isabella232 / retinal-image-classification

This repo contains Azure Machine Learning Package for Computer Vision scripts for retinal OCT image classification.

Azure Machine Learning Package for Computer Vision scripts for retinal OCT image classification

NOTE This content is no longer maintained. Visit the Azure Machine Learning Notebook project for sample Jupyter notebooks for ML and deep learning with Azure Machine Learning.

My work is inspired by a paper published in Cell this year: Kermany et al., 2018 Cell “Identifying Medical Diagnosis and Treatable Diseases by Image-Based Deep learning” .

The OCT images used in this study can be downloaded from https://data.mendeley.com/datasets/rscbjbr9sj/2 The set up Azure MAchine Learning Package for Computer Vision is https://docs.microsoft.com/en-us/python/api/overview/azure-machine-learning/computer-vision?view=azure-python

With the advantage of high-level python API that Azure Machine Learning Package for Computer Vision provides, we got the whole training and testing pipeline finished within a couple of hours and a better result compared with what's reported in the original paper.