When: Wednesday 8 November 2023, 12.00-13.00h
Where: tbd
Abstract:
Over the last century, medical imaging has fundamentally revolutionised medicine. In this century, machine learning seems poised to once more revolutions healthcare. Applications in medical image analysis are among those that stand to gain the most from this new technology. It offers the promise to massively accelerate assessment of medical images, allow clinicians to make fewer mistakes, and open new possibilities in diagnosing and treatment of pathologies. As the rapid advancements in AI continue, questions regarding how the technology will be integrated into clinical workflows, and what technical requirements it must meet, become increasingly important. In this talk, I will give an overview of our group's research in the areas of interpretable and robust ML for medical image analysis which lie at the root of those questions.