Developing deep learning methods to diagnose ophthalmic and other diseases, as well as identify, locate and quantify disease features.
Developing deep learning methods to generalize algorithms that were trained on datasets from one device or modality to other imaging devices and modalities without laboriously collecting additional annotations
Developing machine learning methods to isolate and quantify the contribution of variables to outcomes. For example, the contribution of genes or proteins to a certain disease.