We propose a network of National Imaging Centers that provide collaborative, interdisciplinary spaces needed for developing, applying and teaching advanced biological imaging techniques. Our proposal is based on recommendations from an NSF sponsored workshop on realizing the promise of innovations in imaging and computation for biological discovery.