LittleVGG - Simpsons.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LittleVGG \n",
    "- We're going to be training this on the simpsons character dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 19548 images belonging to 20 classes.\n",
      "Found 990 images belonging to 20 classes.\n"
     ]
    }
   ],
   "source": [
    "from __future__ import print_function\n",
    "import keras\n",
    "from keras.preprocessing.image import ImageDataGenerator\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense, Dropout, Activation, Flatten, BatchNormalization\n",
    "from keras.layers import Conv2D, MaxPooling2D\n",
    "from keras.layers.advanced_activations import ELU\n",
    "from keras.preprocessing.image import ImageDataGenerator\n",
    "import os\n",
    "\n",
    "num_classes = 20\n",
    "img_rows, img_cols = 32, 32\n",
    "batch_size = 16\n",
    "\n",
    "train_data_dir = './simpsons/train'\n",
    "validation_data_dir = './simpsons/validation'\n",
    "\n",
    "# Let's use some data augmentaiton \n",
    "train_datagen = ImageDataGenerator(\n",
    "      rescale=1./255,\n",
    "      rotation_range=30,\n",
    "      width_shift_range=0.3,\n",
    "      height_shift_range=0.3,\n",
    "      horizontal_flip=True,\n",
    "      fill_mode='nearest')\n",
    " \n",
    "validation_datagen = ImageDataGenerator(rescale=1./255)\n",
    " \n",
    "train_generator = train_datagen.flow_from_directory(\n",
    "        train_data_dir,\n",
    "        target_size=(img_rows, img_cols),\n",
    "        batch_size=batch_size,\n",
    "        class_mode='categorical')\n",
    " \n",
    "validation_generator = validation_datagen.flow_from_directory(\n",
    "        validation_data_dir,\n",
    "        target_size=(img_rows, img_cols),\n",
    "        batch_size=batch_size,\n",
    "        class_mode='categorical')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Let's create our LittleVGG Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d_13 (Conv2D)           (None, 32, 32, 64)        1792      \n",
      "_________________________________________________________________\n",
      "activation_19 (Activation)   (None, 32, 32, 64)        0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_17 (Batc (None, 32, 32, 64)        256       \n",
      "_________________________________________________________________\n",
      "conv2d_14 (Conv2D)           (None, 32, 32, 64)        36928     \n",
      "_________________________________________________________________\n",
      "activation_20 (Activation)   (None, 32, 32, 64)        0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_18 (Batc (None, 32, 32, 64)        256       \n",
      "_________________________________________________________________\n",
      "max_pooling2d_7 (MaxPooling2 (None, 16, 16, 64)        0         \n",
      "_________________________________________________________________\n",
      "dropout_11 (Dropout)         (None, 16, 16, 64)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_15 (Conv2D)           (None, 16, 16, 128)       73856     \n",
      "_________________________________________________________________\n",
      "activation_21 (Activation)   (None, 16, 16, 128)       0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_19 (Batc (None, 16, 16, 128)       512       \n",
      "_________________________________________________________________\n",
      "conv2d_16 (Conv2D)           (None, 16, 16, 128)       147584    \n",
      "_________________________________________________________________\n",
      "activation_22 (Activation)   (None, 16, 16, 128)       0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_20 (Batc (None, 16, 16, 128)       512       \n",
      "_________________________________________________________________\n",
      "max_pooling2d_8 (MaxPooling2 (None, 8, 8, 128)         0         \n",
