VirTues architecture Multiplexed imaging data pose modality-specific challenges to the development of scalable machine learning algorithms. The images represent high-dimensional samples, characterized by a large number of measured channels and high spatial resolutions. Further, the total number as well as the combination of channels varies between datasets as studies use different marker panels. These characteristics