5iPrr0VTQJxNpdLchJUwtrHx5cktB7MqXPWdEdWSo1jN3cCSHkTTln8yi1\nFbtbxkz3nKNKuSBLJZBZpzlH9OZNtQIMSXfVOhsRjiyVCuaYFh5C0yhAqlbEEGIb5RDVSFR2iEVQ\nQhhDWFKqhNv8xvKMJGLVSFQaiFFQdgtyXQVr6xMKHeGIjap0q2LHhUSlRA6Fs8syeiGmQKJSQ4xv\n6S1jm92x53WLRLGacjM4hnskUSmIdTl9HV3SmOMszjWJTdcFh0sjUSGuBzIFqQrHLiH5iCGvfTvQ\nc7E+JSo7xFAoRTdifGZTvKi6rCVaYvLmltbJb2Z2g5mdM7PTpX0XmNlJM7uv+L+n9N07zOx+M/ua\nmf32VAkXYinqHFlP7T82FYs6ZEbtPwCHd/ZVhjY1sxcC1wAvKs75oJmdN1pqJybGN55IixjL0Nyz\ng1tFxd0/Dzy6s7sutOlVwCfc/Yfu/t/A/cDlI6V1ElJRf5EGsZSnJZca9F37Uxfa9PnAt0rHPVTs\nE0IMpM5nS9XfkgzuqHWvD23ahCUa9nQMX7Mhx4t4qZoTMtQB9VzLLWL2UXvWzPb5k6FNzxX7HwYu\nLh13UbHvZ3D3Y8AxWGfcnzUuCMyNLuuQhjpIr7tGLM2tMn2bP3WhTW8CrjGzp5vZpcB+4LZhSYyH\ntinwMT5gMS1NIlI3ShS6r44mB90xNIdaLRUz+zhwBfBcM3sI+CvgeipCm7r73WZ2ArgH+DHwJnd/\nfKK0R4mEZX1U+ckNoclabXJ7EXr8Uqw+7GmXSUJNx/a5jzEVBDGMLs2WqiUhoR79ysd1WVoyhsdA\nV9jT/szlslH9KvnQtZKXieHFPiarFpXdQjCWR/vYO9KEmBL5qO3JbgdYXadY22ch5mSOl5xEhWnm\nDXS9nkiboY62c2K1otJWCLb9HWM88KrmUAwzH0XaxFp+VisqVew+pPLcgTEfoPpZRM6suqO2iiYf\nFbG+GYSICVkqFVQ1TYZaFxIksWXusjC3ZbxaS6XPEPLQptDuzEsJTT50cUbettyjz4TKmJrUqxWV\nIfQRhJgeupiGseYnTVVW5nqJSVSEGJmxRaFJDGK0diUqCxBjQRDTEPqscyoTEpUSbe3inB68EFOh\n0Z8OyGeKEO3IUimQWAgxDrJUkKCIcVl7M1mi0pGlw1mKtFhjk1mi0gEJihDt9A17ep2ZPWxmdxZ/\nV5a+U9jTGrQyeT3sPus1vVz6hj0F+IC7Hyj+/gXSD3u6JcTZkhCimr5hT+tILuxpFbvtYAmKEOEM\n6VN5i5ndVTSP9hT7kgx7GuKJvGtcljV20AkB/UXlQ8BlwAHgDPC+rj9gZm8wszvM7I6eaRiNrqtB\n21aZCrFlt19lDeWjl6i4+1l3f9zdnwA+zJNNnE5hT939kLsf6pOGORni6iCWoNlCzEUvUSniJ295\nLbAdGUoq7GloRV/D20VMx9peKH3Dnl5hZgcABx4A3gjrCns6V8AxkRdrKC8Kezqym0iNGokqcigX\nCnsaSBc3gFXEIMpCxMTqRaWOpreJhER0Zdc/8XZfjkhUGDf2ca4FRYxPrs7PtaCwhq7iomFj0cZa\nyodEpQcSEDEGuZYhiYoQC5Fr35z6VGoIeYvk+qYRYgiyVISYkTW8iCQqQohRkagIIUZFoiKEGBWJ\nihALkuMIkERFiJnJvbNWolIix7eGEHOjeSoiKaqEf4x4TLlbD3MiUalABSxd6qzNEOfmeu7jIFFp\nQG+zuNh1dLTrSiD03BjYTX9OZUt9KiJLtOhzOULCnl5sZrea2T1mdreZvbXYf4GZnTSz+4r/e0rn\nJB36tOxER97wl6cuuFvdsyl/jvkZ5hoWtdVHbeE5f5+7f9HMng2cAl4D/BHwqLtfb2ZHgT3u/hdF\n6NOPswnb8