      "_________________________________________________________________\n",
      "dropout_12 (Dropout)         (None, 8, 8, 128)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_17 (Conv2D)           (None, 8, 8, 256)         295168    \n",
      "_________________________________________________________________\n",
      "activation_23 (Activation)   (None, 8, 8, 256)         0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_21 (Batc (None, 8, 8, 256)         1024      \n",
      "_________________________________________________________________\n",
      "conv2d_18 (Conv2D)           (None, 8, 8, 256)         590080    \n",
      "_________________________________________________________________\n",
      "activation_24 (Activation)   (None, 8, 8, 256)         0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_22 (Batc (None, 8, 8, 256)         1024      \n",
      "_________________________________________________________________\n",
      "max_pooling2d_9 (MaxPooling2 (None, 4, 4, 256)         0         \n",
      "_________________________________________________________________\n",
      "dropout_13 (Dropout)         (None, 4, 4, 256)         0         \n",
      "_________________________________________________________________\n",
      "flatten_3 (Flatten)          (None, 4096)              0         \n",
      "_________________________________________________________________\n",
      "dense_7 (Dense)              (None, 256)               1048832   \n",
      "_________________________________________________________________\n",
      "activation_25 (Activation)   (None, 256)               0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_23 (Batc (None, 256)               1024      \n",
      "_________________________________________________________________\n",
      "dropout_14 (Dropout)         (None, 256)               0         \n",
      "_________________________________________________________________\n",
      "dense_8 (Dense)              (None, 256)               65792     \n",
      "_________________________________________________________________\n",
      "activation_26 (Activation)   (None, 256)               0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_24 (Batc (None, 256)               1024      \n",
      "_________________________________________________________________\n",
      "dropout_15 (Dropout)         (None, 256)               0         \n",
      "_________________________________________________________________\n",
      "dense_9 (Dense)              (None, 20)                5140      \n",
      "_________________________________________________________________\n",
      "activation_27 (Activation)   (None, 20)                0         \n",
      "=================================================================\n",
      "Total params: 2,270,804\n",
      "Trainable params: 2,267,988\n",
      "Non-trainable params: 2,816\n",
      "_________________________________________________________________\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "model = Sequential()\n",
    "\n",
    "# First CONV-ReLU Layer\n",
    "model.add(Conv2D(64, (3, 3), padding = 'same', input_shape = (img_rows, img_cols, 3)))\n",
    "model.add(Activation('relu'))\n",
    "model.add(BatchNormalization())\n",
    "\n",
    "# Second CONV-ReLU Layer\n",
    "model.add(Conv2D(64, (3, 3), padding = \"same\", input_shape = (img_rows, img_cols, 3)))\n",
    "model.add(Activation('relu'))\n",
    "model.add(BatchNormalization())\n",
    "\n",
    "# Max Pooling with Dropout \n",
    "model.add(MaxPooling2D(pool_size=(2, 2)))\n",
    "model.add(Dropout(0.2))\n",
    "\n",
    "# 3rd set of CONV-ReLU Layers\n",
    "model.add(Conv2D(128, (3, 3), padding=\"same\"))\n",
    "model.add(Activation('relu'))\n",
    "model.add(BatchNormalization())\n",
    "\n",
    "# 4th Set of CONV-ReLU Layers\n",
