Created
November 4, 2017 06:35
-
-
Save faisalburhanudin/b58bf31e34d0e85970adf973ab52b918 to your computer and use it in GitHub Desktop.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "%matplotlib inline\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import matplotlib.image as mpimg\n", | |
| "import numpy as np\n", | |
| "from keras.preprocessing.image import ImageDataGenerator" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "datagen = ImageDataGenerator(\n", | |
| " rotation_range=40,\n", | |
| " width_shift_range=0.2,\n", | |
| " height_shift_range=0.2,\n", | |
| " shear_range=0.2,\n", | |
| " zoom_range=0.2,\n", | |
| " horizontal_flip=True,\n", | |
| " fill_mode='nearest')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAASEAAAD8CAYAAAA4yhJeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nvrIoQgsWLLiv/H9gl/vw720b3gAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x7f14bd52f6d8>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "img = mpimg.imread(\"cat.jpg\")\n", | |
| "\n", | |
| "def gen():\n", | |
| " imgs = img.reshape((1, ) + img.shape)\n", | |
| " i = datagen.flow(imgs, batch_size=1).next().squeeze()\n", | |
| " i = i.astype(np.uint8)\n", | |
| " return i\n", | |
| "\n", | |
| "x1 = plt.subplot2grid((4, 4), (0, 0), colspan=3, rowspan=2)\n", | |
| "x2 = plt.subplot2grid((4, 4), (2, 0))\n", | |
| "x3 = plt.subplot2grid((4, 4), (2, 1))\n", | |
| "x4 = plt.subplot2grid((4, 4), (2, 2))\n", | |
| "x5 = plt.subplot2grid((4, 4), (3, 0))\n", | |
| "x6 = plt.subplot2grid((4, 4), (3, 1))\n", | |
| "x7 = plt.subplot2grid((4, 4), (3, 2))\n", | |
| "\n", | |
| "x1.imshow(img)\n", | |
| "x1.axis('off')\n", | |
| "x2.imshow(gen())\n", | |
| "x2.axis('off')\n", | |
| "x3.imshow(gen())\n", | |
| "x3.axis('off')\n", | |
| "x4.imshow(gen())\n", | |
| "x4.axis('off')\n", | |
| "x5.imshow(gen())\n", | |
| "x5.axis('off')\n", | |
| "x6.imshow(gen())\n", | |
| "x6.axis('off')\n", | |
| "x7.imshow(gen())\n", | |
| "x7.axis('off')\n", | |
| "\n", | |
| "\n", | |
| "plt.show()" | |
| ] | |
| } | |
| ], | |
| "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": "3.5.2" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment