{ "metadata": { "name": "Finding potholes" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": "# Finding potholes\n\nWe want to figure out the size of a pothole in an image.\n\nThis tutorial requires the latest scikit-image release. For instructions to install from source, see [here](http://scikit-image.org/docs/0.8.0/install.html#installation-from-source).\n\nWe'll start by importing everything we'll need later." }, { "cell_type": "code", "collapsed": false, "input": "import numpy as np\nfrom matplotlib import pyplot as plt, cm\nfrom skimage import io\nfrom scipy import ndimage as nd\nfrom skimage.filter import threshold_otsu\nfrom skimage.morphology import disk\nfrom skimage.color import rgb2gray\nfrom skimage import img_as_float\nfrom skimage.morphology import opening\nfrom skimage.morphology import remove_small_objects\n# needs skimage 0.9dev; comment out the following line if your version is earlier\nfrom skimage.color import label2rgb", "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": "Next, we'll define some parameters of the tutorial. These are the numbers that will need modification until you find something that'll work for all/most images.\n\n`disk_size` defines the size of the opening operation. Roughly speaking, any object parts that are thinner than this radius will get removed from the image.\n\n`otsu_scale_factor`: Otsu's threshold by default is too low, and misses the \"shiny\" part of the pothole. This factor defines how much to multiply the threshold by in order to catch the brighter part as well as the dark part. If you have darker potholes, you might want to reduce this." }, { "cell_type": "code", "collapsed": false, "input": "%cd ~/Downloads/\nfilename = 'P1.jpg'\ndisk_size = 18\notsu_scale_factor = 1.45", "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": "/Users/nuneziglesiasj/Downloads\n" } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": "First, lets convert the image to grayscale to deal only with light intensity. We want the darker regions of the image." }, { "cell_type": "code", "collapsed": false, "input": "%pylab inline\npothole = io.imread(filename)\ngpot = img_as_float(rgb2gray(pothole))\nplt.imshow(gpot, cmap=cm.gray)\nplt.show()", "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": "Populating the interactive namespace from numpy and