Slot attention has shown remarkable object-centric representation learning performance in computer vision tasks without requiring any supervision. Despite of its object-centric binding ability brought by compositional modelling, as a deterministic module, slot attention lacks the ability to generate novel scenes. In this paper, we propose the Slot-VAE, a generative model that integrates slot attention with the hierarchical VAE framework for object-centric structured image generation. From each i…