Kelly Botteron

Local Spatiotemporal Representation Learning for Longitudinally-consistent Neuroimage Analysis

Recent self-supervised advances in medical computer vision exploit the global and local anatomical self-similarity for pretraining prior to downstream tasks such as segmentation. However, current methods assume i.i.d. image acquisition, which is invalid in clinical study designs where follow-up long…