One of the key challenges of machine learning is the need for large amounts of data. Gathering training datasets for machine learning models poses privacy, security, and processing risks that ...

Medical imaging enables rapid and accurate diagnosis of COVID-19, with CT scans proving especially effective. However, data privacy concerns limit collaborative model development across hospitals. To ...

Brain tumors account for roughly one in four cancer-related deaths. The task of brain tumor segmentation is particularly challenging, as different tumor types require distinct segmentation approaches.