Ivan Svatko

Deep Learning for Bioimaging: What are we actually learning?

Representation learning has driven major advances in natural image analysis by enabling models to acquire high-level semantic features. In microscopy imaging, however, it remains unclear what current representation learning methods actually learn. In this work, we conduct a systematic study of repre…