santhoshsivanva / CXR_server

The CXR Server is a server-side application designed to process chest X-ray images and detect signs of COVID-19 using machine learning. The application is built using Flask, a popular Python web framework, and is hosted on an EC2 AWS instance. The CXR images are stored in an S3 bucket, which is accessed through the application.

CXR Server

The CXR Server is a server-side application designed to process chest X-ray images and detect signs of COVID-19 using machine learning. The application is built using Flask, a popular Python web framework, and is hosted on an EC2 AWS instance. The CXR images are stored in an S3 bucket, which is accessed through the application.

API Website

The server-side application is hosted on the following website: covidapiss.site

Usage

To use the CXR server, send a POST request to the server's API endpoint with a JSON payload containing the image's filename, which is stored on the S3 bucket. The server will respond like covid or not.

import requests
import json

url = 'http://covidxapiss.site/'

filename = 'patient001.jpg'

data = {'filename': filename}

response = requests.post(url, json=data)

if response.status_code == 200:
    cxr_detect = response.text
    # process the CXR image as required
    
else:
    print('Failed to get CXR image from server.')

Our deep learning Model

Using densenet121 with PEPX design architecture.

Our team is currently working on a research paper

Deployement Diagram

License

This project is licensed under the MIT License. See the LICENSE file for details.