    "model.add(Conv2D(128, (3, 3), padding=\"same\"))\n",
    "model.add(Activation('relu'))\n",
    "model.add(BatchNormalization())\n",
    "\n",
    "# Max Pooling with Dropout \n",
    "model.add(MaxPooling2D(pool_size=(2, 2)))\n",
    "model.add(Dropout(0.2))\n",
    "\n",
    "# 5th Set of CONV-ReLU Layers\n",
    "model.add(Conv2D(256, (3, 3), padding=\"same\"))\n",
    "model.add(Activation('relu'))\n",
    "model.add(BatchNormalization())\n",
    "\n",
    "# 6th Set of CONV-ReLU Layers\n",
    "model.add(Conv2D(256, (3, 3), padding=\"same\"))\n",
    "model.add(Activation('relu'))\n",
    "model.add(BatchNormalization())\n",
    "\n",
    "# Max Pooling with Dropout \n",
    "model.add(MaxPooling2D(pool_size=(2, 2)))\n",
    "model.add(Dropout(0.2))\n",
    "\n",
    "# First set of FC or Dense Layers\n",
    "model.add(Flatten())\n",
    "model.add(Dense(256))\n",
    "model.add(Activation('relu'))\n",
    "model.add(BatchNormalization())\n",
    "model.add(Dropout(0.5))\n",
    "\n",
    "# Second set of FC or Dense Layers\n",
    "model.add(Dense(256))\n",
    "model.add(Activation('relu'))\n",
    "model.add(BatchNormalization())\n",
    "model.add(Dropout(0.5))\n",
    "\n",
    "# Final Dense Layer\n",
    "model.add(Dense(num_classes))\n",
    "model.add(Activation(\"softmax\"))\n",
    "\n",
    "print(model.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Let's take a look at our model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 7200x5040 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import keras\n",
    "from keras.models import Sequential\n",
    "from keras.utils.vis_utils import plot_model\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "import numpy as np\n",
    "\n",
    "plot_model(model, to_file='LittleVGG.png', show_shapes=True, show_layer_names=True)\n",
    "img = mpimg.imread('LittleVGG.png')\n",
    "plt.figure(figsize=(100,70))\n",
    "imgplot = plt.imshow(img) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Training our LittleVGG Model!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "1221/1221 [==============================] - 550s 451ms/step - loss: 2.9079 - acc: 0.1458 - val_loss: 2.7280 - val_acc: 0.1527\n",
      "\n",
      "Epoch 00001: val_loss improved from inf to 2.72799, saving model to /home/deeplearningcv/DeepLearningCV/Trained Models/simpsons_little_vgg.h5\n",
      "Epoch 2/10\n",
      "1221/1221 [==============================] - 574s 470ms/step - loss: 2.4356 - acc: 0.2501 - val_loss: 2.6773 - val_acc: 0.2341\n",
      "\n",
      "Epoch 00002: val_loss improved from 2.72799 to 2.67725, saving model to /home/deeplearningcv/DeepLearningCV/Trained Models/simpsons_little_vgg.h5\n",
      "Epoch 3/10\n",
      "1221/1221 [==============================] - 568s 465ms/step - loss: 2.1633 - acc: 0.3489 - val_loss: 2.2249 - val_acc: 0.3480\n",
      "\n",
      "Epoch 00003: val_loss improved from 2.67725 to 2.22494, saving model to /home/deeplearningcv/DeepLearningCV/Trained Models/simpsons_little_vgg.h5\n",
      "Epoch 4/10\n",
      "1221/1221 [==============================] - 540s 442ms/step - loss: 1.9157 - acc: 0.4300 - val_loss: 1.7352 - val_acc: 0.4949\n",
      "\n",
      "Epoch 00004: val_loss improved from 2.22494 to 1.73521, saving model to /home/deeplearningcv/DeepLearningCV/Trained Models/simpsons_little_vgg.h5\n",
      "Epoch 5/10\n",
      "1221/1221 [==============================] - 549s 450ms/step - loss: 1.6782 - acc: 0.5079 - val_loss: 1.4488 - val_acc: 0.5554\n",
      "\n",
      "Epoch 00005: val_loss improved from 1.73521 to 1.44881, saving model to /home/deeplearningcv/DeepLearningCV/Trained Models/simpsons_little_vgg.h5\n",
      "Epoch 6/10\n",
      "1221/1221 [==============================] - 546s 447ms/step - loss: 1.5045 - acc: 0.5662 - val_loss: 1.3074 - val_acc: 0.6191\n",
      "\n",