TzgZuAFTQ6wl/RRWyYHP6I5MmUzdOlnvvT1uxDqozYk7OkZd/9isf0D4F42UQevAo4X\nhx1nIzSQcOjTXN8cKZP7c4hdSPrQqU/FzC4BXgJ8Adjr7meKrx4B9hbbSYY+rSL3Ah07VRbKGJWw\nKixtjpV7KYJFxcyeBXwSeJu7f7/8nW+eTqcaGFPY0zJNITdE+uh5Tk+QqJjZ+WwE5aPu/qli99lt\npMLi/7lif1Do05jDnuqtFR9TPpNYnncusZZDRn8M+Ahwr7u/v/TVTcCRYvsIcGNpfzKhT0PI4UGn\nTt9nUG7qTNWcEj9NyOjPK4H/AL4CPFHsfiebfpUTwC8BDwJXu/ujxTnvAv6YTejTt7n7Z1uuEWWt\nVZt7eYY+g6byHdMzTaGshY7+rD7saROaUbs8fdf69J2uvxQ5iYqm6TcwNCSqGE7VM6gTmlSskjZS\nj2AoUWkgJUHpktbUCus2vU15TF1Q6sQzhbTvIlHJgK7il2phrUrzWK4QYiBEPFNAohJISgU1pPKl\nKiy75JCH3NAq5UBSf3tUDZ/mMi9CxIVEpYEc34J1VozERYyFmj8txDgCNDQ9MeZJ5INEpYXYKt9Y\noxy5dAqK+JCodGDpzs0pJ+Pl2NQTy6A+lUSYQlBkpcRJ6gIvUWlhd9Qkhk7N1AudyBs1fxJg6nUh\nY/1mThPRRH8kKoFoxGQcQu6hhChtJCqBxLCKdCqHz1P+Vp/rxHCvY2HpwYE+SFQiJ1braMx0aXg7\nLyQqgeQaUW5sx0dDrlMVzSCne70WJCqiE6k5P0qdFO+rhpRFMHU+XqcekVKzKC2GhD29zsweNrM7\ni78rS+ckHfZUtDP3G1TCkg5Dwp5eDTzm7u/dOT7ZsKdtzDUqMXUTo08+lvDXu2YfwTGOgM0R9rSO\nZMOezkld2Ii2c2JgrkIeS2US3RgS9hTgLWZ2l5ndYGZ7in3ZhD3NkaFWytwVfa3CknK+h4Q9/RBw\nGXAAOAO8r8uFYw17GgPlDtClA17FYh2tjar73se6XYLeYU/d/ay7P+7uTwAf5skmTvJhT+sY29XA\n3IIx1OJY+u0Ze2WakpAwJbHQO+xp0YG75bXA6WI7u7CnYn00hUud49pblhbyPoRMfnsF8HrgK2Z2\nZ7HvncDrzOwA4MADwBsB3P1uMzsB3MMm7OmbmkZ+UmWpmZ59rxvzmy02dK+GobCnHVnqLTJmTOGu\n5y8dMW/Oe770jOGYh9FHG1IWP81SMz2HOIoaK50xvICmpKlCL5H3mASlC1r7kzBVlSBgMuOUSZqE\nOXzZxGghpBrKVaKSEG0uAqYSlJgcVM3Rl7VkhQ29112fx5x5kqgkSFWkwZDjcmHsPp6+Ip0Sc1o9\nEpUexPTmhnzFo0zVPR/Daomx2TM3Y/sWlqj0ICZBWRN1wrL9LpQQy25JsYnBE97utQ8dCp+jqtGf\ngaxNYJbOb90s5NB0xS4oqUzFb0KWikiSqrd5k9XS18RfY3NoKBKVHuya4fKjuhxNTaK286pIfYp8\nDKj505PQEZjUScEU77Iws+nYpfO59PXHQqIyAL3J4qJNXLo8Lz3b/khUBqLCFx9VbiX0nOZDojIi\nuZivTaRWOUObRmt4dnMhURGNpCYifYhhAlxOoiZRGYE1VDwhQtGQsvgpUl0Z2xcNIY+PLJURyMl0\nbSKF4eUUye2eylIZSG4FYi3zb0BWylSEOL5+hpndZmZftk3Y03cX+y8ws5Nmdl/xf0/pnOzDnta9\ntXOuhEKEENL8+SHwKnf/NTYxfg6b2cuBo8At7r4fuKX4vA17eg3wIuAw8EEzO2+KxM9NDou9hpLL\nGz0GK2VblnK5p1tCwp66uz9WfDy/+HM24U2PF/uPs4mvDJmFPe0jJEuLzm54iaXTI9ZFaDCx84rw\nHOeAk+7+BWCvu58pDnkE2FtsB4U9jTlCYcqVscmLWZ+/3NjN19KuI3OzUiCwo9Y3cXsOmNlzgE+b\n2Yt3vveuYTbc/RhwDJYP0ZFj5VkjsYhFCDmXuU6jP+7+PTO7lU1fyVkz2+fuZ4poheeKw4LCni7J\nlA80psIcU1piIIaZs2sgZPTnwsJCwcyeCbwa+Cqb8KZHisOOADcW29GGPZ3DpM+56SBECCGWyj7g\neDGC8xTghLt/xsz+CzhhZtcCDwJXQ1xhT1WxxZbYrJTYnKePSXZhT2PIz5YYFqYtXXnmpKlPJab+\nlpjKaCiHDh3ijjvuWE/YUzU5nmRNM2L7sLSgrIEkp+mnUlFimdgUSzrEOkhCVFIRkViIIW7MEkg4\n4yDK5k/uE7DmoimWjViO3MUvKktFBV/kzhrKeBSWysGDB7O92UtbW7m/FUV8RGWpiGkZKm6pClSu\nL6xYicJSEWmgyilCkKUyE0tOvgqdvRkyxyWmSWRdSS29qSJRWQl9KlTb6FEKs3dlXc2Pmj9iNFSB\nBchSWYRt5YvxzV5HVVqbrJfY8hZLetYwMVGiInrT1DyKYWlAjBU3xjSNjZo/YhSqXCMuWYHWUHlj\nRaIisiOFDuSckaiIUVnaWpGFsjzqU1mQugqQ+pt1d17MXP0rVfcz9XuZIrJUxCTMbbFIUOJhSNjT\n68zsYTO7s/i7snRO9mFPc2IqVxNzCEtdmiUoyxHS/NmGPX3MzM4H/tPMPlt89wF3f2/54J2wp88D\nbjazFyzl/DpF5poKP0f/Q1VTaLu/L03pjllM1tLfMyTsaR1ZhT0Vw6mbOBdqGYVYUrFH+1uLoMCw\nsKcAbzGzu8zsBjPbU+zrHPb029/+9oAsiDGZqmI2Vfq+oVe3vxmzmKyRIFFx98fd/QCbaIOXF2FP\nPwRcBhwAzgDv63Jhdz/m7ofc/dCFF17YMdliDMqVcq7KOeRac6dV9KPT6I+7fw+4FTjs7mcLsXkC\n+DBPNnGiD3uaCrlXnCpRa/pLmdTT34XeYU+L+MlbXgucLrajDXsqhJieIWFP/9HMDrDptH0AeCPE\nFfZUiJjIOdRpmVZRcfe7gJdU7H99wznvAd4zLGlCiBTRjNpIWVMbXOSFREUIMSpaUBghslKWZ6pZ\nzWvw/CZLRQgxKhKVyJCVsg5yfs5q/kREzgUtVaZ8Jks7tJoKWSpCVLDELN5cXioSlUjIpUCJYeRQ\nDiQqEZBDQRJii/pUEiXlmMYib2SpCBEZqa/KlqUiZkdWVt7IUlmYNVWqsR1r506qZUOWSqLEXOC6\nCIeslvyQpSJExKQotLJUhGhBcYW6IVFZkFwLZuj08xQ8ocWevhiRqIjJaRLPWIU1JjFJQXzLBPep\nFLF/vmRmnyk+X2BmJ83svuL/ntKxCnsqkmOK0K9jEav4VtGlo/atwL2lz0eBW9x9P3BL8Xk37Olh\n4IOF02whoqSrkKRUwZcgNELhRcDvAn9f2n0VcLzYPg68prRfYU9bUMFMl6kC2reRSpkJtVT+Dng7\n8ERp3153P1NsPwLsLbYV9lQkQ4xNndQJCSb2e8A5dz9Vd4xvnkynpzM07Gkqql1FymkX6a/NmZqQ\n0Z9XAL9vZlcCzwB+3sz+CThrZvvc/UwRrfBccXznsKenTp36jpn9L/CdLolP5ME+l475SoQs8rVT\nhjrlaYny1/OaYzyrXw490Dp2UF0B/Lm7/56Z/S3wXXe/3syOAhe4+9vN7EXAx9j0ozyPTSfu/rYo\nhWZ2h7sfCk5MIihf6ZBjnmD+fA2Zp3I9cMLMrgUeBK4GhT0VYu10EhV3/xzwuWL7u8Bv1hynsKdC\nrJSYFhQeWzoBE6F8pUOOeYKZ89WpT0UIIdqIyVIRQmTA4qJiZoeLNUL3F6NIyWBmN5jZOTM7XdqX\n/JooM7vYzG41s3vM7G4ze2uxP+m8mdkzzOw2M/tyka93F/uTzhdEtjZvd8rxnH/AecA3gMuApwFf\nBl64ZJo6pv/XgZcCp0v7/gY4WmwfBf662H5hkb+nA5cW+T5v6TzU5Gsf8NJi+9nA14v0J503wIBn\nFdvnA18AXp56voq0/hmbqRyfWbocLm2pXA7c7+7fdPcfAZ9gs3YoCdz988CjO7uTXxPl7mfc/YvF\n9g/YLCR9PonnzTc8Vnw8v/hzEs9XbGvzlhaVoHVCiTFoTVRsmNklwEvYvNWTz1vRTLiTzQzwk+6e\nQ75GX5s3hKVFJWt8Y28mO7xmZs8CPgm8zd2/X/4u1by5++PufoDN8pHLzezFO98nla+p1uYNYWlR\n6bxOKAHOFmuhGLomaknM7Hw2gvJRd/9UsTuLvAG4+/eAW9n4/Ek5X9u1eQ+w6T54VXltHsyfp6VF\n5XZgv5ldamZPY+Pc6aaF0zSUm4AjxfYR4MbS/mvM7OlmdimwH7htgfS1YptVax8B7nX395e+Sjpv\nZnahmT2n2H4m8GrgqyScL3d/h7tf5O6XsKk//+7uf8iSeYqg1/pKNqML3wDetXR6Oqb948AZ4P/Y\ntE2vBX6BzSLK+4Cb2Sy03B7/riKfXwN+Z+n0N+TrlWzM5buAO4u/K1PPG/CrwJeKfJ0G/rLYn3S+\nSmm9gidHfxbLk2bUCiFGZenmjxAiMyQqQohRkagIIUZFoiKEGBWJihBiVCQqQohRkagIIUZFoiKE\nGJX/B8jo21kyUpkzAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gradient = cv2.morphologyEx(img3, cv2.MORPH_GRADIENT, kernel)\n", "plt.imshow(gradient,cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 顶帽变换" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "其内容为从原有的图像中减去开运算后的图像。顶帽运算往往用来分离比邻近点亮一些的斑块,当一幅图像具有大幅的背景的时候,而微小物品比较有规律的时候,可以用顶帽运算进行背景提取。" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAARUAAAD8CAYAAABZ0jAcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tophat = cv2.morphologyEx(img3, cv2.MORPH_TOPHAT, kernel)\n", "plt.imshow(tophat,cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 黑帽变换" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "其意义为闭运算的结果图与原图像之差。黑帽运算后的效果图突出了比原图轮廓周围的区域更暗的区域,且这一操作和选择的核的大小相关。所以,黑帽运算用来分离比邻近点暗一些的斑块。" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAARUAAAD8CAYAAABZ0jAcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "blackhat = cv2.morphologyEx(img3, cv2.MORPH_BLACKHAT, kernel)\n", "plt.imshow(blackhat,cmap='gray')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "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": "3.6.2" } }, "nbformat": 4, "nbformat_minor": 2 }