{ "cells": [ { "cell_type": "markdown", "id": "b15fa25e", "metadata": {}, "source": [ "### COVID-19 Detection using VGG19 and X-ray Images\n", "In this notebook, we aim to build a model to detect COVID-19 from X-ray images using the VGG19 architecture for transfer learning. The dataset used is the COVID-19 Radiography Database from Kaggle." ] }, { "cell_type": "markdown", "id": "8ed17843", "metadata": {}, "source": [ "### Import Libraries\n", "**Explanation:** Here, we import the necessary libraries required for data processing, model building, and evaluation. These include TensorFlow for deep learning, matplotlib for visualization, and others." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2024-07-07T20:43:57.975240Z", "iopub.status.busy": "2024-07-07T20:43:57.974195Z", "iopub.status.idle": "2024-07-07T20:44:11.773532Z", "shell.execute_reply": "2024-07-07T20:44:11.772515Z", "shell.execute_reply.started": "2024-07-07T20:43:57.975201Z" }, "id": "l7frATU8uhHR" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2024-07-07 20:44:01.098395: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n", "2024-07-07 20:44:01.098531: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n", "2024-07-07 20:44:01.251963: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n" ] } ], "source": [ "import cv2\n", "import os\n", "import warnings\n", "import random\n", "from PIL import Image\n", "import seaborn as sns\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import tensorflow as tf\n", "from tensorflow.keras.layers import Flatten, Dense\n", "from tensorflow.keras.models import Model\n", "from tensorflow.keras.preprocessing.image import img_to_array\n", "from tensorflow.keras.applications.vgg19 import VGG19\n", "from tensorflow.keras.utils import plot_model\n", "from tensorflow.keras.callbacks import EarlyStopping\n", "from tensorflow.keras.optimizers.schedules import ExponentialDecay\n", "from tensorflow.keras.optimizers import Adam\n", "from sklearn.preprocessing import LabelEncoder\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import confusion_matrix, classification_report, accuracy_score\n", "from tqdm.keras import TqdmCallback\n", "\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2024-07-07T20:44:11.776005Z", "iopub.status.busy": "2024-07-07T20:44:11.775400Z", "iopub.status.idle": "2024-07-07T20:44:11.779850Z", "shell.execute_reply": "2024-07-07T20:44:11.778963Z", "shell.execute_reply.started": "2024-07-07T20:44:11.775978Z" }, "id": "6nsFPJgVuhHS" }, "outputs": [], "source": [ "RANDOM_SEED = 29\n", "random.seed(RANDOM_SEED)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2024-07-07T20:44:11.781281Z", "iopub.status.busy": "2024-07-07T20:44:11.780946Z", "iopub.status.idle": "2024-07-07T20:44:11.808544Z", "shell.execute_reply": "2024-07-07T20:44:11.807642Z", "shell.execute_reply.started": "2024-07-07T20:44:11.781251Z" }, "id": "EgC19tTBuhHS" }, "outputs": [], "source": [ "covid_path = '/kaggle/input/covid19-radiography-database/COVID-19_Radiography_Dataset/COVID/images'\n", "normal_path = '/kaggle/input/covid19-radiography-database/COVID-19_Radiography_Dataset/Normal/images'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Undersampling addresses class imbalance by reducing 'normal' images to match 'covid' samples, ensuring fair model training. \n", "- Initially shuffling and selecting 3,616 'normal' paths equalizes class representation. Subsequent inclusion of 'covid' images completes dataset balance, enhancing model learning across both classes for improved performance and generalization." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2024-07-07T20:44:11.809975Z", "iopub.status.busy": "2024-07-07T20:44:11.809683Z", "iopub.status.idle": "2024-07-07T20:44:12.715027Z", "shell.execute_reply": "2024-07-07T20:44:12.714087Z", "shell.execute_reply.started": "2024-07-07T20:44:11.809952Z" }, "id": "BMR2ZCCluhHS" }, "outputs": [], "source": [ "# normal 10192\n", "# covid 3616\n", "\n", "file_paths = []\n", "labels = []\n", "for filename in os.listdir(normal_path):\n", " file_paths.append(os.path.join(normal_path, filename))\n", " labels.append('normal')\n", "random.shuffle(file_paths)\n", "file_paths = file_paths[:3616]\n", "labels = labels[:3616]\n", "for filename in os.listdir(covid_path):\n", " file_paths.append(os.path.join(covid_path, filename))\n", " labels.append('covid')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-07-07T20:44:12.717559Z", "iopub.status.busy": "2024-07-07T20:44:12.717257Z", "iopub.status.idle": "2024-07-07T20:44:12.723701Z", "shell.execute_reply": "2024-07-07T20:44:12.722854Z", "shell.execute_reply.started": "2024-07-07T20:44:12.717535Z" }, "id": "EKr66_by2j9F", "outputId": "f9c9a44a-8edc-40c7-ba27-68627a5010de" }, "outputs": [ { "data": { "text/plain": [ "7232" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(file_paths)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "execution": { "iopub.execute_input": "2024-07-07T20:44:12.724927Z", "iopub.status.busy": "2024-07-07T20:44:12.724683Z", "iopub.status.idle": "2024-07-07T20:44:12.750708Z", "shell.execute_reply": "2024-07-07T20:44:12.749738Z", "shell.execute_reply.started": "2024-07-07T20:44:12.724906Z" }, "id": "7MpQ1QYMuhHS", "outputId": "242ba9c0-410b-43e6-ff3b-193b2c60a972" }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
imageclass
0/kaggle/input/covid19-radiography-database/COV...normal
1/kaggle/input/covid19-radiography-database/COV...normal
2/kaggle/input/covid19-radiography-database/COV...normal
3/kaggle/input/covid19-radiography-database/COV...normal
4/kaggle/input/covid19-radiography-database/COV...normal
\n", "
" ], "text/plain": [ " image class\n", "0 /kaggle/input/covid19-radiography-database/COV... normal\n", "1 /kaggle/input/covid19-radiography-database/COV... normal\n", "2 /kaggle/input/covid19-radiography-database/COV... normal\n", "3 /kaggle/input/covid19-radiography-database/COV... normal\n", "4 /kaggle/input/covid19-radiography-database/COV... normal" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.DataFrame({'image': file_paths, 'class': labels})\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "execution": { "iopub.execute_input": "2024-07-07T20:44:12.752055Z", "iopub.status.busy": "2024-07-07T20:44:12.751807Z", "iopub.status.idle": "2024-07-07T20:44:12.765086Z", "shell.execute_reply": "2024-07-07T20:44:12.764288Z", "shell.execute_reply.started": "2024-07-07T20:44:12.752034Z" }, "id": "W6pIz0TmuhHS", "outputId": "69473f93-e263-42bb-f768-61f2f3f2e046" }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
imageclass
1265/kaggle/input/covid19-radiography-database/COV...normal
1553/kaggle/input/covid19-radiography-database/COV...normal
4437/kaggle/input/covid19-radiography-database/COV...covid
3771/kaggle/input/covid19-radiography-database/COV...covid
3249/kaggle/input/covid19-radiography-database/COV...normal
\n", "
" ], "text/plain": [ " image class\n", "1265 /kaggle/input/covid19-radiography-database/COV... normal\n", "1553 /kaggle/input/covid19-radiography-database/COV... normal\n", "4437 /kaggle/input/covid19-radiography-database/COV... covid\n", "3771 /kaggle/input/covid19-radiography-database/COV... covid\n", "3249 /kaggle/input/covid19-radiography-database/COV... normal" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = df.sample(frac = 1)\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-07-07T20:44:12.766491Z", "iopub.status.busy": "2024-07-07T20:44:12.766231Z", "iopub.status.idle": "2024-07-07T20:44:12.781042Z", "shell.execute_reply": "2024-07-07T20:44:12.780207Z", "shell.execute_reply.started": "2024-07-07T20:44:12.766469Z" }, "id": "lbDc5VR4uhHT", "outputId": "0684ceda-4919-4840-8da7-c327900350f9" }, "outputs": [ { "data": { "text/plain": [ "class\n", "normal 3616\n", "covid 3616\n", "Name: count, dtype: