Giter VIP home page Giter VIP logo

eye-disease-identifier's Introduction

Eye-Disease-Identifier

A desktop application implemented in Python that uses a convolutional neural network to predict a variety of eye diseases.

Requirements

  • Python 3.5+
  • Keras
  • TensorFlow
  • OpenCV
  • Kivy

Running the Project

  1. Install all the required modules listed above and ensure everything is up to date.
  2. Ensure the DATA_DIRECTORY variable in the Eye Disease Identifier - CNN.py file is set with the correct file path to the Eye_Images file on your system.
  3. Run Eye Disease Identifier - CNN.py to train the CNN model if you have made adjustments, however the model is already saved as 64x0-CNN.model.
  4. Run main.py to start up the application.

Future Contributions

The current data sets are small and would require more data to further increase the accuracy of the model. Other adjustments could include methods to balance out the data such as oversampling of majority classes. The GUI is fairly basic and will require modifications to improve user experience.

eye-disease-identifier's People

Contributors

cbatu1 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.