Giter VIP home page Giter VIP logo

detect_covid_19_and_pneumnonia's Introduction

DETECTION OF COVID-19 OR PNEMONIA USING X-RAY IMAGES

Include your name and ID here:

1. Victor Umesiobi Q2094871
2.Jingqi Yuan P1179164
3. Jieyun Zhang P1180504
4.Dingding Yao P1180133
5.Ruchen Liu (p1180236)

Problem Statement

In 2020, covid hit the world, and we have x-ray images of the chest region and we want to be able to easily detect covid and its difference from pnemonia

Dataset

https://www.kaggle.com/datasets/amanullahasraf/covid19-pneumonia-normal-chest-xray-pa-dataset/data

Decision

  1. What kind of model do we use to train and why
  2. Cleaning and preparation of data
  3. Differences and relationships between data (showing graphs) - (Zhang)
  4. Training of data (victor)
  5. Inference (show graphs and accuracy) (yuan)
  6. Integrate with open cv (liu & Yao)
  7. Pratical use (phone application uses our model) (liu & Yao)

Accuracy: 88.98% Precision: 89.55% Recall: 88.98% F1 Score: 89.02% Confusion Matrix: [[421 26 4] [ 39 418 7] [ 16 60 388]]

To Run the Project

To Run the Project on Mobile

Install the android apk on your phone and scan x-ray images Download X-ray Detector Android App

To Run the Project without Mobile Application

Watch the video we've preprared and use the api API FOR PREDICTING X-RAY

Video

detect_covid_19_and_pneumnonia's People

Contributors

vicksemmanuel avatar shdguldan avatar ddd0709 avatar ryuruchen avatar yolo3o avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.