int64" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['class'].value_counts()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-07-07T20:44:12.782371Z", "iopub.status.busy": "2024-07-07T20:44:12.782091Z", "iopub.status.idle": "2024-07-07T20:44:12.799830Z", "shell.execute_reply": "2024-07-07T20:44:12.798823Z", "shell.execute_reply.started": "2024-07-07T20:44:12.782349Z" }, "id": "X6jeDLeEuhHT", "outputId": "91d25257-3522-44ee-aaed-a92fb0746e03" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Index: 7232 entries, 1265 to 6460\n", "Data columns (total 2 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 image 7232 non-null object\n", " 1 class 7232 non-null object\n", "dtypes: object(2)\n", "memory usage: 169.5+ KB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 564 }, "execution": { "iopub.execute_input": "2024-07-07T20:44:12.801133Z", "iopub.status.busy": "2024-07-07T20:44:12.800884Z", "iopub.status.idle": "2024-07-07T20:44:13.013255Z", "shell.execute_reply": "2024-07-07T20:44:13.012466Z", "shell.execute_reply.started": "2024-07-07T20:44:12.801112Z" }, "id": "WCMK5SiJuhHT", "outputId": "bb744a63-f7f8-488a-b1ef-4c15e0dba261" }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 6))\n", "sns.countplot(x='class', data=df, palette='Set2')\n", "plt.title('Covid and Normal')\n", "plt.xlabel('Class')\n", "plt.ylabel('Count')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 529 }, "execution": { "iopub.execute_input": "2024-07-07T20:44:13.014774Z", "iopub.status.busy": "2024-07-07T20:44:13.014449Z", "iopub.status.idle": "2024-07-07T20:44:13.121671Z", "shell.execute_reply": "2024-07-07T20:44:13.120717Z", "shell.execute_reply.started": "2024-07-07T20:44:13.014749Z" }, "id": "K34n4Us3uhHT", "outputId": "232d7fe1-990f-4631-d194-701441af4816" }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "label_counts = df['class'].value_counts()\n", "plt.figure(figsize=(6, 6))\n", "plt.pie(label_counts, labels=label_counts.index, autopct='%1.2f%%', colors=sns.color_palette('Set2'))\n", "plt.title('Distribution of Labels')\n", "plt.axis('equal')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2024-07-07T20:44:13.123031Z", "iopub.status.busy": "2024-07-07T20:44:13.122761Z", "iopub.status.idle": "2024-07-07T20:44:13.127976Z", "shell.execute_reply": "2024-07-07T20:44:13.126871Z", "shell.execute_reply.started": "2024-07-07T20:44:13.123007Z" }, "id": "uE1TmdA9uhHT" }, "outputs": [], "source": [ "def convert_image(image):\n", " img = cv2.imread(image)\n", " img = img_to_array(img)\n", " img = cv2.resize(img, (224, 224))\n", " return (img)\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2024-07-07T20:44:13.130443Z", "iopub.status.busy": "2024-07-07T20:44:13.129688Z", "iopub.status.idle": "2024-07-07T20:45:41.119434Z", "shell.execute_reply": "2024-07-07T20:45:41.118647Z", "shell.execute_reply.started": "2024-07-07T20:44:13.130402Z" }, "id": "4tFdJDDguhHT" }, "outputs": [], "source": [ "df['processed_image'] = df['image'].apply(convert_image)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "execution": { "iopub.execute_input": "2024-07-07T20:45:41.124875Z", "iopub.status.busy": "2024-07-07T20:45:41.124592Z", "iopub.status.idle": "2024-07-07T20:45:57.027101Z", "shell.execute_reply": "2024-07-07T20:45:57.026166Z", "shell.execute_reply.started": "2024-07-07T20:45:41.124851Z" }, "id": "6DOeknT9uhHT", "outputId": "260b8a9f-75c0-4a45-abae-58f0cd5a07aa" }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
imageclassprocessed_image
1265/kaggle/input/covid19-radiography-database/COV...normal[[[226.53745, 226.53745, 226.53745], [206.3273...
1553/kaggle/input/covid19-radiography-database/COV...normal[[[2.171875, 2.171875, 2.171875], [2.171875, 2...
4437/kaggle/input/covid19-radiography-database/COV...covid[[[46.793156, 46.793156, 46.793156], [16.27830...
3771/kaggle/input/covid19-radiography-database/COV...covid[[[0.0, 0.0, 0.0], [0.0, 0.0, 0.0], [0.0, 0.0,...
3249/kaggle/input/covid19-radiography-database/COV...normal[[[3.502232, 3.502232, 3.502232], [5.5855637, ...
