Memory is a core aspect of human intelligence, and artificial memory systems have recently seen a resurgence through foundational breakthroughs. At the same time, advances in computer vision, especially through generative AI, have enabled models to synthesize realistic imagery and understand complex scenes with remarkable generalization. Despite their shared relevance to cognition, memory and vision have evolved largely as separate fields. MemVis is the dedicated platform organized around the growing need to unify memory and vision, in the development of intelligent AI systems that can process, store, and recall visual information in a more human-like manner.