{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Možné drobné úkoly" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Segmentace:\n", "\n", "* spočítat papírky\n", "* spočítat světlé papírky\n", "* spočítat červené papírky\n", "* spočítat papírky, které se dotýkají\n", "* Nakreslenému panáčkovi vymazat ruce (FT)\n", "* Odstranit mříže na nakresleném obrázku" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Řešení klasifikace" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n", "[-1 0 1 2 3 4 5 6 7 8]\n" ] }, { "data": { "text/plain": [ "[[374.53405460951763, 7824.0, 17.928905682802291],\n", " [355.52900397563428, 7538.0, 16.768489343049428],\n", " [356.42640687119285, 7883.0, 16.115664533186493],\n", " [562.90158697766469, 6992.0, 45.317247800625488],\n", " [564.8843430349616, 7002.0, 45.571882463016301],\n", " [557.12698372208092, 6975.0, 44.500426665414167],\n", " [163.4386001800126, 1969.0, 13.566366698223472],\n", " [166.02438661763949, 2023.0, 13.625356871855379],\n", " [167.4386001800126, 2056.0, 13.63603347774422]]" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%pylab inline --no-import-all\n", "import matplotlib.pyplot as plt\n", "import scipy\n", "import urllib\n", "import cStringIO\n", "import skimage\n", "import skimage.color\n", "import skimage.filter\n", "import skimage.measure\n", "from sklearn import svm\n", "from sklearn import neighbors\n", "\n", "\n", "# URL = \"http://uc452cam01-kky.fav.zcu.cz/snapshot.jpg\"\n", "URL = \"https://raw.githubusercontent.com/mjirik/ZDO/master/objekty/ctverce_hvezdy_kolecka.jpg\"\n", "# URL = \"http://uc452cam01-kky.fav.zcu.cz/snapshot.jpg\"\n", "\n", "file = cStringIO.StringIO(urllib.urlopen(URL).read())\n", "\n", "im = scipy.misc.imread(file)\n", "img = skimage.color.rgb2gray(im)\n", "plt.figure(figsize=(5,5))\n", "\n", "# předzpracování\n", "img = skimage.filter.gaussian_filter(img, 2)\n", "# val = filter.threshold_otsu(camera)\n", "thr = skimage.filter.threshold_otsu(img)\n", "imthr = img > thr\n", "\n", "imlab = skimage.measure.label(imthr, background=0)\n", "plt.figure()\n", "plt.imshow(imlab, cmap='gray')\n", "\n", "print np.unique(imlab)\n", "props = skimage.measure.regionprops(imlab + 1)\n", "\n", "train_data = []\n", "for pr in props:\n", " \n", " train_data.append(\n", " [pr.perimeter, pr.area, pr.perimeter**2/pr.area]\n", " )\n", "\n", "\n", "\n", "train_target = [0,0,0,1,1,1,2,2,2]\n", "svc = neighbors.KNeighborsClassifier()\n", "# svc = svm.SVC()\n", "svc.fit(train_data, train_target) \n", "train_data" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[-1 0 1 2]\n", "predikce [0 1 2]\n" ] }, { "data": { "text/plain": [ "[[373.20310216782974, 7889.0, 17.655033016566303],\n", " [553.73001410241091, 6896.0, 44.463011676023228],\n", " [165.19595949289334, 2021.0, 13.503070278464946]]" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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SMjP4dsVZHhgdDbZl60f+ZMlR5rGWiMqYeQ8Ss/w8T0x2uuRQRmusPHep+4qssJ97hRHs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\nqgXoFE03aR7EVKJY3ZiF4wZxZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# testujeme\n", "URL = \"https://raw.githubusercontent.com/mjirik/ZDO/master/objekty/15.jpg\"\n", "# URL = \"https://raw.githubusercontent.com/mjirik/ZDO/master/objekty/ctverce_hvezdy_kolecka.jpg\"\n", "# URL = \"http://uc452cam01-kky.fav.zcu.cz/snapshot.jpg\"\n", "\n", "file = cStringIO.StringIO(urllib.urlopen(URL).read())\n", "\n", "im = scipy.misc.imread(file)\n", "img = skimage.color.rgb2gray(im)\n", "\n", "\n", "# předzpracování\n", "img = skimage.filter.gaussian_filter(img, 2)\n", "thr = skimage.filter.threshold_otsu(img)\n", "imthr = img > thr\n", "imlab = skimage.measure.label(imthr, background=0)\n", "\n", "# příznakový vektor\n", "print np.unique(imlab)\n", "props = skimage.measure.regionprops(imlab + 1)\n", "\n", "\n", "test_data = []\n", "for pr in props:\n", " \n", " test_data.append(\n", " [pr.perimeter, pr.area, (pr.perimeter**2)/pr.area])\n", " \n", "y_pred = svc.predict(test_data)\n", "\n", "print \"predikce \", y_pred\n", "plt.imshow(img)\n", "test_data\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.11" } }, "nbformat": 4, "nbformat_minor": 0 }