matplotlib\n" }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAQkAAAD9CAYAAACvHILfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": "" } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": "Now, we want to threshold the image to find the \"candidate\" pothole regions." }, { "cell_type": "code", "collapsed": false, "input": "t = threshold_otsu(gpot) * otsu_scale_factor\ns = disk(disk_size)\ntpot = gpot < t\nplt.imshow(tpot, cmap=cm.gray)\nplt.show()", "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAQkAAAD9CAYAAACvHILfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": "" } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": "This threshold is too high for our object but notice that it's the only *continuous* region of above-threshold pixels. We can use *morphological opening* to obliterate any foreground pixels close to background pixels." }, { "cell_type": "code", "collapsed": false, "input": "tpot_open = opening(tpot, s)\nplt.imshow(tpot_open, cmap=cm.gray)\nplt.show()", "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAQkAAAD9CAYAAACvHILfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAHbhJREFUeJzt3X1sVFX6B/DvIF2pKGFBO5WZ8qOO0xlLyxQW0Ji4iM20\nkdAKUl1kF4gKkpC4atxuMZtds3/QmWo2vmTdTbPg2ugKBNYX1oWmEqiSUEqwtGrJSqPTdaZvLm3H\nlbZ0oH1+f2jvtnTmdt7vbfv9JCdp75x77nM79z49574aRERARBTCDK0DICJ9Y5IgIlVMEkSkikmC\niFQxSRCRKiYJIlKV1CRRXV0Nu90Oq9WKioqKZC6aiKJkSNZ1EkNDQ7DZbDh27BhMJhNWrFiBffv2\n4Y477kjG4okoSknrSZw5cwa33347Fi1ahJSUFGzcuBHvv/9+shZPRFFKWpJoa2tDRkaG8rvZbEZb\nW1uyFk9EUZqZrAUZDIa41CGixAh15CFpPQmTyQSv16v87vV6YTabx9UTkZgKUSy8Xu+4bSnWbfLa\n8vzzz8e9zUTuN0lLEsuXL0dLSwtaW1sRCARw4MABFBcXj6v3wgsvTNjWq6++GnQ6eyIUrVWrVkFE\nxvzjEhHcddddGkalE5JER44ckaysLLFYLFJeXj7ucwASTkgApKysbMw0h8OhzM/CMlLWrl0rlZWV\nUllZGfTzcIRbL5iDBw+Om/b8889H3V6iqK1jUpPERML58vbu3av5hsei/7J//34RETlx4kTI7SzS\n7XLGjBkRb9PBBItJa2p/j6RdJxGO0cOFnJwcfPbZZ6p1iEJR26xHtqFwN/2cnBw0Nzcrvw8MDGDW\nrFmxBagzBoNB+wOXkfr888/HJISSkhImCIqLxsbGiOp//vnnY3ag1NTUabUtJu0UaLSm05dBpEe6\n7UkQJUpeXh6AyP8BXdsD+eKLL+IWUzw1NTXFtT0mCZqSQiWAG2+8MW7LsNvtcWsrnkaSYLwwSdCU\nZTAYYDAY8M477yg/9/X1Rd1eXl4eXnvttbAuQjIYDCgvL496WbqS+JMr4YMOTp2xTK9isVjC2jZz\nc3Nj2rZra2tjmj9c6enpAkDWrFkT0XzAJDwFSpQs77zzDtavX69a54svvoDNZktSRNEJtv84HA4A\n3x+nUNvVJ+UpUKJkefDBB7FkyRLVOnpNEM8//7wylAqmqakJw8PD+MlPfoKvv/46uoXE0rWJN+ig\n+8ky/cqGDRu03vQn9O9//1sAyK5du5Rp4axbuNTqcrhB016su4DBYFBuDPP5fAm7GznS