      "Epoch 00006: val_loss improved from 1.44881 to 1.30739, saving model to /home/deeplearningcv/DeepLearningCV/Trained Models/simpsons_little_vgg.h5\n",
      "Epoch 7/10\n",
      "1221/1221 [==============================] - 590s 483ms/step - loss: 1.3883 - acc: 0.6037 - val_loss: 1.1316 - val_acc: 0.6807\n",
      "\n",
      "Epoch 00007: val_loss improved from 1.30739 to 1.13157, saving model to /home/deeplearningcv/DeepLearningCV/Trained Models/simpsons_little_vgg.h5\n",
      "Epoch 8/10\n",
      "1221/1221 [==============================] - 534s 437ms/step - loss: 1.3167 - acc: 0.6263 - val_loss: 1.3950 - val_acc: 0.6088\n",
      "\n",
      "Epoch 00008: val_loss did not improve from 1.13157\n",
      "Epoch 9/10\n",
      "1221/1221 [==============================] - 626s 513ms/step - loss: 1.2239 - acc: 0.6549 - val_loss: 0.9800 - val_acc: 0.7351\n",
      "\n",
      "Epoch 00009: val_loss improved from 1.13157 to 0.97996, saving model to /home/deeplearningcv/DeepLearningCV/Trained Models/simpsons_little_vgg.h5\n",
      "Epoch 10/10\n",
      "1221/1221 [==============================] - 675s 553ms/step - loss: 1.1530 - acc: 0.6790 - val_loss: 0.8667 - val_acc: 0.7700\n",
      "\n",
      "Epoch 00010: val_loss improved from 0.97996 to 0.86668, saving model to /home/deeplearningcv/DeepLearningCV/Trained Models/simpsons_little_vgg.h5\n"
     ]
    }
   ],
   "source": [
    "from keras.optimizers import RMSprop, SGD, Adam\n",
    "from keras.callbacks import ModelCheckpoint, EarlyStopping, ReduceLROnPlateau\n",
    "\n",
    "                     \n",
    "checkpoint = ModelCheckpoint(\"/home/deeplearningcv/DeepLearningCV/Trained Models/simpsons_little_vgg.h5\",\n",
    "                             monitor=\"val_loss\",\n",
    "                             mode=\"min\",\n",
    "                             save_best_only = True,\n",
    "                             verbose=1)\n",
    "\n",
    "earlystop = EarlyStopping(monitor = 'val_loss', \n",
    "                          min_delta = 0, \n",
    "                          patience = 3,\n",
    "                          verbose = 1,\n",
    "                          restore_best_weights = True)\n",
    "\n",
    "reduce_lr = ReduceLROnPlateau(monitor = 'val_loss',\n",
    "                              factor = 0.2,\n",
    "                              patience = 3,\n",
    "                              verbose = 1,\n",
    "                              min_delta = 0.00001)\n",
    "\n",
    "# we put our call backs into a callback list\n",
    "callbacks = [earlystop, checkpoint, reduce_lr]\n",
    "\n",
    "# We use a very small learning rate \n",
    "model.compile(loss = 'categorical_crossentropy',\n",
    "              optimizer = Adam(lr=0.01),\n",
    "              metrics = ['accuracy'])\n",
    "\n",
    "nb_train_samples = 19548\n",
    "nb_validation_samples = 990\n",
    "epochs = 10\n",
    "\n",
    "history = model.fit_generator(\n",
    "    train_generator,\n",
    "    steps_per_epoch = nb_train_samples // batch_size,\n",
    "    epochs = epochs,\n",
    "    callbacks = callbacks,\n",
    "    validation_data = validation_generator,\n",
    "    validation_steps = nb_validation_samples // batch_size)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Performance Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 990 images belonging to 20 classes.\n",
      "Confusion Matrix\n",
      "[[32  0  0  1  0  0  4  9  0  0  1  0  0  0  0  0  1  0  0  0]\n",
      " [ 0 45  0  2  0  0  0  0  0  1  0  0  0  0  0  0  2  0  0  0]\n",
      " [ 0  0 39  1  2  0  1  1  0  2  0  1  1  0  0  0  0  2  0  0]\n",
      " [ 0  0  0 35  6  1  0  2  0  1  0  0  0  0  0  2  0  1  0  0]\n",
      " [ 0  0  0  0 48  0  0  0  0  0  0  0  0  0  1  1  0  0  0  0]\n",
      " [ 0  0  0  0 10 34  2  1  0  0  0  0  0  0  0  1  1  0  0  0]\n",
      " [ 0  0  0  0  1  0 38  0  0  1  0  0  0  0  2  0  3  2  1  2]\n",
