{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:From /home/ec2-user/anaconda3/envs/tensorflow_p36/lib/python3.6/site-packages/tensorflow_core/__init__.py:1473: The name tf.estimator.inputs is deprecated. Please use tf.compat.v1.estimator.inputs instead.\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Using TensorFlow backend.\n" ] } ], "source": [ "import os\n", "import glob\n", "import PIL\n", "import PIL.Image\n", "from pathlib import Path\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import matplotlib.image as mimg\n", "import cv2\n", "\n", "import tensorflow as tf\n", "from tensorflow.keras.models import Sequential, Model\n", "from tensorflow.keras.layers import Conv2D, GlobalAveragePooling2D, MaxPooling2D, Dense, Dropout, Input, Flatten, SeparableConv2D, BatchNormalization\n", "from tensorflow.keras.applications import Xception\n", "from tensorflow.keras.optimizers import Adam\n", "from keras.utils import to_categorical\n", "from keras.preprocessing.image import ImageDataGenerator" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#There are two types of lung xray cases, Normal and Pneumonia\n", "labels = [\"NORMAL\", \"PNEUMONIA\"]i\n", "mg_size = 150\n", "\n", "#Location of images\n", "train_folder = './chest_xray/train'\n", "test_folder = './chest_xray/test'\n", "val_folder = './chest_xray/val'\n", "\n", "normal_cases = []\n", "pneumonia_cases = []\n", "\n", "#We will use a image data generator for training later but for now we want to grab some images to look at\n", "for label in labels:\n", " path = os.path.join(train_folder, label)\n", " class_num = labels.index(label)\n", " for img in os.listdir(path):\n", " img_array = cv2.imread(os.path.join(path, img))\n", " new_array = cv2.resize(img_array, (img_size, img_size))\n", " if class_num == 0:\n", " normal_cases.append([new_array, class_num])\n", " else:\n", " pneumonia_cases.append([new_array, class_num])\n", " \n", "#Lets count the amount of each case\n", "normal_cases = np.array(normal_cases)\n", "pneumonia_cases = np.array(pneumonia_cases)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Lets look at some examples of Normal vs Pneuonia xrays\n", "\n", "plt.figure(figsize=(20, 8))\n", "for i in range(10):\n", " ax = plt.subplot(2, 5, i + 1)\n", " if i < 5:\n", " plt.imshow(normal_cases[i][0].astype(\"uint8\"))\n", " plt.title(\"Normal\")\n", " else:\n", " plt.imshow(pneumonia_cases[i][0].astype(\"uint8\"))\n", " plt.title(\"Pneumonia\") \n", " plt.axis(\"off\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#There are significantly more pneumonia cases than normal cases, we will use a weight to balance this for training\n", "\n", "all_cases = pd.DataFrame(data=np.concatenate((normal_cases,pneumonia_cases),axis=0),columns = ['img','label'])\n", "for index, row in all_cases.iterrows():\n", " row['label'] = 'Pneumonia' if row['label'] == 1 else 'Normal'\n", " \n", "sns.set_style(\"dark\")\n", "sns.set(rc={'figure.figsize':(11.7,8.27)})\n", "ax = sns.countplot(x=\"label\", data=all_cases,palette=\"husl\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "#The weight mentioned earlier\n", "\n", "weight_0 = (1 / len(normal_cases))*len(all_cases)/2.0 \n", "weight_1 = (1 / len(pneumonia_cases))*len(all_cases)/2.0\n", "\n", "class_weight = {0: weight_0, 1: weight_1}" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 5216 images belonging to 2 classes.\n", "Found 16 images belonging to 2 classes.\n", "Found 624 images belonging to 2 classes.\n" ] } ], "source": [ "#Loading the data for training, utilizing batches and normalizing the images\n", "\n", "datagen = ImageDataGenerator(rescale = 1./255)\n", "\n", "train_set = datagen.flow_from_directory(train_folder,\n", " target_size = (img_size, img_size),\n", " batch_size = 32,\n", " class_mode = 'binary')\n", "\n", "val_set = datagen.flow_from_directory(val_folder,\n", " target_size=(img_size, img_size),\n", " batch_size=32,\n", " class_mode='binary')\n", "\n", "test_set = datagen.flow_from_directory(test_folder,\n", " target_size = (img_size, img_size),\n", " batch_size = 32,\n", " class_mode = 'binary')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:From /home/ec2-user/anaconda3/envs/tensorflow_p36/lib/python3.6/site-packages/tensorflow_core/python/ops/resource_variable_ops.py:1630: calling BaseResourceVariable.__init__ (from tensorflow.python.ops.resource_variable_ops) with constraint is deprecated and will be removed in a future version.