 International challenges have become the de facto standard for comparative assessment of image analysis algorithms. Here, the authors present the results of a biomedical image segmentation challenge, showing that a method capable of performing well on multiple tasks will generalize well to a previously unseen task. This article was authored by Mikayla Antonelli, Anika Wainka, Spirit and Barkas, and others.