PERCEIVE aims at creating a new way to perceive, preserve, curate, exhibit, understand and access colored Cultural Heritage collections and Digital Artworks, promoting their re-appropriation. The EU-funded PERCEIVE project is working to develop a reliable method for studying, reconstructing, rendering, exhibiting and reappropriating these collections. PERCEIVE results will advance the digital capabilities of scientists and cultural institutions through a service-based AI and image-based rendering architecture and toolkit, as well as a new design theory for on-site and remote XR and hybrid experiences based on concepts of care, participation and authenticity. Moreover, it will develop a design toolkit for educators and creative industries.