University of LiègeULgFaculty of EngineeringFacSALibrary News   
Seminar : Specific considerations when applying machine learning models to medical imaging

Abstract:

The last two decades have seen an increase in the application of machine learning models to medical imaging, both in research and in real-life settings. There are however concerns on the limitations of such models, in terms of generalization ability (especially in the presence of confounding variables) or in terms of interpretation and accountability.
In this talk, we will explore these limitations in depth, as well as present promising avenues of research. Potential solutions will also be put into perspective in the current era of deep learning.