/SNUHMGG\nFhxuEMVBsJ10ZJrP54PP5wMAfPvttwlZfnp6elzaEZGIhk9MEkRh+u1vf6uM/9WOA8ydOzchy+/s\n7Bzzu4w6FVtZWRnRMyIiuRCMww0ihDfkGB4exnXXXRdRuzfccAMAoL+/Py7DGiD24VGotkO1q/t7\nN4iSQW0nGRHsruSJ9Pf3A4jPjq3V/3MON4h+EOxxiqNFe7nzyLUKExm50/nay723b98e1XLjhcMN\nolEOHDiAhx9+OOhn0W6fDocjrNvTR45zDA8PR7WcWPDsBlGYfvazn41LBk1NTTH9AwvnrkyDwYBt\n27ZpkiAmwmMSREEku1erow79OOxJEJEqJgmiBItnL0GL43ZMEkSTiBbDEiYJIlLFJEGUQJ9++qnW\nIcSM10kQJZCOdi9VvE6CKE5WrVqFVatWKb/fc889GkaTHLxOgigM3d3dmDdvnmqdYD3hhx56CAcP\nHkxUWEnB4QbRBCLZRYJtwzraxUKK+3DD6/Vi9erVWLx4MXJycvDqq68CAHp6euB0OpGVlYWCggL4\n/X5lHpfLBavVCrvdjpqammgWS6R7lZWV46aN3JPx7rvv4t133w3rmRS6EvZD8Ebp6OiQc+fOiYjI\nd999J1lZWXL+/HkpLS2ViooKERFxu91SVlYmIiLNzc3icDgkEAiIx+MRi8UiQ0ND49qFDp53yDJ9\nyrV+9atfyaFDh5TfDx06JBkZGRHvH5HE8Otf/3rC9rZt2yarV6+OOI5IYw75WTwW8MADD8iHH34o\nNptNOjs7ReT7RGKz2UREpLy8XNxut1K/sLBQ6urqggbKwpKMkkirVq1SljNr1iyZNWtWyDiuXr2q\n2tZIvXCShNp6DQwMRD1vzGc3Wltbce7cOdx5553o6uqC0WgEABiNRnR1dQEA2tvbx9yrbzab0dbW\nFuuiiXSptrYWpaWlEBEMDAxgYGAAIqI8pWq0X/7yl2G1eeLEibDqGQwGLFy4cMz1Gffccw9SU1PD\nCz6ImM5uXLp0CRs2bMArr7yCm266acxnE423JsVYjCgK9957L2pra8dN7+vrG7fd/+lPf8Jrr70W\nVrtHjhzBmjVrgn42ul2v1xv0QTejD07W1tYGjTGoCfswIQQCASkoKJCXXnpJmWaz2aSjo0NERNrb\n25XhhsvlEpfLpdQrLCyU06dPB+3ysLAkoySSWvvBYklNTQ277rVt9/X1RbX+f/zjH8OPOYJ1VwwP\nD8vmzZvl6aefHjO9tLRUOfbgcrnGHbgcHByUr776Sm677TYZHh4O+4/CwhLvEg+PP/54yG04lHBj\nGnmnZ7LWXzXmCP4mipMnT4rBYBCHwyF5eXmSl5cnR48ele7ubsnPzxer1SpOp1N6e3uVeXbv3i0W\ni0VsNptUV1dH/AdkYYl3iVU0bWu9zgDk008/DRpXKLyYiqa1aDf/vr4+3HjjjRG1rZftO9g685H6\nRCGM3nHDTRjl5eX4zW9+E1HbeuByuaKaj0mC6AcGgwHz58/HxYsXx332ox/9CFeuXNEgqsh4vV4A\nQEZGhjLt0qVLmD17dtRtcrhBFMLIKcJ7771X0zjCEWo3DuelQxPVY0+CKITJkBwA9WHS6tWrY26f\nPQmiSS4euzAfOkNEUeNwg2iSOnToUFKWwyRBNMlEMrwIdR9JJDjcIJpEIj3+8NFHH4051rdnzx6k\npKRE1AZ7EkSTRGlpaUT1H3roIeXnaC4aU+bl2Q2iySHinTvI/vTOO+9g/fr1Qevy7AbRFPfCCy/g\nr3/9q+qzXHJyciJvOKLb3hIMOrhDjoVFr2XPnj0h952Ojo6w2li0aFHIfS8UDjeIJpFQu2sk+06w\nNjjcIJoigh28jPSfq8FgwHPPPRd+ffYkiKavkd2fPQkiCmrk6fZq2JMgIgChj3ewJ0FEqpgkiEgV\nkwQRqWKSICJVTBJEpIpJgohUMUkQkSomCSJSxSRBRKqYJIhIFZMEEamKKUkMDQ1h6dKlKCoqAgD0\n9PTA6XQiKysLBQUF8Pv9Sl2XywWr1Qq73Y6amprYoiaipIkpSbzyyivIzs5Wbsxyu91wOp24cOEC\n8vPz4Xa7AQDnz5/HgQMHcP78eVRXV2Pnzp0YHh6OPXoiSriok4TP58ORI0ewbds25e6xw4cPY+vW\nrQCArVu34r333gMAvP/++3jkkUeQkpKCRYsW4fbbb8eZM2fiED4RJVrUSeKZZ57Biy++iBkz/tdE\nV1eXcn+60WhEV1cXAKC9vR1ms1mpZzab0dbWFu2iiSiJokoSH3zwAdLS0rB06VLVZ+6pPR+Cz44g\nSgwRGVP+7//+L6b2ono5z6lTp3D48GEcOXIEly9fxn//+19s3rwZRqMRnZ2dSE9PR0dHB9LS0gAA\nJpMJXq9Xmd/n88FkMsUUOBGNF+yfdmtra2z/lCN76P14tbW1snbtWhERKS0tFbfbLSIiLpdLysrK\nRESkublZHA6HDA4OyldffSW33XabDA8PB32sNwsLi3q51owZMwSA7Nq1S3VfjbRdZb6ws0EItbW1\nUlRUJCIi3d3dkp+fL1arVZxOp/T29ir1du/eLRaLRWw2m1RXV0e1Eiws07GM3o9C2bhxo5w5c0a1\nzkTLCTnfhEtPIq2/DBYWPZTt27crP0di4cKFIT+bNWvWhMsNhQ/CJUqSBQsW4ODBg3A6nejv7x/3\neay7otpj8cPZt0LNy7eKEyXB6B2wr68PQGxv+g7G5XIFTRSx/vNlT4IowULtYn//+99RUlKiWidS\nsexDoWLgDV5EMcrNzVWuSTh48GDY823YsAFA/BLEM888E5d2xonoyEiCQQcHjaZbOXr0KL+DKMrb\nb7+tui27XC6pq6uTb775ZsJtPl5iXadQONyYIrxe75hL30fz+XzIyMgYNz3UV8/vQV1bWxsWLFgQ\nl7bUDjZG2k6sQsXBA5dJMvoLuP766xEIBKJqZ+7cuejt7Y1oHrPZHNGGeG1dJo2x4pUgLl68GJd2\n8vLy4tJOKDwmEaHKykpcvHgRhYWFAIB//OMf466Vr6ysVOr/7W9/G7fTDQ4OorKyctx8o0swIhJx\ngogHEUFKSgqWLVsWVpxTxej1jORYQ7huueUWAMCTTz4ZUztNTU3xCCckDjfC1N/fj9TU1IjmGRwc\nxPXXXx/1Mg0GA86cOYMVK1ZE3UYy9Pf344YbbkB9fT3uuusurcOJWahdoqmpCXl5eQkZHsycORNX\nrlyJqI3Zs2cHvd4iWqHWiz2JMEWaIADElCCA7780vScIALjhhhsAAHfeeeek72Woxe1wOAAAr7/+\nesTtrl+/XrkzOtg/w6tXr4753GAwIDMzEy0tLXj33XfHfWYwGOKaINSwJxEmHf2ZJpXR3+mhQ4eU\n036h6iRKZWUlduzYoVonnO94JNZItofW1lZkZmaGXV8rIQ9kM0mER0d/pknlxz/+Mfx+f0Q7YDwF\nW26o5cQzxoGBAQDR9UC1wuEGaaK3txfbtm0Lq+7ojXTksYjhzjtRe6M1NjYGnT5y9WMoPT09YS87\nNTV1UiUINexJqLj++utx+fJlrcMgACdOnFB+Xr16NU6cOIH77rtPdR61TTua3oTets9443AjAtu2\nbcNf/vIXrcOgCATbdqLd4VNTU5WDgkNDQ/jd736H8vLy2IPUOV5MFaaBgQHMmjVL6zAoQiKCJUuW\n4LPPPlOmvfTSS0HvZ5joHoeBgQHd/MPSA/YkrqGjPwdF4dptKJIDl9MdD1yGkJubO+HYliaPa3uB\nwa4voMhM2+HGN998o1wWS9pbs2YNjhw5onUYFMS0HG7oaJUpzthTiB6HGz9ggpi6XnjhBa1DmJKm\nxXCDiWF6mAo3l+nRlO5JPPDAA0wQ08hPf/pTrUOYkqb0MQkdrRolSWpqKq+SjdK0OybBBEEUH1O2\nJ6Gj1aIk4tmN6E27ngRNP/fcc4/WIUxJ0+LsBk197EEkTtQ9Cb/fj5KSEtxxxx3Izs5GfX09enp6\n4HQ6kZWVhYKCAvj9fqW+y+WC1WqF3W5HTU1NXIJXw41m6rp06RIvtU6mkG/kmMCWLVtk7969IiJy\n5coV8fv9UlpaKhUVFSIi4na7paysTEREmpubxeFwSCAQEI/HIxaLRYaGhsa1iQS8RIWmjrffflvz\nl/JM5RJKVHuR3++XzMzMcdNtNpt0dnaKiEhHR4fYbDYRESkvLxe3263UKywslLq6uvHBJHnlpxqH\nwyEOhyOqeRsbG+McTXxpvQNNhxJKVMMNj8eDW265BY8++iiWLVuG7du3o6+vD11dXTAajQAAo9GI\nrq4uAEB7e/uYt0uZzWa0tbVFs2hS0dTUFNE7GD777DOlqz7yJGg94nBCW1EliatXr6KhoQE7d+5E\nQ0MDZs+eDbfbPabORGNFfvHqnnvuOTz33HMRzxfsdX6h/POf/9T9qWKbzaZ1CNNeVEnCbDbDbDYr\n74QoKSlBQ0MD0tPT0dnZCQDo6OhAWloaAMBkMsHr9Srz+3w+mEymWGMP22RMSC6XC263W0m2f/7z\nn1Xrv/322wCAr7/+Ouxl7Nq1K6YY4y3Ysx8uXLigdVjTXlRJIj09HRkZGcoXeOzYMSxevBhFRUWo\nqqoCAFRVVWHdunUAgOLiYuzfvx+BQAAejwctLS1YuXJlnFYhPCMb3chwaLLZuXMnPvroo6Cf1dTU\n4Oc//7nuewWjDQ4O4qOPPoLFYuEZCr2L9kBSY2OjLF++XJYsWSLr168Xv98v3d3dkp+fL1arVZxO\np/T29ir1d+/eLRaLRWw2m1RXV2t6cCovLy/a1U6qUPFXVlaKiEhlZaUy7YknntA42vA88cQTmh+g\nYwleQpmyl2Wr2bVrF1wuV1KWFU8DAwOT9l0O7CnoX6hUMC2ThI5WOW4KCgqScpFaJM6dO4dly5Zp\nHQaFKdR+wcuyp4iJ3j6VDCNv3aapZVr2JABtexMzZszA8PCwZstPFA4pJrdQ+8S0vQv097//vWbL\nnswJYtmyZcrZiD179qCvrw8lJSVMEFPYtO1JjNi3bx82btyY9OVONtddd92kTm40MR64nMDFixcx\nf/58zZavN+wZTD8cbkzg5ptvxkMPPaR1GES6w57EBEZufGpsbNQ4kvjLy8tDU1PTuP8gevweKPE4\n3IiDxx9/HHv27NE6jJh9++23mDt3rtZhkM7wOok42Lt3LwBMykSh9wRM+sVjEhHau3cvDAaDckt2\nRkYG5s2bp3FU/2MwGDBnzhz861//AgCUl5czQVBMONxIgET9SQ0Gg9L2yZMn+cYqiiue3UiiYM9F\niCUB7tixQ5l/pC0mCEoWHpNIIrVEcW0W9/l8ET1liihRmCR0YqoMtWjq4XCDiFQxSRCRKiYJIlLF\nJEFEqpgkiEgVkwQRqWKSICJVTBJEpIpJgohUMUkQkSomCSJSxSRBRKqYJIhIVdRJwuVyYfHixcjN\nzcWmTZswODiInp4eOJ1OZGVloaCgAH6/f0x9q9UKu92uu3dWEpGKaF4f7/F4JDMzUy5fviwiIg8/\n/LC88cYbUlpaKhUVFSIi4na7paysTEREmpubxeFwSCAQEI/HIxaLRYaGhsa1Cx28fp2FZbqWUKLq\nScyZMwcpKSno7+/H1atX0d/fjwULFuDw4cPYunUrAGDr1q147733AADvv/8+HnnkEaSkpGDRokW4\n/fbbcebMmWgWTURJFlWSmDdvHp599lksXLgQCxYswNy5c+F0OtHV1QWj0QgAMBqN6OrqAgC0t7fD\nbDYr85vNZrS1tcUhfCJKtKiSxJdffomXX34Zra2taG9vx6VLl/DWW2+NqTPRcx35JCaiySGqJHH2\n7FncfffdmD9/PmbOnIkHH3wQdXV1SE9PR2dnJwCgo6MDaWlpAACTyQSv16vM7/P5YDKZ4hA+ESVa\nVEnCbrfj9OnTGBgYgIjg2LFjyM7ORlFREaqqqgAAVVVVWLduHQCguLgY+/fvRyAQgMfjQUtLC1au\nXBm/tSCixInm7IaISEVFhWRnZ0tOTo5s2bJFAoGAdHd3S35+vlitVnE6ndLb26vU3717t1gsFrHZ\nbFJdXR20TejgCC8Ly3QtofDlPEQEAHw5DxFFh0mCiFQxSRCRKiYJIlLFJEFEqpgkiEgVkwQRqWKS\nICJVTBJEpIpJgohUMUkQkSomCSJSxSRBRKqYJIhIFZMEEalikiAiVUwSRKSKSYKIVDFJEJEqJgki\nUsUkQUSqmCSISBWTBBGpYpIgIlVMEkSkikmCiFQxSRCRKiYJIlKlmiQee+wxGI1G5ObmKtN6enrg\ndDqRlZWFgoIC+P1+5TOXywWr1Qq73Y6amhpl+ieffILc3FxYrVY89dRTCVgNIkqYkO8bF5GPP/5Y\nGhoaJCcnR5lWWloqFRUVIiLidrulrKxMRESam5vF4XBIIBAQj8cjFotFhoeHRURkxYoVUl9fLyIi\n999/vxw9ejTo8qCD16+zsEzXEopqkhAR8Xg8Y5KEzWaTzs5OERHp6OgQm80mIiLl5eXidruVeoWF\nhVJXVyft7e1it9uV6fv27ZMdO3YwSbCw6KyEEvExia6uLhiNRgCA0WhEV1cXAKC9vR1ms1mpZzab\n0dbWNm66yWRCW1tbpIslIo3EdODSYDDAYDDEKxYi0qGIk4TRaERnZycAoKOjA2lpaQC+7yF4vV6l\nns/ng9lshslkgs/nGzPdZDLFGjcRJUnESaK4uBhVVVUAgKqqKqxbt06Zvn//fgQCAXg8HrS0tGDl\nypVIT0/HnDlzUF9fDxHBm2++qcxDRJOA2kHLjRs3yq233iopKSliNpvl9ddfl+7ubsnPzxer1SpO\np1N6e3uV+rt37xaLxSI2m02qq6uV6WfPnpWcnByxWCzy5JNPhlwedHDwhoVlupZQDD/snLrA4xtE\n2gmVCnjFJRGpYpIgIlVMEkSkikmCiFQxSRCRKiYJIlLFJEFEqpgkiEgVkwQRqWKSICJVTBJEpIpJ\ngohUMUkQkSomCSJSxSRBRKqYJIhIFZMEEalikiAiVUwSRKSKSYKIVDFJEJEqJgkiUsUkQUSqmCSI\nSNWkSRIiMqb85z//0TokomlhUiSJurq6cdNuvvlm/OIXv9AgGqLpZVK85k8tRL4akCg++Jo/IoqK\n7pLE8ePHcfz48bi3u3bt2nHHNYgmm2u34aRs0yHfN66BYOEAkDVr1gSt/91338X0SnURkRtvvFHz\nV76zsExUVq9eHdF+FE0JRXfHJK4NZ+SYw4ULF2C1WoN+NpGJVpHHNUjvItlNo92eQy1Dd8ONa82a\nNQsAkJWVBYPBgJtvvhkGg4E7NlEIjY2NcW1Pdz0JItJGqFQwM8lxqNJRviKiH+h+uEFE2mKSICJV\nukgS1dXVsNvtsFqtqKioSNpyvV4vVq9ejcWLFyMnJwevvvoqAKCnpwdOpxNZWVkoKCiA3+9X5nG5\nXLBarbDb7aipqUlYbENDQ1i6dCmKiop0E5Pf70dJSQnuuOMOZGdno76+XvO4XC4XFi9ejNzcXGza\ntAmDg4NJj+mxxx6D0WhEbm6uMi2aGD755BPk5ubCarXiqaeeiktscRH2ydcEuXr1qlgsFvF4PBII\nBMThcMj58+eTsuyOjg45d+6ciHx/zUVWVpacP39eSktLpaKiQkRE3G63lJWViYhIc3OzOBwOCQQC\n4vF4xGKxyNDQUEJi+8Mf/iCbNm2SoqIiERFdxLRlyxbZu3eviIhcuXJF/H6/pnF5PB7JzMyUy5cv\ni4jIww8/LG+88UbSY/r444+loaFBcnJylGmRxDA8PCwiIitWrJD6+noREbn//vvl6NGjMccWD5on\niVOnTklhYaHyu8vlEpfLpUksDzzwgHz44Ydis9mks7NTRL5PJDabTUREysvLxe12K/ULCwulrq4u\n7nF4vV7Jz8+X48ePy9q1a0VENI/J7/dLZmbmuOlaxtXd3S1ZWVnS09MjV65ckbVr10pNTY0mMXk8\nnjFJItIY2tvbxW63K9P37dsnO3bsiEtssdJ8uNHW1oaMjAzld7PZjLa2tqTH0drainPnzuHOO+9E\nV1cXjEYjAMBoNKKrqwsA0N7eDrPZnPBYn3nmGbz44ouYMeN/X4/WMXk8Htxyyy149NFHsWzZMmzf\nvh19fX2axjVv3jw8++yzWLhwIRYsWIC5c+fC6XRq/rcCIv++rp1uMpk02Q+C0TxJ6OHaiEuXLmHD\nhg145ZVXcNNNN435bKILt+Id/wcffIC0tDQsXbo05CnhZMcEAFevXkVDQwN27tyJhoYGzJ49G263\nW9O4vvzyS7z88stobW1Fe3s7Ll26hLfeekvTmEItQw/bebQ0TxImkwler1f53ev1jsmoiXblyhVs\n2LABmzdvxrp16wB8n/k7OzsBAB0dHUhLSwsaq8/ng8lkims8p06dwuHDh5GZmYlHHnkEx48fx+bN\nmzWNCfj+P57ZbMaKFSsAACUlJWhoaEB6erpmcZ09exZ333035s+fj5kzZ+LBBx9EXV2dpjGNiOT7\nMpvNMJlM8Pl8SYktUponieXLl6OlpQWtra0IBAI4cOAAiouLk7JsEcHjjz+O7OxsPP3008r04uJi\nVFVVAQCqqqqU5FFcXIz9+/cjEAjA4/GgpaUFK1eujGtM5eXl8Hq98Hg82L9/P+677z68+eabmsYE\nAOnp6cjIyMCFCxcAAMeOHcPixYtRVFSkWVx2ux2nT5/GwMAARATHjh1Ddna2pjGNiPT7Sk9Px5w5\nc1BfXw8RwZtvvqnMozltD4l878iRI5KVlSUWi0XKy8uTttyTJ0+KwWAQh8MheXl5kpeXJ0ePHpXu\n7m7Jz88Xq9UqTqdTent7lXl2794tFotFbDabVFdXJzS+2tpa5eyGHmJqbGyU5cuXy5IlS2T9+vXi\n9/s1j6uiokKys7MlJydHtmzZIoFAIOkxbdy4UW699VZJSUkRs9ksr7/+elQxnD17VnJycsRisciT\nTz4Zl9jiQVf3bhCR/mg+3CAifWOSICJVTBJEpIpJgohUMUkQkSomCSJS9f82c/lA/9zXKgAAAABJ\nRU5ErkJggg==\n", "text": "" } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": "So, most of the noise is gone, but we're still left with quite a bit of non-pothole foreground. Fortunately, the