├── README.md └── DogBreed_BinaryClassification.ipynb /README.md: -------------------------------------------------------------------------------- 1 | # KaggleDogBreedChallenge 2 | Binary Problem of Golden Retrievers vs. Shetland Sheepdogs 3 | -------------------------------------------------------------------------------- /DogBreed_BinaryClassification.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "code", 5 | "execution_count": 1, 6 | "metadata": {}, 7 | "outputs": [], 8 | "source": [ 9 | "# Golden Retrievers vs. Shetland Sheepdogs" 10 | ] 11 | }, 12 | { 13 | "cell_type": "code", 14 | "execution_count": 16, 15 | "metadata": {}, 16 | "outputs": [ 17 | { 18 | "name": "stdout", 19 | "output_type": "stream", 20 | "text": [ 21 | "Average Height: 388.34\n", 22 | "Max Height: 914\n", 23 | "Min Height: 150\n", 24 | "\n", 25 | "\n", 26 | "Average Width: 459.12\n", 27 | "Max Width: 800\n", 28 | "Min Width: 200\n" 29 | ] 30 | } 31 | ], 32 | "source": [ 33 | "from PIL import Image\n", 34 | "import numpy as np\n", 35 | "import os\n", 36 | "from random import shuffle\n", 37 | "import matplotlib.pyplot as plt\n", 38 | "\n", 39 | "DIR = './train'\n", 40 | "\n", 41 | "# Want to know how we should format the height x width image data dimensions\n", 42 | "# for inputting to a keras model\n", 43 | "def get_size_statistics():\n", 44 | " heights = []\n", 45 | " widths = []\n", 46 | " img_count = 0\n", 47 | " for img in os.listdir(DIR):\n", 48 | " path = os.path.join(DIR, img)\n", 49 | " if \"DS_Store\" not in path:\n", 50 | " data = np.array(Image.open(path))\n", 51 | " heights.append(data.shape[0])\n", 52 | " widths.append(data.shape[1])\n", 53 | " img_count += 1\n", 54 | " avg_height = sum(heights) / len(heights)\n", 55 | " avg_width = sum(widths) / len(widths)\n", 56 | " print(\"Average Height: \" + str(avg_height))\n", 57 | " print(\"Max Height: \" + str(max(heights)))\n", 58 | " print(\"Min Height: \" + str(min(heights)))\n", 59 | " print('\\n')\n", 60 | " print(\"Average Width: \" + str(avg_width))\n", 61 | " print(\"Max Width: \" + str(max(widths)))\n", 62 | " print(\"Min Width: \" + str(min(widths)))\n", 63 | "\n", 64 | "get_size_statistics() " 65 | ] 66 | }, 67 | { 68 | "cell_type": "code", 69 | "execution_count": 17, 70 | "metadata": {}, 71 | "outputs": [], 72 | "source": [ 73 | "def label_img(name):\n", 74 | " word_label = name.split('-')[0]\n", 75 | " if word_label == 'golden_retriever': return np.array([1, 0])\n", 76 | " elif word_label == 'shetland_sheepdog' : return np.array([0, 1])" 77 | ] 78 | }, 79 | { 80 | "cell_type": "code", 81 | "execution_count": 18, 82 | "metadata": {}, 83 | "outputs": [], 84 | "source": [ 85 | "IMG_SIZE = 300\n", 86 | "\n", 87 | "def load_training_data():\n", 88 | " train_data = []\n", 89 | " for img in os.listdir(DIR):\n", 90 | " label = label_img(img)\n", 91 | " path = os.path.join(DIR, img)\n", 92 | " if \"DS_Store\" not in path:\n", 93 | " img = Image.open(path)\n", 94 | " img = img.convert('L')\n", 95 | " img = img.resize((IMG_SIZE, IMG_SIZE), Image.ANTIALIAS)\n", 96 | " train_data.append([np.array(img), label])\n", 97 | " \n", 98 | " shuffle(train_data)\n", 99 | " return train_data" 100 | ] 101 | }, 102 | { 103 | "cell_type": "code", 104 | "execution_count": 19, 105 | "metadata": {}, 106 | "outputs": [ 107 | { 108 | "data": { 109 | "text/plain": [ 110 | "" 111 | ] 112 | }, 113 | "execution_count": 19, 114 | "metadata": {}, 115 | "output_type": "execute_result" 116 | }, 117 | { 118 | "data": { 119 | "image/png": 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\n", 120 | "text/plain": [ 121 | "" 122 | ] 123 | }, 124 | "metadata": {}, 125 | "output_type": "display_data" 126 | } 127 | ], 128 | "source": [ 129 | "train_data = load_training_data()\n", 130 | "plt.imshow(train_data[43][0], cmap = 'gist_gray')" 131 | ] 132 | }, 133 | { 134 | "cell_type": "code", 135 | "execution_count": 20, 136 | "metadata": {}, 137 | "outputs": [], 138 | "source": [ 139 | "trainImages = np.array([i[0] for i in train_data]).reshape(-1, IMG_SIZE, IMG_SIZE, 1)\n", 140 | "trainLabels = np.array([i[1] for i in train_data])" 141 | ] 142 | }, 143 | { 144 | "cell_type": "code", 145 | "execution_count": 21, 146 | "metadata": {}, 147 | "outputs": [], 148 | "source": [ 149 | "import keras\n", 150 | "from keras.models import Sequential\n", 151 | "from keras.layers import Dense, Dropout, Flatten\n", 152 | "from keras.layers import Conv2D, MaxPooling2D\n", 153 | "from keras.layers. normalization import BatchNormalization\n", 154 | "import numpy as np " 155 | ] 156 | }, 157 | { 158 | "cell_type": "code", 159 | "execution_count": 25, 160 | "metadata": {}, 161 | "outputs": [], 162 | "source": [ 163 | "model = Sequential()\n", 164 | "model.add(Conv2D(32, kernel_size = (3, 3), activation='relu', input_shape=(IMG_SIZE, IMG_SIZE, 1)))\n", 165 | "model.add(MaxPooling2D(pool_size=(2,2)))\n", 166 | "model.add(BatchNormalization())\n", 167 | "model.add(Conv2D(64, kernel_size=(3,3), activation='relu'))\n", 168 | "model.add(MaxPooling2D(pool_size=(2,2)))\n", 169 | "model.add(BatchNormalization())\n", 170 | "model.add(Conv2D(96, kernel_size=(3,3), activation='relu'))\n", 171 | "model.add(MaxPooling2D(pool_size=(2,2)))\n", 172 | "model.add(BatchNormalization())\n", 173 | "model.add(Conv2D(96, kernel_size=(3,3), activation='relu'))\n", 174 | "model.add(MaxPooling2D(pool_size=(2,2)))\n", 175 | "model.add(BatchNormalization())\n", 176 | "model.add(Conv2D(64, kernel_size=(3,3), activation='relu'))\n", 177 | "model.add(MaxPooling2D(pool_size=(2,2)))\n", 178 | "model.add(BatchNormalization())\n", 179 | "model.add(Dropout(0.2))\n", 180 | "model.add(Flatten())\n", 181 | "model.add(Dense(256, activation='relu'))\n", 182 | "model.add(Dropout(0.2))\n", 183 | "model.add(Dense(128, activation='relu'))\n", 184 | "#model.add(Dropout(0.3))\n", 185 | "model.add(Dense(2, activation = 'softmax'))" 186 | ] 187 | }, 188 | { 189 | "cell_type": "code", 190 | "execution_count": 26, 191 | "metadata": {}, 192 | "outputs": [], 193 | "source": [ 194 | "model.compile(loss='binary_crossentropy', optimizer='adam', metrics = ['accuracy'])" 195 | ] 196 | }, 197 | { 198 | "cell_type": "code", 199 | "execution_count": 33, 200 | "metadata": {}, 201 | "outputs": [ 202 | { 203 | "name": "stdout", 204 | "output_type": "stream", 205 | "text": [ 206 | "Epoch 1/5\n", 207 | "100/100 [==============================] - 12s 123ms/step - loss: 0.0055 - acc: 1.0000\n", 208 | "Epoch 2/5\n", 209 | "100/100 [==============================] - 12s 124ms/step - loss: 5.9720e-04 - acc: 1.0000\n", 210 | "Epoch 3/5\n", 211 | "100/100 [==============================] - 13s 126ms/step - loss: 6.4974e-04 - acc: 1.0000\n", 212 | "Epoch 4/5\n", 213 | "100/100 [==============================] - 12s 123ms/step - loss: 0.0022 - acc: 1.0000\n", 214 | "Epoch 5/5\n", 215 | "100/100 [==============================] - 13s 129ms/step - loss: 7.0706e-04 - acc: 1.0000\n" 216 | ] 217 | }, 218 | { 219 | "data": { 220 | "text/plain": [ 221 | "" 222 | ] 223 | }, 224 | "execution_count": 33, 225 | "metadata": {}, 226 | "output_type": "execute_result" 227 | } 228 | ], 229 | "source": [ 230 | "model.fit(trainImages, trainLabels, batch_size = 50, epochs = 5, verbose = 1)" 231 | ] 232 | }, 233 | { 234 | "cell_type": "code", 235 | "execution_count": 34, 236 | "metadata": {}, 237 | "outputs": [ 238 | { 239 | "data": { 240 | "text/plain": [ 241 | "" 242 | ] 243 | }, 244 | "execution_count": 34, 245 | "metadata": {}, 246 | "output_type": "execute_result" 247 | }, 248 | { 249 | "data": { 250 | "image/png": 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\n", 251 | "text/plain": [ 252 | "" 253 | ] 254 | }, 255 | "metadata": {}, 256 | "output_type": "display_data" 257 | } 258 | ], 259 | "source": [ 260 | "# Test on Test Set\n", 261 | "TEST_DIR = './test'\n", 262 | "def load_test_data():\n", 263 | " test_data = []\n", 264 | " for img in os.listdir(TEST_DIR):\n", 265 | " label = label_img(img)\n", 266 | " path = os.path.join(TEST_DIR, img)\n", 267 | " if \"DS_Store\" not in path:\n", 268 | " img = Image.open(path)\n", 269 | " img = img.convert('L')\n", 270 | " img = img.resize((IMG_SIZE, IMG_SIZE), Image.ANTIALIAS)\n", 271 | " test_data.append([np.array(img), label])\n", 272 | " shuffle(test_data)\n", 273 | " return test_data\n", 274 | "\n", 275 | "\n", 276 | "test_data = load_test_data() \n", 277 | "plt.imshow(test_data[10][0], cmap = 'gist_gray')" 278 | ] 279 | }, 280 | { 281 | "cell_type": "code", 282 | "execution_count": 35, 283 | "metadata": {}, 284 | "outputs": [ 285 | { 286 | "name": "stdout", 287 | "output_type": "stream", 288 | "text": [ 289 | "74.4186052056246\n" 290 | ] 291 | } 292 | ], 293 | "source": [ 294 | "testImages = np.array([i[0] for i in test_data]).reshape(-1, IMG_SIZE, IMG_SIZE, 1)\n", 295 | "testLabels = np.array([i[1] for i in test_data])\n", 296 | "\n", 297 | "loss, acc = model.evaluate(testImages, testLabels, verbose = 0)\n", 298 | "print(acc * 100)" 299 | ] 300 | }, 301 | { 302 | "cell_type": "code", 303 | "execution_count": null, 304 | "metadata": {}, 305 | "outputs": [], 306 | "source": [] 307 | } 308 | ], 309 | "metadata": { 310 | "kernelspec": { 311 | "display_name": "Python 3", 312 | "language": "python", 313 | "name": "python3" 314 | }, 315 | "language_info": { 316 | "codemirror_mode": { 317 | "name": "ipython", 318 | "version": 3 319 | }, 320 | "file_extension": ".py", 321 | "mimetype": "text/x-python", 322 | "name": "python", 323 | "nbconvert_exporter": "python", 324 | "pygments_lexer": "ipython3", 325 | "version": "3.6.4" 326 | } 327 | }, 328 | "nbformat": 4, 329 | "nbformat_minor": 2 330 | } 331 | --------------------------------------------------------------------------------