{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "data": { "application/javascript": [ "$.getScript('../ipython_notebook_toc.js');" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%javascript\n", "$.getScript('../ipython_notebook_toc.js');" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "<< back to chapter content

Last updated: 16/09/2015

\n", " show/hide source code\n", " " ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%matplotlib inline\n", "import sys\n", "sys.path.insert(0,'..')\n", "from IPython.display import HTML\n", "from helpers import header\n", "\n", "HTML(header())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Exercices and practical works\n", "=============================" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Most of the samples given in this course use python and numpy package, an example is given below where the gray level histogram is computed for an image using standard `histogram` numpy function." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "image/png": 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QlciSIRuSZVlqj84NjjdVMI4Zr7V5XjqHSJB0vLR+zks7RkpUtL32WibP27lC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\nZAkqAEjXp9/vl3wytSGCgFadNcpjyqwxdfw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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib import cm\n", "from skimage.data import camera\n", "plt.style.use('ggplot')\n", "\n", "plt.figure(figsize=[10,5])\n", "ima = camera() #use a test image provided by the skimage library\n", "hist,bins = np.histogram(ima.flatten(),range(256)) # histogram is computed on a 1D distribution --> flatten()\n", "norm_hist = 1.*hist/np.sum(hist) # normalized histogram\n", "\n", "# display the results\n", "plt.subplot(1,2,1)\n", "plt.imshow(camera(),cmap=cm.gray)\n", "plt.subplot(1,2,2)\n", "plt.plot(norm_hist)\n", "plt.xlabel('gray level');" ] } ], "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": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }