{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import numpy as np\n", "import tensorflow as tf\n", "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import Dense, Dropout, Flatten, Activation, Conv2D, MaxPooling2D\n", "from keras.preprocessing.image import ImageDataGenerator\n", "from tensorflow.keras.optimizers import RMSprop\n", "from tensorflow.keras.utils import plot_model\n", "import matplotlib.pyplot as plt\n", "import matplotlib.image as mpimg\n", "import keras_tuner as kt\n", "import keras" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Konfiguracja" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "train_data_dir=\"./Trees\"\n", "validation_data_dir=\"./Trees\"\n", "batch_size=16\n", "img_height, img_width = 60,80" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generowanie zdjęć" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 759 images belonging to 3 classes.\n", "Found 187 images belonging to 3 classes.\n" ] } ], "source": [ "train_datagen = ImageDataGenerator(\n", " rescale=1./255, \n", " shear_range=0.2, # view images from various angles\n", " zoom_range=0.2,\n", " horizontal_flip=True, # randomly flip img horizontally\n", " vertical_flip=True, # randomly flip img vertically\n", " validation_split=0.2) # set validation split\n", "\n", "train_generator = train_datagen.flow_from_directory(\n", " train_data_dir,\n", " target_size=(img_height, img_width),\n", " batch_size=batch_size,\n", " class_mode='categorical',\n", " subset='training') # set as training data\n", "\n", "validation_generator = train_datagen.flow_from_directory(\n", " validation_data_dir, # same directory as training data\n", " target_size=(img_height, img_width),\n", " batch_size=batch_size,\n", " class_mode='categorical',\n", " subset='validation')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def plot_image(fname, label, col):\n", " img = mpimg.imread(train_data_dir + '/' + fname)\n", " plt.subplot(1,3,col)\n", " plt.title(label)\n", " plt.imshow(img)\n", " \n", "plt.figure(figsize=(10,5))\n", "cat1_files = ['AS12_7/18.png','AS12_7/103.png','AS12_7/225.png']\n", "for idx, f in enumerate(cat1_files):\n", " plot_image(f, f'Category 1: {idx+1}', idx + 1)\n", "plt.show()\n", "\n", "plt.figure(figsize=(10,5))\n", "cat2_files = ['EA01a/15.png','EA01a/5.png','EA01a/12.png']\n", "for idx, f in enumerate(cat2_files):\n", " plot_image(f, f'Category 2: {idx+1}', idx + 1)\n", "plt.show()\n", "\n", "\n", "plt.figure(figsize=(10,5))\n", "cat3_files = ['EU43_6/135.png','EU43_6/195.png','EU43_6/16.png']\n", "for idx, f in enumerate(cat3_files):\n", " plot_image(f, f'Category 2: {idx+1}', idx + 1)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CNN" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "model = Sequential()\n", "\n", "model.add(Conv2D(32, (3,3), activation='relu', input_shape=(img_height, img_width, 3)))\n", "model.add(MaxPooling2D((2,2)))\n", "\n", "model.add(Conv2D(64, (3,3), activation='relu'))\n", "model.add(MaxPooling2D((2,2)))\n", "\n", "model.add(Conv2D(64, (3,3), activation='relu'))\n", "model.add(MaxPooling2D((2,2)))\n", "\n", "model.add(Flatten())\n", "\n", "model.add(Dense(512, activation='relu'))\n", "model.add(Dense(512, activation='relu'))\n", "\n", "model.add(Dense(3, activation='softmax'))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_model(model, to_file='model1_plot.png', show_shapes=True,show_dtype=True, show_layer_names=True, expand_nested=True,)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"sequential\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "conv2d (Conv2D) (None, 58, 78, 32) 896 \n", "_________________________________________________________________\n", "max_pooling2d (MaxPooling2D) (None, 29, 39, 32) 0 \n", "_________________________________________________________________\n", "conv2d_1 (Conv2D) (None, 27, 37, 64) 18496 \n", "_________________________________________________________________\n", "max_pooling2d_1 (MaxPooling2 (None, 13, 18, 64) 0 \n", "_________________________________________________________________\n", "conv2d_2 (Conv2D) (None, 11, 16, 64) 36928 \n", "_________________________________________________________________\n", "max_pooling2d_2 (MaxPooling2 (None, 5, 8, 64) 0 \n", "_________________________________________________________________\n", "flatten (Flatten) (None, 2560) 0 \n", "_________________________________________________________________\n", "dense (Dense) (None, 512) 1311232 \n", "_________________________________________________________________\n", "dense_1 (Dense) (None, 512) 262656 \n", "_________________________________________________________________\n", "dense_2 (Dense) (None, 3) 1539 \n", "=================================================================\n", "Total params: 1,631,747\n", "Trainable params: 1,631,747\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "None\n" ] } ], "source": [ "print(model.summary())" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "model.compile(optimizer=RMSprop(learning_rate=0.0001),\n", " loss=tf.keras.losses.CategoricalCrossentropy(),\n", " metrics=['accuracy'])" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/16\n", "48/48 [==============================] - 21s 419ms/step - loss: 0.8317 - accuracy: 0.6440 - val_loss: 0.7841 - val_accuracy: 0.8125\n", "Epoch 2/16\n", "48/48 [==============================] - 18s 376ms/step - loss: 0.6134 - accuracy: 0.7810 - val_loss: 0.3542 - val_accuracy: 0.8438\n", "Epoch 3/16\n", "48/48 [==============================] - 18s 377ms/step - loss: 0.4492 - accuracy: 0.8211 - val_loss: 0.2147 - val_accuracy: 0.9531\n", "Epoch 4/16\n", "48/48 [==============================] - 18s 367ms/step - loss: 0.2990 - accuracy: 0.9016 - val_loss: 0.4539 - val_accuracy: 0.8125\n", "Epoch 5/16\n", "48/48 [==============================] - 18s 379ms/step - loss: 0.2767 - accuracy: 0.8925 - val_loss: 0.0954 - val_accuracy: 0.9531\n", "Epoch 6/16\n", "48/48 [==============================] - 17s 364ms/step - loss: 0.2011 - accuracy: 0.9363 - val_loss: 0.1089 - val_accuracy: 0.9688\n", "Epoch 7/16\n", "48/48 [==============================] - 17s 362ms/step - loss: 0.2036 - accuracy: 0.9311 - val_loss: 0.0708 - val_accuracy: 1.0000\n", "Epoch 8/16\n", "48/48 [==============================] - 17s 361ms/step - loss: 0.1124 - accuracy: 0.9751 - val_loss: 0.5785 - val_accuracy: 0.7500\n", "Epoch 9/16\n", "48/48 [==============================] - 17s 360ms/step - loss: 0.1146 - accuracy: 0.9699 - val_loss: 0.0354 - val_accuracy: 1.0000\n", "Epoch 10/16\n", "48/48 [==============================] - 16s 341ms/step - loss: 0.1671 - accuracy: 0.9596 - val_loss: 0.0151 - val_accuracy: 1.0000\n", "Epoch 11/16\n", "48/48 [==============================] - 16s 327ms/step - loss: 0.0743 - accuracy: 0.9792 - val_loss: 0.0216 - val_accuracy: 1.0000\n", "Epoch 12/16\n", "48/48 [==============================] - 16s 332ms/step - loss: 0.0752 - accuracy: 0.9779 - val_loss: 0.0099 - val_accuracy: 1.0000\n", "Epoch 13/16\n", "48/48 [==============================] - 16s 328ms/step - loss: 0.1131 - accuracy: 0.9679 - val_loss: 0.0610 - val_accuracy: 0.9844\n", "Epoch 14/16\n", "48/48 [==============================] - 15s 318ms/step - loss: 0.1129 - accuracy: 0.9591 - val_loss: 0.0253 - val_accuracy: 1.0000\n", "Epoch 15/16\n", "48/48 [==============================] - 16s 329ms/step - loss: 0.0445 - accuracy: 0.9877 - val_loss: 0.0213 - val_accuracy: 1.0000\n", "Epoch 16/16\n", "48/48 [==============================] - 17s 346ms/step - loss: 0.0665 - accuracy: 0.9746 - val_loss: 0.0353 - val_accuracy: 0.9844\n" ] } ], "source": [ "history = model.fit(train_generator, epochs=16, verbose=1,\n", " validation_data = validation_generator, validation_steps = 4)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(history.history['accuracy'], label='accuracy')\n", "plt.plot(history.history['val_accuracy'], label = 'val_accuracy')\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Accuracy')\n", "plt.ylim([0.5, 1])\n", "plt.legend(loc='lower right')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CNN + hyperparameter tuning" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "def build_model(hp):\n", " inputs = keras.Input(shape=(img_height, img_width, 3))\n", " x = inputs\n", " for i in range(hp.Int(\"cnn_layers\", 1, 3)):\n", " x = Conv2D(\n", " hp.Int(f\"filters_{i}\", 32, 128, step=32),\n", " kernel_size=(3, 3),\n", " activation=\"relu\",\n", " )(x)\n", " x = MaxPooling2D(pool_size=(2, 2))(x)\n", " x = Flatten()(x)\n", "\n", " # A hyperparamter for whether to use dropout layer.\n", " if hp.Boolean(\"dropout\"):\n", " x = Dropout(0.5)(x)\n", "\n", " outputs = Dense(units=3, activation=\"softmax\")(x)\n", " model = keras.Model(inputs=inputs, outputs=outputs)\n", "\n", " # Compile the model.\n", " model.compile(\n", " optimizer=RMSprop(learning_rate=0.0001),\n", " loss=tf.keras.losses.CategoricalCrossentropy(),\n", " metrics=['accuracy'],\n", " )\n", " return model\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "hp = kt.HyperParameters()\n", "model = build_model(hp)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_model(model, to_file='model2_plot.png', show_shapes=True,show_dtype=True, show_layer_names=True, expand_nested=True,)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/16\n", "48/48 [==============================] - 17s 342ms/step - loss: 0.7536 - accuracy: 0.6303 - val_loss: 0.5446 - val_accuracy: 0.9375\n", "Epoch 2/16\n", "48/48 [==============================] - 18s 369ms/step - loss: 0.4898 - accuracy: 0.8538 - val_loss: 0.3223 - val_accuracy: 0.9531\n", "Epoch 3/16\n", "48/48 [==============================] - 17s 362ms/step - loss: 0.3330 - accuracy: 0.8921 - val_loss: 0.1827 - val_accuracy: 0.9844\n", "Epoch 4/16\n", "48/48 [==============================] - 18s 380ms/step - loss: 0.2685 - accuracy: 0.9094 - val_loss: 0.2703 - val_accuracy: 0.9844\n", "Epoch 5/16\n", "48/48 [==============================] - 19s 403ms/step - loss: 0.2051 - accuracy: 0.9460 - val_loss: 0.2149 - val_accuracy: 0.9844\n", "Epoch 6/16\n", "48/48 [==============================] - 19s 403ms/step - loss: 0.1838 - accuracy: 0.9561 - val_loss: 0.1424 - val_accuracy: 0.9531\n", "Epoch 7/16\n", "48/48 [==============================] - 19s 394ms/step - loss: 0.1609 - accuracy: 0.9720 - val_loss: 0.1484 - val_accuracy: 0.9688\n", "Epoch 8/16\n", "48/48 [==============================] - 19s 404ms/step - loss: 0.1325 - accuracy: 0.9680 - val_loss: 0.0957 - val_accuracy: 0.9844\n", "Epoch 9/16\n", "48/48 [==============================] - 19s 406ms/step - loss: 0.1129 - accuracy: 0.9808 - val_loss: 0.1412 - val_accuracy: 0.9844\n", "Epoch 10/16\n", "48/48 [==============================] - 19s 401ms/step - loss: 0.1178 - accuracy: 0.9695 - val_loss: 0.0513 - val_accuracy: 1.0000\n", "Epoch 11/16\n", "48/48 [==============================] - 20s 408ms/step - loss: 0.0963 - accuracy: 0.9795 - val_loss: 0.0421 - val_accuracy: 1.0000\n", "Epoch 12/16\n", "48/48 [==============================] - 18s 387ms/step - loss: 0.0932 - accuracy: 0.9893 - val_loss: 0.0515 - val_accuracy: 1.0000\n", "Epoch 13/16\n", "48/48 [==============================] - 20s 416ms/step - loss: 0.0915 - accuracy: 0.9801 - val_loss: 0.1114 - val_accuracy: 0.9844\n", "Epoch 14/16\n", "48/48 [==============================] - 17s 356ms/step - loss: 0.0663 - accuracy: 0.9935 - val_loss: 0.0428 - val_accuracy: 1.0000\n", "Epoch 15/16\n", "48/48 [==============================] - 17s 360ms/step - loss: 0.0889 - accuracy: 0.9767 - val_loss: 0.0825 - val_accuracy: 0.9844\n", "Epoch 16/16\n", "48/48 [==============================] - 17s 347ms/step - loss: 0.0807 - accuracy: 0.9835 - val_loss: 0.0292 - val_accuracy: 1.0000\n" ] } ], "source": [ "history = model.fit(train_generator, verbose=1, epochs=16,\n", " validation_data = validation_generator, validation_steps = 