├── Fire and Smoke - Youtube.ipynb └── README.md /Fire and Smoke - Youtube.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "code", 5 | "execution_count": 1, 6 | "metadata": {}, 7 | "outputs": [], 8 | "source": [ 9 | "#! pip install tensorflow==2.2 #>2.0" 10 | ] 11 | }, 12 | { 13 | "cell_type": "code", 14 | "execution_count": 2, 15 | "metadata": {}, 16 | "outputs": [], 17 | "source": [ 18 | "import tensorflow as tf\n", 19 | "from tensorflow.keras.preprocessing.image import ImageDataGenerator" 20 | ] 21 | }, 22 | { 23 | "cell_type": "code", 24 | "execution_count": 3, 25 | "metadata": {}, 26 | "outputs": [ 27 | { 28 | "data": { 29 | "text/plain": [ 30 | "'2.2.0'" 31 | ] 32 | }, 33 | "execution_count": 3, 34 | "metadata": {}, 35 | "output_type": "execute_result" 36 | } 37 | ], 38 | "source": [ 39 | "tf.__version__" 40 | ] 41 | }, 42 | { 43 | "cell_type": "code", 44 | "execution_count": 4, 45 | "metadata": {}, 46 | "outputs": [ 47 | { 48 | "name": "stdout", 49 | "output_type": "stream", 50 | "text": [ 51 | "WARNING:tensorflow:From :2: is_gpu_available (from tensorflow.python.framework.test_util) is deprecated and will be removed in a future version.\n", 52 | "Instructions for updating:\n", 53 | "Use `tf.config.list_physical_devices('GPU')` instead.\n" 54 | ] 55 | }, 56 | { 57 | "data": { 58 | "text/plain": [ 59 | "True" 60 | ] 61 | }, 62 | "execution_count": 4, 63 | "metadata": {}, 64 | "output_type": "execute_result" 65 | } 66 | ], 67 | "source": [ 68 | "# Checking if i have GPU Enabled\n", 69 | "tf.test.is_gpu_available()" 70 | ] 71 | }, 72 | { 73 | "cell_type": "markdown", 74 | "metadata": {}, 75 | "source": [ 76 | "# Data Augumentation - Creating more data from existing data" 77 | ] 78 | }, 79 | { 80 | "cell_type": "code", 81 | "execution_count": null, 82 | "metadata": {}, 83 | "outputs": [], 84 | "source": [] 85 | }, 86 | { 87 | "cell_type": "code", 88 | "execution_count": 5, 89 | "metadata": {}, 90 | "outputs": [], 91 | "source": [ 92 | "# 2 very important preprocessing is Resizing and Rescaling" 93 | ] 94 | }, 95 | { 96 | "cell_type": "code", 97 | "execution_count": 6, 98 | "metadata": {}, 99 | "outputs": [], 100 | "source": [ 101 | "batch_size=16\n", 102 | "\n", 103 | "training_datagenarator= ImageDataGenerator(rescale=1./255,horizontal_flip=True,\n", 104 | " vertical_flip=True,shear_range=0.2,\n", 105 | " zoom_range=0.2,width_shift_range=0.2,\n", 106 | " height_shift_range=0.2,validation_split=0.1)" 107 | ] 108 | }, 109 | { 110 | "cell_type": "code", 111 | "execution_count": 7, 112 | "metadata": {}, 113 | "outputs": [], 114 | "source": [ 115 | "# dividing the data into training and validation" 116 | ] 117 | }, 118 | { 119 | "cell_type": "code", 120 | "execution_count": 8, 121 | "metadata": {}, 122 | "outputs": [ 123 | { 124 | "name": "stdout", 125 | "output_type": "stream", 126 | "text": [ 127 | "Found 12360 images belonging to 2 classes.\n", 128 | "Found 1373 images belonging to 2 classes.