Skip to content

Classifies the stage of Alzheimer's Disease Progression

Notifications You must be signed in to change notification settings

arijitde92/AD_Classification_App

 
 

Repository files navigation

Alzheimer's Disease Classification Web App

Introduction

This is a web application built with Python, Flask and MySQL where users can submit samples of their 3D MRI scan and get the diagnosis results. The classification algorithm is based on the paper-

De, Arijit, and Ananda S. Chowdhury. "DTI based Alzheimer’s disease classification with rank modulated fusion of CNNs and random forest." Expert Systems with Applications 169 (2021): 114338.

Direct link of the paper is here.

This app can only classify an MRI image among four classes - Alzheimer's Disease (AD), Late Mild Cognitive Impairment (LMCI), Early Mild Cognitive Impairment (EMCI) and Normal (N). This repository contains only the trained model. The code for training the model and the implementation of the above paper can be found here

Running instructions

  1. Make sure you have all the necessary packages mentioned here installed in your local machine.
  2. git clone this repository to your local machine
  3. Go inside the directory "AD_Classification_App"
  4. Run command python -m flask run
  5. Go to the URL provided in the terminal
  6. Login or Register
  7. After Login, submit an MRI image of the brain having file format ".nii". After submission, you will get the diagnosis.

Releases

No releases published

Packages

No packages published

Languages

  • Python 61.2%
  • HTML 17.9%
  • CSS 16.6%
  • JavaScript 4.3%