Roberto Souza

Combining General and Domain-Specific Pretext Tasks for Brain MR Image Segmentation

A key challenge in medical image analysis is the scarcity of large annotated datasets for specific populations and diseases. As deep learning models rely heavily on labeled data, effective transfer learning strategies are needed to reduce the dependence on manual annotations. Self-supervised learning has emerged as a p...