\n", "
" ], "text/plain": [ " image class \\\n", "1265 /kaggle/input/covid19-radiography-database/COV... normal \n", "1553 /kaggle/input/covid19-radiography-database/COV... normal \n", "4437 /kaggle/input/covid19-radiography-database/COV... covid \n", "3771 /kaggle/input/covid19-radiography-database/COV... covid \n", "3249 /kaggle/input/covid19-radiography-database/COV... normal \n", "\n", " processed_image \n", "1265 [[[226.53745, 226.53745, 226.53745], [206.3273... \n", "1553 [[[2.171875, 2.171875, 2.171875], [2.171875, 2... \n", "4437 [[[46.793156, 46.793156, 46.793156], [16.27830... \n", "3771 [[[0.0, 0.0, 0.0], [0.0, 0.0, 0.0], [0.0, 0.0,... \n", "3249 [[[3.502232, 3.502232, 3.502232], [5.5855637, ... " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-07-07T20:45:57.028447Z", "iopub.status.busy": "2024-07-07T20:45:57.028170Z", "iopub.status.idle": "2024-07-07T20:45:57.039121Z", "shell.execute_reply": "2024-07-07T20:45:57.038239Z", "shell.execute_reply.started": "2024-07-07T20:45:57.028422Z" }, "id": "ty-f1IUSuhHT", "outputId": "b475e04e-bf04-4a28-b56c-14c812976815" }, "outputs": [ { "data": { "text/plain": [ "array([1, 0])" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "le = LabelEncoder()\n", "df['processed_class'] = le.fit_transform(df['class'])\n", "df['processed_class'].unique()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "execution": { "iopub.execute_input": "2024-07-07T20:45:57.041000Z", "iopub.status.busy": "2024-07-07T20:45:57.040552Z", "iopub.status.idle": "2024-07-07T20:46:13.018389Z", "shell.execute_reply": "2024-07-07T20:46:13.017472Z", "shell.execute_reply.started": "2024-07-07T20:45:57.040955Z" }, "id": "Dhy_b1UruhHT", "outputId": "cbfa8287-c97e-44ee-b054-bc7a2a392079" }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
imageclassprocessed_imageprocessed_class
1265/kaggle/input/covid19-radiography-database/COV...normal[[[226.53745, 226.53745, 226.53745], [206.3273...1
1553/kaggle/input/covid19-radiography-database/COV...normal[[[2.171875, 2.171875, 2.171875], [2.171875, 2...1
4437/kaggle/input/covid19-radiography-database/COV...covid[[[46.793156, 46.793156, 46.793156], [16.27830...0
3771/kaggle/input/covid19-radiography-database/COV...covid[[[0.0, 0.0, 0.0], [0.0, 0.0, 0.0], [0.0, 0.0,...0
3249/kaggle/input/covid19-radiography-database/COV...normal[[[3.502232, 3.502232, 3.502232], [5.5855637, ...1
\n", "
" ], "text/plain": [ " image class \\\n", "1265 /kaggle/input/covid19-radiography-database/COV... normal \n", "1553 /kaggle/input/covid19-radiography-database/COV... normal \n", "4437 /kaggle/input/covid19-radiography-database/COV... covid \n", "3771 /kaggle/input/covid19-radiography-database/COV... covid \n", "3249 /kaggle/input/covid19-radiography-database/COV... normal \n", "\n", " processed_image processed_class \n", "1265 [[[226.53745, 226.53745, 226.53745], [206.3273... 1 \n", "1553 [[[2.171875, 2.171875, 2.171875], [2.171875, 2... 1 \n", "4437 [[[46.793156, 46.793156, 46.793156], [16.27830... 0 \n", "3771 [[[0.0, 0.0, 0.0], [0.0, 0.0, 0.0], [0.0, 0.0,... 0 \n", "3249 [[[3.502232, 3.502232, 3.502232], [5.5855637, ... 1 " ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2024-07-07T20:46:13.019795Z", "iopub.status.busy": "2024-07-07T20:46:13.019471Z", "iopub.status.idle": "2024-07-07T20:46:14.264704Z", "shell.execute_reply": "2024-07-07T20:46:14.263674Z", "shell.execute_reply.started": "2024-07-07T20:46:13.019770Z" }, "id": "whavqUwCuhHT" }, "outputs": [], "source": [ "x = np.stack(df['processed_image'].values)\n", "y = np.array(df['processed_class']).reshape(-1, 1)\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-07-07T20:46:14.266280Z", "iopub.status.busy": "2024-07-07T20:46:14.265974Z", "iopub.status.idle": "2024-07-07T20:46:14.271605Z", "shell.execute_reply": "2024-07-07T20:46:14.270548Z", "shell.execute_reply.started": "2024-07-07T20:46:14.266255Z" }, "id": "yK5RfwgpuhHT", "outputId": "b5071f37-d0cc-4777-fad4-b651992e06a1" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "7232\n", "(7232, 224, 224, 3)\n", "(7232, 1)\n" ] } ], "source": [ "print(len(x))\n", "print(x.shape)\n", "print(y.shape)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "execution": { "iopub.execute_input": "2024-07-07T20:46:14.273138Z", "iopub.status.busy": "2024-07-07T20:46:14.272839Z", "iopub.status.idle": "2024-07-07T20:46:15.631640Z", "shell.execute_reply": "2024-07-07T20:46:15.630566Z", "shell.execute_reply.started": "2024-07-07T20:46:14.273114Z" }, "id": "-HavtX14uhHU" }, "outputs": [], "source": [ "x_train, x_test,y_train, y_test = train_test_split(x, y, test_size=0.1, random_state=RANDOM_SEED)\n", "x_test, x_val, y_test, y_val = train_test_split(x_test, y_test, test_size=0.2, random_state=RANDOM_SEED)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2024-07-07T20:46:15.633365Z", "iopub.status.busy": "2024-07-07T20:46:15.632998Z", "iopub.status.idle": "2024-07-07T20:46:15.638747Z", "shell.execute_reply": "2024-07-07T20:46:15.637851Z", "shell.execute_reply.started": "2024-07-07T20:46:15.633330Z" }, "id": "nAejpBB0uhHU" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(6508, 224, 224, 3)\n", "(145, 224, 224, 3)\n", "(579, 224, 224, 3)\n" ] } ], "source": [ "print(x_train.shape)\n", "print(x_val.shape)\n", "print(x_test.shape)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "execution": { "iopub.execute_input": "2024-07-07T20:46:15.640718Z", "iopub.status.busy": "2024-07-07T20:46:15.640011Z", "iopub.status.idle": "2024-07-07T20:46:16.917481Z", "shell.execute_reply": "2024-07-07T20:46:16.916725Z", "shell.execute_reply.started": "2024-07-07T20:46:15.640687Z" }, "id": "1v2bLe-wuhHV" }, "outputs": [], "source": [ "x_train = x_train / 255\n", "x_test_scaled = x_test / 255\n", "x_val = x_val / 255" ] }, { "cell_type": "markdown", "id": "a0581b0a", "metadata": {}, "source": [ "### Build the Model using VGG19\n", "**Explanation:** \n", "- **Transfer Learning:** We use the pre-trained VGG19 model which has been trained on a large dataset (ImageNet). This helps in leveraging the learned features from a different domain to our specific task of COVID-19 detection.\n", "- **Model Architecture:** We add custom layers on top of VGG19 to adapt it to our classification problem. This includes flattening the output, adding dense layers, and a final softmax layer for classification." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "execution": { "iopub.execute_input": "2024-07-07T20:46:16.918868Z", "iopub.status.busy": "2024-07-07T20:46:16.918581Z", "iopub.status.idle": "2024-07-07T20:46:16.924802Z", "shell.execute_reply": "2024-07-07T20:46:16.923903Z", "shell.execute_reply.started": "2024-07-07T20:46:16.918844Z" }, "id": "4w5ID9LTuhHV" }, "outputs": [], "source": [ "def build_model():\n", " base_model = VGG19(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n", "\n", " for layer in base_model.layers:\n", " layer.trainable = False\n", "\n", " flatten_layer = Flatten()(base_model.output)\n", " dense_layer1 = Dense(1024, activation='relu')(flatten_layer)\n", " dense_layer2 = Dense(512, activation='relu')(dense_layer1)\n", " output_layer = Dense(1, activation='sigmoid')(dense_layer2)\n", "\n", " model = Model(inputs=base_model.input, outputs=output_layer)\n", " return model" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "execution": { "iopub.execute_input": "2024-07-07T20:46:16.926230Z", "iopub.status.busy": "2024-07-07T20:46:16.925906Z", "iopub.status.idle": "2024-07-07T20:46:18.691244Z", "shell.execute_reply": "2024-07-07T20:46:18.690043Z", "shell.execute_reply.started": "2024-07-07T20:46:16.926197Z" }, "id": "PiaOza3BuhHV" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg19/vgg19_weights_tf_dim_ordering_tf_kernels_notop.h5\n", "\u001b[1m80134624/80134624\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n" ] } ], "source": [ "model = build_model()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "execution": { "iopub.execute_input": "2024-07-07T20:46:18.692763Z", "iopub.status.busy": "2024-07-07T20:46:18.692449Z", "iopub.status.idle": "2024-07-07T20:46:18.731961Z", "shell.execute_reply": "2024-07-07T20:46:18.731169Z", "shell.execute_reply.started": "2024-07-07T20:46:18.692737Z" } }, "outputs": [ { "data": { "text/html": [ "
Model: \"functional_1\"\n",
       "
\n" ], "text/plain": [ "\u001b[1mModel: \"functional_1\"\u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
       "┃ Layer (type)                     Output Shape                  Param # ┃\n",
       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
       "│ input_layer (InputLayer)        │ (None, 224, 224, 3)    │             0 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block1_conv1 (Conv2D)           │ (None, 224, 224, 64)   │         1,792 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block1_conv2 (Conv2D)           │ (None, 224, 224, 64)   │        36,928 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block1_pool (MaxPooling2D)      │ (None, 112, 112, 64)   │             0 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block2_conv1 (Conv2D)           │ (None, 112, 112, 128)  │        73,856 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block2_conv2 (Conv2D)           │ (None, 112, 112, 128)  │       147,584 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block2_pool (MaxPooling2D)      │ (None, 56, 56, 128)    │             0 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block3_conv1 (Conv2D)           │ (None, 56, 56, 256)    │       295,168 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block3_conv2 (Conv2D)           │ (None, 56, 56, 256)    │       590,080 