Retina Classification Using Convolutional Neural Networks | RISE Tutorial – June 20, 2025
Join Hernán Andrés Morales Navarrete from Universidad de las Américas Ecuador for a deep dive into using Convolutional Neural Networks (CNNs) for medical image classification! In this RISE tutorial, we'll explore how to detect retinopathy in fundus images.
What you'll learn:
The basics of deep learning in medical image analysis.
How to preprocess retina images and handle class imbalance.
Training and evaluating various CNN architectures (custom and pretrained).
Visualizing model performance and interpreting results with CAMs.
Audience:
Intermediate (basic Python and deep learning knowledge recommended).
You can find the notebook of this tutorial using this link:
https://tutorial.rise-miccai.org/Beginner_tuto/Retina_classification_using_CNN_.html
#DeepLearning #MedicalImaging #CNN #Retinopathy #AI #ComputerVision #RISETutorials
Join Hernán Andrés Morales Navarrete from Universidad de las Américas Ecuador for a deep dive into using Convolutional Neural Networks (CNNs) for medical image classification! In this RISE tutorial, we’ll explore how to detect retinopathy in fundus images.
What you’ll learn:
The basics of deep learning in medical image analysis.
How to preprocess retina images and handle class imbalance.
Training and evaluating various CNN architectures (custom and pretrained).
Visualizing model performance and interpreting results with CAMs.
Audience:
Intermediate (basic Python and deep learning knowledge recommended).
You can find the notebook of this tutorial using this link:
https://tutorial.rise-miccai.org/Beginner_tuto/Retina_classification_using_CNN_.html
#DeepLearning #MedicalImaging #CNN #Retinopathy #AI #ComputerVision #RISETutorials
