In a context of massively produced and viewed visual data, the main objective of the COMPACT team is to develop data compression and processing algorithms based on strong theoretical foundations. Leveraging its expertise in signal and image processing, information theory, and statistical machine learning, the team addresses the problem of compression comprehensively. Thus, compression and processing algorithms are proposed, accompanied by theoretical guarantees regarding content preservation and information theoretical compression bounds.