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block3_conv3 (Conv2D)           │ (None, 56, 56, 256)    │       590,080 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block3_conv4 (Conv2D)           │ (None, 56, 56, 256)    │       590,080 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block3_pool (MaxPooling2D)      │ (None, 28, 28, 256)    │             0 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block4_conv1 (Conv2D)           │ (None, 28, 28, 512)    │     1,180,160 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block4_conv2 (Conv2D)           │ (None, 28, 28, 512)    │     2,359,808 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block4_conv3 (Conv2D)           │ (None, 28, 28, 512)    │     2,359,808 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block4_conv4 (Conv2D)           │ (None, 28, 28, 512)    │     2,359,808 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block4_pool (MaxPooling2D)      │ (None, 14, 14, 512)    │             0 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block5_conv1 (Conv2D)           │ (None, 14, 14, 512)    │     2,359,808 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block5_conv2 (Conv2D)           │ (None, 14, 14, 512)    │     2,359,808 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block5_conv3 (Conv2D)           │ (None, 14, 14, 512)    │     2,359,808 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block5_conv4 (Conv2D)           │ (None, 14, 14, 512)    │     2,359,808 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block5_pool (MaxPooling2D)      │ (None, 7, 7, 512)      │             0 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ flatten (Flatten)               │ (None, 25088)          │             0 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense (Dense)                   │ (None, 1024)           │    25,691,136 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense_1 (Dense)                 │ (None, 512)            │       524,800 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense_2 (Dense)                 │ (None, 1)              │           513 │\n",
       "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
       "
\n" ], "text/plain": [ "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n", "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n", "│ input_layer (\u001b[38;5;33mInputLayer\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ block1_conv1 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m1,792\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ block1_conv2 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m36,928\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ block1_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ block2_conv1 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m73,856\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ block2_conv2 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m147,584\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ block2_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ block3_conv1 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m295,168\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ block3_conv2 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m590,080\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ block3_conv3 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m590,080\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ block3_conv4 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m590,080\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ block3_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ block4_conv1 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m1,180,160\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ block4_conv2 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m2,359,808\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ block4_conv3 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m2,359,808\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ block4_conv4 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m2,359,808\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ block4_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ block5_conv1 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m2,359,808\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ block5_conv2 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m2,359,808\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ block5_conv3 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m2,359,808\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ block5_conv4 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m2,359,808\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ block5_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ flatten (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25088\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ dense (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m25,691,136\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ dense_1 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m524,800\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ dense_2 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m513\u001b[0m │\n", "└─────────────────────────────────┴────────────────────────┴───────────────┘\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