\n", "Instructions for updating:\n", "If using Keras pass *_constraint arguments to layers.\n", "Downloading data from https://github.com/fchollet/deep-learning-models/releases/download/v0.4/xception_weights_tf_dim_ordering_tf_kernels_notop.h5\n", "83689472/83683744 [==============================] - 3s 0us/step\n", "WARNING:tensorflow:OMP_NUM_THREADS is no longer used by the default Keras config. To configure the number of threads, use tf.config.threading APIs.\n" ] } ], "source": [ "#We will use transfer learning\n", "base_model = Xception(\n", " weights=\"imagenet\", # Load weights pre-trained on ImageNet.\n", " input_shape=(img_size,img_size,3),\n", " include_top=False,\n", ")\n", "\n", "base_model.trainable = False\n", "\n", "inputs = Input(shape=(img_size,img_size,3))\n", "x = inputs\n", "x = base_model(x, training=False)\n", "x = GlobalAveragePooling2D()(x)\n", "x = Dropout(0.2)(x)\n", "outputs = Dense(1, activation = 'sigmoid')(x)\n", "model = Model(inputs, outputs)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:From /home/ec2-user/anaconda3/envs/tensorflow_p36/lib/python3.6/site-packages/tensorflow_core/python/ops/nn_impl.py:183: where (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.\n", "Instructions for updating:\n", "Use tf.where in 2.0, which has the same broadcast rule as np.where\n" ] } ], "source": [ "model.compile(loss='binary_crossentropy', optimizer=Adam(1e-3), metrics = ['accuracy'])" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/5\n", "162/163 [============================>.] - ETA: 1s - loss: 0.0940 - acc: 0.9624Epoch 1/5\n", "624/163 [==================================================================================================================] - 500s 802ms/step - loss: 0.5096 - acc: 0.8750\n", "163/163 [==============================] - 766s 5s/step - loss: 0.0939 - acc: 0.9624 - val_loss: 0.5096 - val_acc: 0.8750\n", "Epoch 2/5\n", "162/163 [============================>.] - ETA: 1s - loss: 0.0893 - acc: 0.9628Epoch 1/5\n", "624/163 [==================================================================================================================] - 499s 800ms/step - loss: 0.3892 - acc: 0.8125\n", "163/163 [==============================] - 762s 5s/step - loss: 0.0895 - acc: 0.9628 - val_loss: 0.3892 - val_acc: 0.8125\n", "Epoch 3/5\n", "162/163 [============================>.] - ETA: 1s - loss: 0.0884 - acc: 0.9662Epoch 1/5\n", "624/163 [==================================================================================================================] - 503s 806ms/step - loss: 0.5146 - acc: 0.8750\n", "163/163 [==============================] - 763s 5s/step - loss: 0.0880 - acc: 0.9664 - val_loss: 0.5146 - val_acc: 0.8750\n", "Epoch 4/5\n", "162/163 [============================>.] - ETA: 1s - loss: 0.0869 - acc: 0.9659Epoch 1/5\n", "624/163 [==================================================================================================================] - 505s 809ms/step - loss: 0.5383 - acc: 0.7500\n", "163/163 [==============================] - 767s 5s/step - loss: 0.0867 - acc: 0.9661 - val_loss: 0.5383 - val_acc: 0.7500\n", "Epoch 5/5\n", "162/163 [============================>.] - ETA: 1s - loss: 0.0845 - acc: 0.9668Epoch 1/5\n", "624/163 [==================================================================================================================] - 504s 807ms/step - loss: 0.4131 - acc: 0.8125\n", "163/163 [==============================] - 765s 5s/step - loss: 0.0840 - acc: 0.9670 - val_loss: 0.4131 - val_acc: 0.8125\n" ] } ], "source": [ "history = model.fit_generator(train_set,\n", " steps_per_epoch = int( np.ceil(train_set.n / 32) ),\n", " epochs = 5,\n", " validation_data = val_set,\n", " validation_steps = int( test_set.n ),\n", " class_weight=class_weight)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Lets look at how our model did, seems to overfit a bit...\n", "history_df = pd.DataFrame(data=history.history,columns = ['acc','val_acc'])\n", "ax = sns.lineplot(data=history_df,palette=\"Set2\",linewidth = 3,dashes=False)" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Now we compare loss...\n", "history_df = pd.DataFrame(data=history.history,columns = ['loss','val_loss'])\n", "ax = sns.lineplot(data=history_df,palette=\"Set2\",linewidth = 3,dashes=False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "conda_tensorflow_p36", "language": "python", "name": "conda_tensorflow_p36" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.10" } }, "nbformat": 4, "nbformat_minor": 4 }