{ "cells": [ { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as pt" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from PIL import Image" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [], "source": [ "\n", "def load_image(name):\n", " with Image.open(name).resize((500,500)) as img:\n", " return np.sum(np.array(img), axis=-1).astype(np.float32)/(3*255)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [], "source": [ "\n", "andreas = load_image(\"andreas.jpeg\")" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQkAAAD+CAYAAAApiPBxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nVVrldZT/Cx2bux6mLsVoAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# keep\n", "pt.imshow(andreas, cmap=\"gray\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's get a little creative... (`vmin` and `vmax` as keyword arguments on `imshow` might be handy)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQkAAAD+CAYAAAApiPBxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pt.imshow(3*andreas, cmap=\"gray\", vmin=0, vmax=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---------------------" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [], "source": [ "dicaprio = load_image(\"dicaprio.jpeg\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's try something truly scary..." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQkAAAD+CAYAAAApiPBxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pt.imshow(andreas + dicaprio, cmap=\"gray\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": {}, "nbformat": 4, "nbformat_minor": 0 }