pothole is the biggest feature in this image (after the background). `np.bincount` gives us the number of pixels of each label. We can use it to extract the second largest object (ie the largest foreground object), which should be our pothole." }, { "cell_type": "code", "collapsed": false, "input": "objects = nd.label(tpot_open)[0] # label each connected region\nb = np.bincount(objects.ravel()) # find object sizes\nlargest_object_size = sorted(b)[-2] # get second largest object\npothole_object = remove_small_objects(tpot_open.astype(bool), largest_object_size - 1)\nplt.imshow(pothole_object)\nplt.show()", "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAQkAAAD9CAYAAACvHILfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": "" } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": "Nice! Now we have our pothole. However, there's some noise inside. Not to worry: `nd.binary_fill_holes` is exactly what we need:" }, { "cell_type": "code", "collapsed": false, "input": "pothole_object = nd.binary_fill_holes(pothole_object)\nplt.imshow(pothole_object)\nplt.show()", "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAQkAAAD9CAYAAACvHILfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", "text": "" } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": "Now, putting it together, with scikit-image version 0.9dev, we can display this region superimposed on the original image:" }, { "cell_type": "code", "collapsed": false, "input": "found_pothole = label2rgb(pothole_object, pothole)\nplt.imshow(found_pothole)\nplt.show()", "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": "/Users/nuneziglesiasj/anaconda/envs/euroscipy/lib/python2.7/site-packages/scikit_image-0.9dev-py2.7-macosx-10.5-x86_64.egg/skimage/color/colorconv.py:104: skimage_deprecation: Call to deprecated function ``is_gray``.\n def is_gray(image):\n/Users/nuneziglesiasj/anaconda/envs/euroscipy/lib/python2.7/site-packages/scikit_image-0.9dev-py2.7-macosx-10.5-x86_64.egg/skimage/color/colorconv.py:91: skimage_deprecation: Call to deprecated function ``is_rgb``.\n def is_rgb(image):\n" }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAQkAAAD9CAYAAACvHILfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\naT2wppvEtKY1rQfWfwFjJPa1YdiSrgAAAABJRU5ErkJggg==\n", "text": "" } ], "prompt_number": 8 } ], "metadata": {} } ] }