Researchers mining image data are gaining momentum: papers are shifting from proof-of-principle to biological discovery. But we are not yet much of a true community, beyond reading each others’ papers and a few pairwise interactions at conferences. We would like to change this by bringing everyone together in the same room! Collectively, we have tremendous knowledge and insights into this challenging field.