arundasan91 / Diabetic-Retinopathy

A Deep Learning Approach To Screen Diabetic Retinopathy from Retinal Fundus Images.

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A Deep Learning Approach To Screen Diabetic Retinopathy from Retinal Fundus Images.

The initial idea of opening this repository was to host the scripts that I created for the Kaggle DR competition. Now, as some of my machine leanring projects are moving to healthcare and telemedicine, I am hoping to use this repo as a place to share not only code, but ideas and findings.

Data Preprocessing

Majority of the processing is done using CLAHE technique. You can read more about it here and here. It gives a unique contrast improvement over many other techniques I tried. Please take a look at the image below:

CLAHE_RETINA

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A Deep Learning Approach To Screen Diabetic Retinopathy from Retinal Fundus Images.


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Language:Jupyter Notebook 51.8%Language:Python 48.2%