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mri_eml's Introduction

Ensemble Learning for Brain Tumor Classification

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App Screenshot

BRAINY is a webapp that classifies MRI images of the brain to detect the type of brain tumor a patient has. The webapp uses ensemble machine learning, specifically majority voting. It utilizes five models to determine the final result: EfficientNetB1, EfficientNetB1+LSTM, InceptionV3, ResNet, and VGG16. Detection

Features

BRAINY is equipped with several features including:

  • Authentication
  • MRI Classification
  • User History

App

Installation

to start developmenet with Tailwind , make sure to run it with runserver

npm install tailwindcss cross-env postcss-import postcss-simple-vars postcss-nested flowbite @tailwindcss/typography @tailwindcss/aspect-ratio --save-dev 
pip install -r requirement.txt

to run the server

python manage.py runserver

Run Tailwind CSS

python manage.py tailwind start

Models link:

https://drive.google.com/drive/folders/1_5oMUmwwQRvEs_ICWAonNplaTB7WO34Z?usp=sharing

The App Map

~\brainproject
    ~\brainproject   #project Settings
    ~\brainy         #Main Application
        ~\static
        ~\templates
    ~\media          #The models saved here
    ~\theme  
        ~\static_src #tailwind Configuration   

mri_eml's People

Contributors

elyasse-d avatar

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