Helmholtz Imaging Annual Conference 2025

Session

AI for Image Analysis Part 2

Talk 27

27 Jun 2025, 12:40

Schinkelhalle Potsdam

Conveners

AI for Image Analysis Part 2: ConText Transformer: Text-guided Instance Segmentation in Scientific Imaging

• Eric Upschulte (University Hospital Düsseldorf, Cécile & Oscar Vogt Institute for Brain Research)

62. ConText Transformer: Text-guided Instance Segmentation in Scientific Imaging

Scientific imaging gives rise to a multitude of different segmentation tasks, in many cases addressed with manually annotated datasets. We collected a large number of such heterogeneous datasets, consisting of over 10 million instance annotations, and demonstrate that in a multi-task setting, segmentation models at this scale cannot be trained effectively by only using image-based supervised...