 Total params: 46,240,833 (176.39 MB)\n",
       "
\n" ], "text/plain": [ "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m46,240,833\u001b[0m (176.39 MB)\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
 Trainable params: 26,216,449 (100.01 MB)\n",
       "
\n" ], "text/plain": [ "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m26,216,449\u001b[0m (100.01 MB)\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
 Non-trainable params: 20,024,384 (76.39 MB)\n",
       "
\n" ], "text/plain": [ "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m20,024,384\u001b[0m (76.39 MB)\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model.summary()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "execution": { "iopub.execute_input": "2024-07-07T20:46:18.733155Z", "iopub.status.busy": "2024-07-07T20:46:18.732917Z", "iopub.status.idle": "2024-07-07T20:46:20.074689Z", "shell.execute_reply": "2024-07-07T20:46:20.073448Z", "shell.execute_reply.started": "2024-07-07T20:46:18.733134Z" }, "id": "qYup8Du-uhHV" }, "outputs": [], "source": [ "plot_model(model, to_file='/kaggle/working/model_plot.png', show_shapes=True, show_layer_names=True)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model_plot = Image.open('model_plot.png')\n", "plt.figure(figsize=(30, 20))\n", "plt.imshow(model_plot)" ] }, { "cell_type": "markdown", "id": "2ea80a15", "metadata": {}, "source": [ "### Compile the Model\n", "**Explanation:** \n", "- **Loss Function:** We use 'binary_crossentropy' as the loss function because we have two classes.\n", "- **Optimizer:** We use the Adam optimizer which adjusts the learning rate dynamically.\n", "- **Metrics:** We track accuracy, precision, recall and binary_accuracy to monitor the performance of the model." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "execution": { "iopub.execute_input": "2024-07-07T20:46:20.076334Z", "iopub.status.busy": "2024-07-07T20:46:20.076019Z", "iopub.status.idle": "2024-07-07T20:46:20.090229Z", "shell.execute_reply": "2024-07-07T20:46:20.089393Z", "shell.execute_reply.started": "2024-07-07T20:46:20.076308Z" }, "id": "xoTSr-uFuhHV" }, "outputs": [], "source": [ "EPOCHS = 40\n", "initial_lr = 1e-5\n", "decay_steps = 10\n", "decay_rate = 1.0\n", "\n", "lr_scheduler = ExponentialDecay(initial_lr, decay_steps, decay_rate)\n", "training_optimizer = Adam(learning_rate=lr_scheduler)\n", "early_stopping = EarlyStopping(monitor='val_loss', patience=5, restore_best_weights=True)\n", "\n", "model.compile(optimizer=training_optimizer, loss='binary_crossentropy', metrics=['accuracy','precision','recall','auc','binary_accuracy'])" ] }, { "cell_type": "markdown", "id": "87ed9087", "metadata": {}, "source": [ "### Train the Model\n", "**Explanation:** \n", "- **Epochs:** Number of times the entire training dataset is passed forward and backward through the neural network.\n", "- **Batch Size:** Number of training examples utilized in one iteration.\n", "- **Validation Data:** Helps in monitoring the model's performance on unseen data during training to tune hyperparameters and avoid overfitting." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "execution": { "iopub.execute_input": "2024-07-07T20:46:20.091659Z", "iopub.status.busy": "2024-07-07T20:46:20.091336Z", "iopub.status.idle": "2024-07-07T21:07:11.394384Z", "shell.execute_reply": "2024-07-07T21:07:11.393544Z", "shell.execute_reply.started": "2024-07-07T20:46:20.091631Z" }, "id": "TwUNsoWxuhHV" }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0ef19cfbc8884e53ac8cc11f41495c68", "version_major": 2, "version_minor": 0 }, "text/plain": [ "0epoch [00:00, ?epoch/s]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8030089ff8f6456a84793e1e7784e931", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0.00/204 [00:00" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "metrics=['accuracy','precision','recall','auc','binary_accuracy']\n", "\n", "for metric in metrics:\n", " plot_metric(metric)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "execution": { "iopub.execute_input": "2024-07-07T21:10:09.921275Z", "iopub.status.busy": "2024-07-07T21:10:09.920653Z", "iopub.status.idle": "2024-07-07T21:10:13.567350Z", "shell.execute_reply": "2024-07-07T21:10:13.566553Z", "shell.execute_reply.started": "2024-07-07T21:10:09.921241Z" }, "id": "n-y2IJC1uhHW" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m19/19\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 