https://github.com/rafat3000/covid-19-xray-dl-classification-transfer-learning-

Build Model Covid-19 Xray using CNN & Transfer learning
https://github.com/rafat3000/covid-19-xray-dl-classification-transfer-learning-

cnn-classification denec densenet121 generator keras-tensorflow matplotlib numpy pandas plotly resnet seaborn sk vgg16

Last synced: about 2 months ago
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Build Model Covid-19 Xray using CNN & Transfer learning

• Host: GitHub
• URL: https://github.com/rafat3000/covid-19-xray-dl-classification-transfer-learning-
• Owner: Rafat3000
• Created: 2024-09-28T05:22:16.000Z (3 months ago)
• Default Branch: main
• Last Pushed: 2024-09-28T06:15:42.000Z (3 months ago)
• Last Synced: 2024-10-22T08:51:18.521Z (2 months ago)
• Topics: cnn-classification, denec, densenet121, generator, keras-tensorflow, matplotlib, numpy, pandas, plotly, resnet, seaborn, sk, vgg16
• Language: Jupyter Notebook
• Homepage:
• Size: 220 KB
• Stars: 3
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# COVID-19 X-ray DL Classification Using Transfer Learning

![COVID-19 X-ray Classification](https://www.human.de/_default_upload_bucket/8605/image-thumb__8605__auto_84ef03aa9f476061a93ee83d1106546c/csm_20200608_Graphic_Header.png)

## Introduction

This project aims to develop a deep learning model for the classification of COVID-19 using X-ray images. By leveraging convolutional neural networks (CNN) and transfer learning techniques, this model utilizes pre-trained architectures such as VGG16, ResNet, and DenseNet to improve the efficiency and accuracy of COVID-19 detection from medical images. The dataset includes train and test sets of X-ray images, and the project is implemented using Python with TensorFlow and Keras frameworks.

## Project Overview

- **Objective**: To classify COVID-19 from X-ray images using CNN and transfer learning.

- **Frameworks**: TensorFlow, Keras

- **Models**: VGG16, ResNet, DenseNet

- **Techniques**: Transfer learning, CNN

## Useful Links

- **Project Code**: [COVID-19 X-ray DL Classification - Transfer Learning](https://www.kaggle.com/code/rafatalzakout/covid-19-xray-dl-classification-transfer-learning)

- **Dataset**: [COVID-19 X-ray Dataset (Train-Test Sets)](https://www.kaggle.com/datasets/khoongweihao/covid19-xray-dataset-train-test-sets)

## Tags

`Python`, `TensorFlow`, `Keras`, `CNN`, `VGG16`, `ResNet`, `DenseNet`, `Transfer Learning`, `COVID-19`