      " [ 0  0  2  0  0  0  0 43  0  1  2  0  1  0  0  0  0  1  0  0]\n",
      " [ 0  0  0  0  3  0  0  0 42  1  0  1  0  0  1  1  0  0  1  0]\n",
      " [ 0  0  0  0  1  0  0  0  0 49  0  0  0  0  0  0  0  0  0  0]\n",
      " [ 0  0  0  1  5  0  0  2  0  0 32  0  0  0  0  0  5  4  0  1]\n",
      " [ 0  0 11  3  2  0  0  0  0  0  0 31  0  0  0  0  1  1  1  0]\n",
      " [ 0  0  0  0 10  0  0  0  0  1  0  0 37  0  2  0  0  0  0  0]\n",
      " [ 0  0  0  1  1  2  0  0  0  0  1  0  0  3  0 36  0  5  1  0]\n",
      " [ 0  0  0  0  1  0  0  0  0  0  0  0  1  0 46  0  1  0  0  0]\n",
      " [ 0  0  0  0  4  1  0  0  0  0  0  0  0  0  1 44  0  0  0  0]\n",
      " [ 0  0  0  0  2  0  0  0  0  0  0  0  0  0  0  0 47  0  0  0]\n",
      " [ 0  0  0  0  4  3  2  0  0  0  0  0  0  0  1  1  2 37  0  0]\n",
      " [ 0  0  0  0  4  1  1  0  0  0  0  0  0  0  0  1  0  0 43  0]\n",
      " [ 0  0  0  0  3  1  2  1  0  1  1  0  0  0  0  0  0  0  0 38]]\n",
      "Classification Report\n",
      "                          precision    recall  f1-score   support\n",
      "\n",
      "  abraham_grampa_simpson       1.00      0.67      0.80        48\n",
      "  apu_nahasapeemapetilon       1.00      0.90      0.95        50\n",
      "            bart_simpson       0.75      0.78      0.76        50\n",
      "charles_montgomery_burns       0.80      0.73      0.76        48\n",
      "            chief_wiggum       0.45      0.96      0.61        50\n",
      "          comic_book_guy       0.79      0.69      0.74        49\n",
      "          edna_krabappel       0.76      0.76      0.76        50\n",
      "           homer_simpson       0.73      0.86      0.79        50\n",
      "           kent_brockman       1.00      0.84      0.91        50\n",
      "        krusty_the_clown       0.84      0.98      0.91        50\n",
      "           lenny_leonard       0.86      0.64      0.74        50\n",
      "            lisa_simpson       0.94      0.62      0.75        50\n",
      "           marge_simpson       0.93      0.74      0.82        50\n",
      "            mayor_quimby       1.00      0.06      0.11        50\n",
      "     milhouse_van_houten       0.85      0.94      0.89        49\n",
      "             moe_szyslak       0.51      0.88      0.64        50\n",
      "            ned_flanders       0.75      0.96      0.84        49\n",
      "            nelson_muntz       0.70      0.74      0.72        50\n",
      "       principal_skinner       0.91      0.86      0.89        50\n",
      "            sideshow_bob       0.93      0.81      0.86        47\n",
      "\n",
      "               micro avg       0.77      0.77      0.77       990\n",
      "               macro avg       0.82      0.77      0.76       990\n",
      "            weighted avg       0.82      0.77      0.76       990\n",
      "\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import sklearn\n",
    "from sklearn.metrics import classification_report, confusion_matrix\n",
    "import numpy as np\n",
    "\n",
    "# We need to recreate our validation generator with shuffle = false\n",
    "validation_generator = validation_datagen.flow_from_directory(\n",
    "        validation_data_dir,\n",
    "        target_size=(img_rows, img_cols),\n",
    "        batch_size=batch_size,\n",
    "        class_mode='categorical',\n",
    "        shuffle=False)\n",
    "\n",
    "class_labels = validation_generator.class_indices\n",
    "class_labels = {v: k for k, v in class_labels.items()}\n",
    "classes = list(class_labels.values())\n",
    "\n",
    "nb_train_samples = 19548\n",
    "nb_validation_samples = 990\n",
    "\n",
    "#Confution Matrix and Classification Report\n",
    "Y_pred = model.predict_generator(validation_generator, nb_validation_samples // batch_size+1)\n",
    "y_pred = np.argmax(Y_pred, axis=1)\n",