\n" 129 | ] 130 | } 131 | ], 132 | "source": [ 133 | "train=training_datagenarator.flow_from_directory('D:\\Datasets\\Fire and Smoke\\Training Data',\n", 134 | " target_size=(224, 224),color_mode='rgb',\n", 135 | " class_mode='binary', batch_size=batch_size,subset='training')\n", 136 | "\n", 137 | "validation=training_datagenarator.flow_from_directory('D:\\Datasets\\Fire and Smoke\\Training Data',\n", 138 | " target_size=(224, 224),color_mode='rgb',\n", 139 | " class_mode='binary', batch_size=batch_size,subset='validation')" 140 | ] 141 | }, 142 | { 143 | "cell_type": "code", 144 | "execution_count": null, 145 | "metadata": {}, 146 | "outputs": [], 147 | "source": [] 148 | }, 149 | { 150 | "cell_type": "markdown", 151 | "metadata": {}, 152 | "source": [ 153 | "# Now its time to make our CNN " 154 | ] 155 | }, 156 | { 157 | "cell_type": "code", 158 | "execution_count": 9, 159 | "metadata": {}, 160 | "outputs": [], 161 | "source": [ 162 | "# Initializing CNN\n", 163 | "cnn=tf.keras.models.Sequential()\n", 164 | "\n", 165 | "# adding first layer\n", 166 | "cnn.add(tf.keras.layers.Conv2D(filters=32,kernel_size=3,padding='same',activation='relu',input_shape=[224,224,3]))\n", 167 | "cnn.add(tf.keras.layers.MaxPool2D(pool_size=2))\n", 168 | "\n", 169 | "# adding second layer\n", 170 | "cnn.add(tf.keras.layers.Conv2D(filters=64,kernel_size=3,padding='same',activation='relu'))\n", 171 | "cnn.add(tf.keras.layers.MaxPool2D(pool_size=2))\n", 172 | "\n", 173 | "# adding third layer\n", 174 | "cnn.add(tf.keras.layers.Conv2D(filters=256,kernel_size=3,padding='same',activation='relu'))\n", 175 | "cnn.add(tf.keras.layers.MaxPool2D(pool_size=2))\n", 176 | "\n", 177 | "# Flattening\n", 178 | "cnn.add(tf.keras.layers.Flatten())\n", 179 | "\n", 180 | "# Fully connected layer\n", 181 | "cnn.add(tf.keras.layers.Dense(units=128,activation='relu'))\n", 182 | "\n", 183 | "# Output layers\n", 184 | "cnn.add(tf.keras.layers.Dense(units=1,activation='sigmoid'))" 185 | ] 186 | }, 187 | { 188 | "cell_type": "code", 189 | "execution_count": 10, 190 | "metadata": {}, 191 | "outputs": [ 192 | { 193 | "name": "stdout", 194 | "output_type": "stream", 195 | "text": [ 196 | "Model: \"sequential\"\n", 197 | "_________________________________________________________________\n", 198 | "Layer (type) Output Shape Param # \n", 199 | "=================================================================\n", 200 | "conv2d (Conv2D) (None, 256, 256, 32) 896 \n", 201 | "_________________________________________________________________\n", 202 | "max_pooling2d (MaxPooling2D) (None, 128, 128, 32) 0 \n", 203 | "_________________________________________________________________\n", 204 | "conv2d_1 (Conv2D) (None, 128, 128, 64) 18496 \n", 205 | "_________________________________________________________________\n", 206 | "max_pooling2d_1 (MaxPooling2 (None, 64, 64, 64) 0 \n", 207 | "_________________________________________________________________\n", 208 | "conv2d_2 (Conv2D) (None, 64, 64, 256) 147712 \n", 209 | "_________________________________________________________________\n", 210 | "max_pooling2d_2 (MaxPooling2 (None, 32, 32, 256) 0 \n", 211 | "_________________________________________________________________\n", 212 | "flatten (Flatten) (None, 262144) 0 \n", 213 | "_________________________________________________________________\n", 214 | "dense (Dense) (None, 128) 33554560 \n", 215 | "_________________________________________________________________\n", 216 | "dense_1 (Dense) (None, 1) 129 \n", 217 | "=================================================================\n", 218 | "Total params: 33,721,793\n", 219 | "Trainable params: 33,721,793\n", 220 | "Non-trainable params: 0\n", 221 | "_________________________________________________________________\n" 222 | ] 223 | } 224 | ], 225 | "source": [ 226 | "cnn.summary()" 227 | ] 228 | }, 229 | { 230 | "cell_type": "markdown", 231 | "metadata": {}, 232 | "source": [ 233 | "# Time to Train our CNN Model \n", 234 | "### Compile and Train" 235 | ] 236 | }, 237 | { 238 | "cell_type": "code", 239 | "execution_count": 15, 240 | "metadata": {}, 241 | "outputs": [], 242 | "source": [ 243 | "checkpoint=tf.keras.callbacks.ModelCheckpoint('D:\\Datasets\\Fire and Smoke\\models\\fire_and_smoke_model.h5',\n", 244 | " monitor='val_loss',mode=\"min\",\n", 245 | " save_best_only=True)\n", 246 | "callbacks=checkpoint" 247 | ] 248 | }, 249 | { 250 | "cell_type": "code", 251 | "execution_count": 14, 252 | "metadata": {}, 253 | "outputs": [ 254 | { 255 | "name": "stdout", 256 | "output_type": "stream", 257 | "text": [ 258 | "772/772 [==============================] - 839s 1s/step - loss: 0.0704 - accuracy: 0.9852 - val_loss: 0.0270 - val_accuracy: 0.9868\n" 259 | ] 260 | }, 261 | { 262 | "data": { 263 | "text/plain": [ 264 | "" 265 | ] 266 | }, 267 | "execution_count": 14, 268 | "metadata": {}, 269 | "output_type": "execute_result" 270 | } 271 | ], 272 | "source": [ 273 | "cnn.compile(optimizer='Adam',loss='binary_crossentropy',metrics=['accuracy'])\n", 274 | "\n", 275 | "cnn.fit_generator(train,validation_data=validation,epochs=1,\n", 276 | " steps_per_epoch=train.samples//batch_size,\n", 277 | " validation_steps=validation.samples//batch_size,\n", 278 | " callbacks=callbacks \n", 279 | " )" 280 | ] 281 | }, 282 | { 283 | "cell_type": "code", 284 | "execution_count": null, 285 | "metadata": {}, 286 | "outputs": [], 287 | "source": [] 288 | }, 289 | { 290 | "cell_type": "markdown", 291 | "metadata": {}, 292 | "source": [ 293 | "# Lets Test It" 294 | ] 295 | }, 296 | { 297 | "cell_type": "code", 298 | "execution_count": 18, 299 | "metadata": {}, 300 | "outputs": [], 301 | "source": [ 302 | "from tensorflow.keras.models import load_model\n", 303 | "cnn=load_model('D:\\Datasets\\Fire and Smoke\\models\\Fire_and_Smoke_model.h5')" 304 | ] 305 | }, 306 | { 307 | "cell_type": "code", 308 | "execution_count": 19, 309 | "metadata": {}, 310 | "outputs": [ 311 | { 312 | "name": "stdout", 313 | "output_type": "stream", 314 | "text": [ 315 | "Model: \"sequential_1\"\n", 316 | "_________________________________________________________________\n", 317 | "Layer (type) Output Shape Param # \n", 318 | "=================================================================\n", 319 | "conv2d_3 (Conv2D) (None, 224, 224, 32) 896 \n", 320 | "_________________________________________________________________\n", 321 | "max_pooling2d_2 (MaxPooling2 (None, 112, 112, 32) 0 \n", 322 | "_________________________________________________________________\n", 323 | "conv2d_4 (Conv2D) (None, 112, 112, 32) 9248 \n", 324 | "_________________________________________________________________\n", 325 | "max_pooling2d_3 (MaxPooling2 (None, 56, 56, 32) 0 \n", 326 | "_________________________________________________________________\n", 327 | "flatten_1 (Flatten) (None, 100352) 0 \n", 328 | "_________________________________________________________________\n", 329 | "dense_2 (Dense) (None, 128) 12845184 \n", 330 | "_________________________________________________________________\n", 331 | "dense_3 (Dense) (None, 1) 129 \n", 332 | "=================================================================\n", 333 | "Total params: 12,855,457\n", 334 | "Trainable params: 12,855,457\n", 335 | "Non-trainable params: 0\n", 336 | "_________________________________________________________________\n" 337 | ] 338 | } 339 | ], 340 | "source": [ 341 | "cnn.summary()" 342 | ] 343 | }, 344 | { 345 | "cell_type": "code", 346 | "execution_count": 88, 347 | "metadata": {}, 348 | "outputs": [], 349 | "source": [ 350 | "from tensorflow.keras.preprocessing import image\n", 351 | "import numpy as np\n", 352 | "import matplotlib.pyplot as plt\n", 353 | "import PIL" 354 | ] 355 | }, 356 | { 357 | "cell_type": "code", 358 | "execution_count": 101, 359 | "metadata": {}, 360 | "outputs": [], 361 | "source": [ 362 | "image_for_testing=r'D:\\Datasets\\Fire and Smoke\\Training Data\\Fire\\14.jpg'" 363 | ] 364 | }, 365 | { 366 | "cell_type": "code", 367 | "execution_count": 102, 368 | "metadata": {}, 369 | "outputs": [ 370 | { 371 | "data": { 372 | "image/png": "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\n", 373 | "text/plain": [ 374 | "
" 375 | ] 376 | }, 377 | "metadata": { 378 | "needs_background": "light" 379 | }, 380 | "output_type": "display_data" 381 | } 382 | ], 383 | "source": [ 384 | "test_image=image.load_img(image_for_testing,target_size=(224,224))\n", 385 | "test_image=image.img_to_array(test_image)\n", 386 | "test_image=test_image/255\n", 387 | "test_image=np.expand_dims(test_image,axis=0)\n", 388 | "result=cnn.predict_classes(test_image)\n", 389 | "\n", 390 | "Catagories=['Fire','Smoke']\n", 391 | "\n", 392 | "image_show=PIL.Image.open(image_for_testing)\n", 393 | "plt.imshow(image_show)\n", 394 | "\n", 395 | "plt.title(Catagories[int(result[0][0])])\n", 396 | "plt.show()" 397 | ] 398 | }, 399 | { 400 | "cell_type": "code", 401 | "execution_count": 57, 402 | "metadata": {}, 403 | "outputs": [], 404 | "source": [] 405 | }, 406 | { 407 | "cell_type": "code", 408 | "execution_count": 59, 409 | "metadata": {}, 410 | "outputs": [], 411 | "source": [] 412 | }, 413 | { 414 | "cell_type": "code", 415 | "execution_count": 61, 416 | "metadata": {}, 417 | "outputs": [], 418 | "source": [] 419 | }, 420 | { 421 | "cell_type": "code", 422 | "execution_count": null, 423 | "metadata": {}, 424 | "outputs": [], 425 | "source": [] 426 | } 427 | ], 428 | "metadata": { 429 | "kernelspec": { 430 | "display_name": "Python 3", 431 | "language": "python", 432 | "name": "python3" 433 | } 434 | }, 435 | "nbformat": 4, 436 | "nbformat_minor": 4 437 | } 438 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | Dataset Link:- https://www.kaggle.com/kutaykutlu/forest-fire 2 | 3 | Pre-trained model link:- https://drive.google.com/file/d/1hZ6yHonwey4Tcaqm0dxRnS2xyKfH6FJ_/view 4 | 5 | Tutorial Link:- https://youtu.be/mrUQlsZlO50 6 | --------------------------------------------------------------------------------