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

~15M Parameter Convolutional Neural Network for SARS-CoV-2 X-ray Image Classification | Optimized for M1 Pro with tensorflow-metal
https://github.com/aaronmcleancs/cvv_15m_sars-cov-2

aws numpy python tensorflow

Last synced: about 1 month ago
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~15M Parameter Convolutional Neural Network for SARS-CoV-2 X-ray Image Classification | Optimized for M1 Pro with tensorflow-metal

• Host: GitHub
• URL: https://github.com/aaronmcleancs/cvv_15m_sars-cov-2
• Owner: aaronmcleancs
• Created: 2024-09-25T12:14:39.000Z (about 2 months ago)
• Default Branch: main
• Last Pushed: 2024-10-13T23:22:20.000Z (about 1 month ago)
• Last Synced: 2024-10-17T16:09:07.984Z (about 1 month ago)
• Topics: aws, numpy, python, tensorflow
• Language: Python
• Homepage:
• Size: 2.5 MB
• Stars: 0
• 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 CVV](https://github.com/user-attachments/assets/592afbd7-3a29-4c3c-bb47-b4811fe076e3)

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