    "\n",
    "print('Confusion Matrix')\n",
    "print(confusion_matrix(validation_generator.classes, y_pred))\n",
    "print('Classification Report')\n",
    "target_names = list(class_labels.values())\n",
    "print(classification_report(validation_generator.classes, y_pred, target_names=target_names))\n",
    "\n",
    "plt.figure(figsize=(8,8))\n",
    "cnf_matrix = confusion_matrix(validation_generator.classes, y_pred)\n",
    "\n",
    "plt.imshow(cnf_matrix, interpolation='nearest')\n",
    "plt.colorbar()\n",
    "tick_marks = np.arange(len(classes))\n",
    "_ = plt.xticks(tick_marks, classes, rotation=90)\n",
    "_ = plt.yticks(tick_marks, classes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Let's reload our saved classifier\n",
    "If we just trained our classifer, we an use model instead."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.models import load_model\n",
    "\n",
    "# 77% Accuracy after just 10 Epochs\n",
    "classifier = load_model('/home/deeplearningcv/DeepLearningCV/Trained Models/simpsons_little_vgg.h5')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Some quick fire testing code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.models import load_model\n",
    "from keras.preprocessing import image\n",
    "import numpy as np\n",
    "import os\n",
    "import cv2\n",
    "import numpy as np\n",
    "from os import listdir\n",
    "from os.path import isfile, join\n",
    "import re\n",
    "\n",
    "def draw_test(name, pred, im, true_label):\n",
    "    BLACK = [0,0,0]\n",
    "    expanded_image = cv2.copyMakeBorder(im, 160, 0, 0, 300 ,cv2.BORDER_CONSTANT,value=BLACK)\n",
    "    cv2.putText(expanded_image, \"predited - \"+ pred, (20, 60) , cv2.FONT_HERSHEY_SIMPLEX,1, (0,0,255), 2)\n",
    "    cv2.putText(expanded_image, \"true - \"+ true_label, (20, 120) , cv2.FONT_HERSHEY_SIMPLEX,1, (0,255,0), 2)\n",
    "    cv2.imshow(name, expanded_image)\n",
    "    \n",
    "\n",
    "def getRandomImage(path, img_width, img_height):\n",
    "    \"\"\"function loads a random images from a random folder in our test path \"\"\"\n",
    "    folders = list(filter(lambda x: os.path.isdir(os.path.join(path, x)), os.listdir(path)))\n",
    "    random_directory = np.random.randint(0,len(folders))\n",
    "    path_class = folders[random_directory]\n",
    "    file_path = path + path_class\n",
    "    file_names = [f for f in listdir(file_path) if isfile(join(file_path, f))]\n",
    "    random_file_index = np.random.randint(0,len(file_names))\n",
    "    image_name = file_names[random_file_index]\n",
    "    final_path = file_path + \"/\" + image_name\n",
    "    return image.load_img(final_path, target_size = (img_width, img_height)), final_path, path_class\n",
    "\n",
    "# dimensions of our images\n",
    "img_width, img_height = 32, 32\n",
    "\n",
    "files = []\n",
    "predictions = []\n",
    "true_labels = []\n",
    "\n",
    "# predicting images\n",
    "for i in range(0, 10):\n",
    "    path = './simpsons/validation/' \n",
    "    img, final_path, true_label = getRandomImage(path, img_width, img_height)\n",
    "    files.append(final_path)\n",
    "    true_labels.append(true_label)\n",
    "    x = image.img_to_array(img)\n",
    "    x = x * 1./255\n",
    "    x = np.expand_dims(x, axis=0)\n",
    "    images = np.vstack([x])\n",
    "    classes = classifier.predict_classes(images, batch_size = 10)\n",
    "    predictions.append(classes)\n",
    "    \n",
    "for i in range(0, len(files)):\n",
    "    image = cv2.imread((files[i]))\n",
    "    image = cv2.resize(image, None, fx=5, fy=5, interpolation = cv2.INTER_CUBIC)\n",
    "    draw_test(\"Prediction\", class_labels[predictions[i][0]], image, true_labels[i])\n",
    "    cv2.waitKey(0)\n",
    "\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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