Brain MRI Screening Tool with Federated Learning
Roman Stoklasa Ioannis Stathopoulos Efstratios Karavasilis Efstathios Efstathopoulos Marek Dostál Miloš Keřkovský Michal Kozubek Luigi Serio
In clinical practice, we often see significant delays between MRI scans and
the diagnosis made by radiologists, even for severe cases. In some cases, this
may be caused by the lack of additional information and clues, so even the
severe cases need to wait in the queue for diagnosis. This can be avoided if
there is an automatic software tool, which would supplement additional
information, alerting radiologists that the particular patient may be a severe
case.
  We are presenting an automatic brain MRI Screening Tool and we are
demonstrating its capabilities for detecting tumor-like pathologies. It is the
first version on the path toward a robust multi-pathology screening solution.
The tool supports Federated Learning, so multiple institutions may contribute
to the model without disclosing their private data.