153ms/step\n", "Accuracy: 0.9810017271157168\n" ] } ], "source": [ "y_pred = model.predict(x_test_scaled)\n", "y_predict = [1 if elem >= 0.5 else 0 for elem in y_pred]\n", "\n", "y_pred = y_predict\n", "acc = accuracy_score(y_test, y_pred)\n", "print(\"Accuracy: \", acc)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The high accuracy of **0.9810017271157168** demonstrates the effectiveness of the VGG19 model with transfer learning in detecting COVID-19 from X-ray images. This reflects the successful application of data preprocessing, augmentation, and model training techniques." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "execution": { "iopub.execute_input": "2024-07-07T21:10:23.761494Z", "iopub.status.busy": "2024-07-07T21:10:23.760829Z", "iopub.status.idle": "2024-07-07T21:10:23.776307Z", "shell.execute_reply": "2024-07-07T21:10:23.775541Z", "shell.execute_reply.started": "2024-07-07T21:10:23.761462Z" }, "id": "EJA0IBiquhHW" }, "outputs": [ { "data": { "text/plain": [ "' precision recall f1-score support\\n\\n covid 0.96 1.00 0.98 284\\n normal 1.00 0.96 0.98 295\\n\\n accuracy 0.98 579\\n macro avg 0.98 0.98 0.98 579\\nweighted avg 0.98 0.98 0.98 579\\n'" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "report = classification_report(y_test, y_pred, target_names=['covid', 'normal'])\n", "report" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "execution": { "iopub.execute_input": "2024-07-07T21:10:58.129365Z", "iopub.status.busy": "2024-07-07T21:10:58.128752Z", "iopub.status.idle": "2024-07-07T21:10:58.336485Z", "shell.execute_reply": "2024-07-07T21:10:58.335613Z", "shell.execute_reply.started": "2024-07-07T21:10:58.129334Z" }, "id": "lYY538eCuhHW" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[284 0]\n", " [ 11 284]]\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "conf_matrix = confusion_matrix(y_test, y_pred)\n", "print(conf_matrix)\n", "\n", "sns.heatmap(conf_matrix, annot=True, fmt='d', cmap='BuPu')\n", "\n", "labels = ['covid', 'normal']\n", "plt.xticks(np.arange(len(labels)) + 0.5, labels)\n", "plt.yticks(np.arange(len(labels)) + 0.5, labels)\n", "\n", "plt.xlabel('Predicted Labels')\n", "plt.ylabel('True Labels')\n", "plt.title('Confusion Matrix for Covid Detection')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "execution": { "iopub.execute_input": "2024-07-07T21:11:08.530453Z", "iopub.status.busy": "2024-07-07T21:11:08.529755Z", "iopub.status.idle": "2024-07-07T21:11:08.536844Z", "shell.execute_reply": "2024-07-07T21:11:08.535785Z", "shell.execute_reply.started": "2024-07-07T21:11:08.530422Z" }, "id": "7yPDP9byuhHX" }, "outputs": [ { "data": { "text/plain": [ "(224, 224, 3)" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.iloc[0, 2].shape" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "execution": { "iopub.execute_input": "2024-07-07T21:15:12.962732Z", "iopub.status.busy": "2024-07-07T21:15:12.962360Z", "iopub.status.idle": "2024-07-07T21:15:12.969676Z", "shell.execute_reply": "2024-07-07T21:15:12.968685Z", "shell.execute_reply.started": "2024-07-07T21:15:12.962704Z" }, "id": "FaGVQlkcuhHX" }, "outputs": [], "source": [ "def show_predictions(n):\n", " for _ in range(n):\n", " random_index = random.randint(0, len(df) - 1)\n", " random_row = df.iloc[random_index]\n", " image_path = random_row['image']\n", " label = random_row['class']\n", "\n", " prediction = model.predict(np.expand_dims(random_row['processed_image'] / 255.0, axis=0))\n", " prediction = 'normal' if prediction >= 0.5 else 'covid' \n", " img = Image.open(image_path)\n", " plt.figure(figsize=(5, 5))\n", " plt.imshow(img)\n", " plt.title(f'Prediction: {prediction}, Label: {label}')\n", " plt.axis('off')\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "execution": { "iopub.execute_input": "2024-07-07T21:15:14.673897Z", "iopub.status.busy": "2024-07-07T21:15:14.673079Z", "iopub.status.idle": "2024-07-07T21:15:15.969665Z", "shell.execute_reply": "2024-07-07T21:15:15.968741Z", "shell.execute_reply.started": "2024-07-07T21:15:14.673862Z" }, "id": "zzXzGyPXuhHY" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_predictions(5)" ] } ], "metadata": { "accelerator": "GPU", "colab": { "gpuType": "T4", "provenance": [] }, "kaggle": { "accelerator": "nvidiaTeslaT4", "dataSources": [ { "datasetId": 576013, "sourceId": 3324348, "sourceType": "datasetVersion" } ], "dockerImageVersionId": 30733, "isGpuEnabled": true, "isInternetEnabled": true, "language": "python", "sourceType": "notebook" }, "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": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 4 }