https://github.com/aaronmcleancs/cvv_15m_sars-cov-2

Convolutional Neural Network for SARS-CoV-2 X-ray Classification | Optimized for Apple silicon
https://github.com/aaronmcleancs/cvv_15m_sars-cov-2

aws numpy python tensorflow

Last synced: 25 days ago
JSON representation

Convolutional Neural Network for SARS-CoV-2 X-ray Classification | Optimized for Apple silicon

• Host: GitHub
• URL: https://github.com/aaronmcleancs/cvv_15m_sars-cov-2
• Owner: aaronmcleancs
• Created: 2024-09-25T12:14:39.000Z (3 months ago)
• Default Branch: main
• Last Pushed: 2024-10-18T05:34:17.000Z (3 months ago)
• Last Synced: 2024-12-07T07:40:22.443Z (25 days ago)
• Topics: aws, numpy, python, tensorflow
• Language: Python
• Homepage:
• Size: 2.61 MB
• Stars: 2
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
COVID-19 X-ray Classification

  

    

      COVID-19


      

    

    

      Normal


      

    

    

      Viral Pneumonia


      

    

  

![training_history](https://github.com/user-attachments/assets/2dca8db6-960b-4c41-a1ac-67424b609970)

Implementation of a Convolutional Neural Network (CNN) for classifying chest X-ray images into three categories: COVID-19, Normal, and Viral Pneumonia using TensorFlow, AWS, and Keras for training and evaluation on apple M-series CPUs

Download Dataset: https://www.kaggle.com/datasets/tawsifurrahman/covid19-radiography-database

Download Weights: https://www.mediafire.com/file/q6n3zrrj1cqxkml/chest_xray_classifier_final.h5/file

Usage: 

pip install -r requirements.txt

python SARS-CoV-2_Tensor.py

python SARS-CoV-2_RunModel.py path/to/image.jpg