4)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(history.history['accuracy'], label='accuracy')\n", "plt.plot(history.history['val_accuracy'], label = 'val_accuracy')\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Accuracy')\n", "plt.ylim([0.5, 1])\n", "plt.legend(loc='lower right')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# MLP" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "model = Sequential()\n", "model.add(Flatten(input_shape=(img_height, img_width, 3), name=\"Input_layer\"))\n", "model.add(Dense(350, activation='relu'))\n", "model.add(Dense(50, activation='relu'))\n", "model.add(Dense(3, activation='softmax'))" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_model(model, to_file='model3_plot.png', show_shapes=True,show_dtype=True, show_layer_names=True, expand_nested=True,)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "model.compile(\n", " optimizer=RMSprop(learning_rate=0.0001),\n", " loss=tf.keras.losses.CategoricalCrossentropy(),\n", " metrics=['accuracy'],\n", " )" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/16\n", "48/48 [==============================] - 19s 388ms/step - loss: 1.2904 - accuracy: 0.5216 - val_loss: 0.6917 - val_accuracy: 0.6562\n", "Epoch 2/16\n", "48/48 [==============================] - 19s 404ms/step - loss: 0.6465 - accuracy: 0.7112 - val_loss: 0.7890 - val_accuracy: 0.6719\n", "Epoch 3/16\n", "48/48 [==============================] - 18s 383ms/step - loss: 0.5448 - accuracy: 0.7737 - val_loss: 0.4680 - val_accuracy: 0.8594\n", "Epoch 4/16\n", "48/48 [==============================] - 18s 368ms/step - loss: 0.4313 - accuracy: 0.8452 - val_loss: 0.5577 - val_accuracy: 0.7500\n", "Epoch 5/16\n", "48/48 [==============================] - 24s 501ms/step - loss: 0.4464 - accuracy: 0.8121 - val_loss: 0.2900 - val_accuracy: 0.7969\n", "Epoch 6/16\n", "48/48 [==============================] - 21s 438ms/step - loss: 0.3362 - accuracy: 0.8622 - val_loss: 0.2690 - val_accuracy: 0.7969\n", "Epoch 7/16\n", "48/48 [==============================] - 20s 426ms/step - loss: 0.3143 - accuracy: 0.8954 - val_loss: 0.3525 - val_accuracy: 0.8438\n", "Epoch 8/16\n", "48/48 [==============================] - 20s 426ms/step - loss: 0.2822 - accuracy: 0.9002 - val_loss: 0.2506 - val_accuracy: 0.9688\n", "Epoch 9/16\n", "48/48 [==============================] - 19s 398ms/step - loss: 0.2282 - accuracy: 0.9134 - val_loss: 0.3262 - val_accuracy: 0.9219\n", "Epoch 10/16\n", "48/48 [==============================] - 20s 409ms/step - loss: 0.1698 - accuracy: 0.9452 - val_loss: 0.3116 - val_accuracy: 0.9375\n", "Epoch 11/16\n", "48/48 [==============================] - 20s 409ms/step - loss: 0.2168 - accuracy: 0.9184 - val_loss: 0.2565 - val_accuracy: 0.9062\n", "Epoch 12/16\n", "48/48 [==============================] - 20s 409ms/step - loss: 0.2145 - accuracy: 0.9224 - val_loss: 0.1434 - val_accuracy: 1.0000\n", "Epoch 13/16\n", "48/48 [==============================] - 20s 425ms/step - loss: 0.2573 - accuracy: 0.9295 - val_loss: 0.1047 - val_accuracy: 0.9688\n", "Epoch 14/16\n", "48/48 [==============================] - 19s 405ms/step - loss: 0.1623 - accuracy: 0.9460 - val_loss: 0.1506 - val_accuracy: 0.9844\n", "Epoch 15/16\n", "48/48 [==============================] - 19s 395ms/step - loss: 0.1781 - accuracy: 0.9512 - val_loss: 0.0769 - val_accuracy: 0.9844\n", "Epoch 16/16\n", "48/48 [==============================] - 18s 383ms/step - loss: 0.2260 - accuracy: 0.9164 - val_loss: 0.2339 - val_accuracy: 0.9844\n" ] } ], "source": [ "history = model.fit(train_generator, verbose=1, epochs=16,\n", " validation_data = validation_generator, validation_steps = 4)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(history.history['accuracy'], label='accuracy')\n", "plt.plot(history.history['val_accuracy'], label = 'val_accuracy')\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Accuracy')\n", "plt.ylim([0.5, 1])\n", "plt.legend(loc='lower right')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 5 }