/Diabetic-Retinopathy-Detection_WebApp

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Diabetic Retinopathy Detection

Hello guys, I am trying to build the web app in diabetic retinopahy detection (Practise Problem)

This below picture is different kind of diabetic patient eye variation

3

This below one is my visualization of data! This data are appling in gaussian filter and resize(224*224) of low memory data

retina_visual

Below all steps follow in this folder: End2End_CNNModel_api_webapp

Steps:

  1. In my first step, I am preprocessing,train & save the model

  2. Api service(Fastapi) - Backend

  3. web app - Frontend - Using Gradio

Screenshot from 2023-01-23 22-06-33

Reference:

  1. https://www.kaggle.com/code/archietram/dr-fastai-v0
  2. https://www.kaggle.com/code/parisanahmadi/dl-diabetic-retinopathycdetection-95-acc-cnn

Thanks for visiting guys