 Multiplexed imaging technologies can reveal the complex cellular and molecular profiles of tissue. Here, the authors develop and implement a denoising pipeline to significantly enhance imaging mass-cytometry quality, and improve single-cell analyses. This article was authored by Peng Lu, Caroline Oetjen, Dianne Bender, and others.