└── Data Augmentation.ipynb /Data Augmentation.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": {}, 6 | "source": [ 7 | "# Bring in Stuff" 8 | ] 9 | }, 10 | { 11 | "cell_type": "code", 12 | "execution_count": null, 13 | "metadata": {}, 14 | "outputs": [], 15 | "source": [ 16 | "# Bring in tensorflow \n", 17 | "import tensorflow as tf\n", 18 | "# Bring in opencv\n", 19 | "import cv2\n", 20 | "# Bring in matplotlib\n", 21 | "from matplotlib import pyplot as plt\n", 22 | "# Bring in numpy\n", 23 | "import numpy as np" 24 | ] 25 | }, 26 | { 27 | "cell_type": "code", 28 | "execution_count": null, 29 | "metadata": {}, 30 | "outputs": [], 31 | "source": [ 32 | "img = cv2.imread('./images/potato.jpg')" 33 | ] 34 | }, 35 | { 36 | "cell_type": "markdown", 37 | "metadata": {}, 38 | "source": [ 39 | "# Original Image " 40 | ] 41 | }, 42 | { 43 | "cell_type": "code", 44 | "execution_count": 103, 45 | "metadata": { 46 | "tags": [] 47 | }, 48 | "outputs": [ 49 | { 50 | "data": { 51 | "image/png": "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\n", 52 | "text/plain": [ 53 | "
" 54 | ] 55 | }, 56 | "metadata": { 57 | "needs_background": "light" 58 | }, 59 | "output_type": "display_data" 60 | } 61 | ], 62 | "source": [ 63 | "plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))\n", 64 | "plt.show()" 65 | ] 66 | }, 67 | { 68 | "cell_type": "markdown", 69 | "metadata": {}, 70 | "source": [ 71 | "# Augmented Image" 72 | ] 73 | }, 74 | { 75 | "cell_type": "code", 76 | "execution_count": 113, 77 | "metadata": {}, 78 | "outputs": [], 79 | "source": [ 80 | "aug = tf.image.random_saturation(\n", 81 | " img, \n", 82 | " lower=0.1, \n", 83 | " upper=1)" 84 | ] 85 | }, 86 | { 87 | "cell_type": "code", 88 | "execution_count": 114, 89 | "metadata": {}, 90 | "outputs": [ 91 | { 92 | "data": { 93 | "image/png": "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\n", 94 | "text/plain": [ 95 | "
" 96 | ] 97 | }, 98 | "metadata": { 99 | "needs_background": "light" 100 | }, 101 | "output_type": "display_data" 102 | } 103 | ], 104 | "source": [ 105 | "plt.imshow(cv2.cvtColor(aug.numpy(), cv2.COLOR_BGR2RGB))\n", 106 | "plt.show()" 107 | ] 108 | }, 109 | { 110 | "cell_type": "markdown", 111 | "metadata": {}, 112 | "source": [ 113 | "# Pipeline" 114 | ] 115 | }, 116 | { 117 | "cell_type": "code", 118 | "execution_count": 121, 119 | "metadata": {}, 120 | "outputs": [], 121 | "source": [ 122 | "def aug_flow(img):\n", 123 | " data = []\n", 124 | " for i in range(9):\n", 125 | " img = tf.image.random_brightness(img, max_delta=0.02)\n", 126 | " img = tf.image.random_contrast(img, lower=0.6, upper=1)\n", 127 | " img = tf.image.random_flip_left_right(img)\n", 128 | " img = tf.image.random_jpeg_quality(img, min_jpeg_quality=90, max_jpeg_quality=100)\n", 129 | " img = tf.image.random_saturation(img, lower=0.9,upper=1)\n", 130 | "\n", 131 | " data.append(img)\n", 132 | " return data" 133 | ] 134 | }, 135 | { 136 | "cell_type": "code", 137 | "execution_count": 122, 138 | "metadata": { 139 | "tags": [] 140 | }, 141 | "outputs": [], 142 | "source": [ 143 | "aug_images = aug_flow(img)" 144 | ] 145 | }, 146 | { 147 | "cell_type": "code", 148 | "execution_count": 123, 149 | "metadata": { 150 | "tags": [] 151 | }, 152 | "outputs": [ 153 | { 154 | "data": { 155 | "image/png": "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\n", 156 | "text/plain": [ 157 | "
" 158 | ] 159 | }, 160 | "metadata": { 161 | "needs_background": "light" 162 | }, 163 | "output_type": "display_data" 164 | } 165 | ], 166 | "source": [ 167 | "for idx, aug_img in enumerate(aug_images):\n", 168 | " plt.subplot(3,3,idx+1)\n", 169 | " bgr = cv2.cvtColor(aug_img.numpy(), cv2.COLOR_BGR2RGB)\n", 170 | " plt.imshow(bgr)" 171 | ] 172 | } 173 | ], 174 | "metadata": { 175 | "kernelspec": { 176 | "display_name": "faceid", 177 | "language": "python", 178 | "name": "faceid" 179 | }, 180 | "language_info": { 181 | "codemirror_mode": { 182 | "name": "ipython", 183 | "version": 3 184 | }, 185 | "file_extension": ".py", 186 | "mimetype": "text/x-python", 187 | "name": "python", 188 | "nbconvert_exporter": "python", 189 | "pygments_lexer": "ipython3", 190 | "version": "3.7.3" 191 | } 192 | }, 193 | "nbformat": 4, 194 | "nbformat_minor": 4 195 | } 196 | --------------------------------------------------------------------------------