The focus of this workshop is to bring together researchers from industry and academia who focus on both distributed and privacy-preserving machine learning for vision and imaging. These topics are of increasingly large commercial and policy interest. It is therefore important to build a community for this research area, which involves collaborating researchers that share insights, code, data, benchmarks, training pipelines, etc., and together aim to improve the state of privacy in computer vision.