ObjectGINs
ObjectGINs, or Object-Oriented Generative Instance Networks, are a novel approach in the field of generative modeling. They represent a departure from traditional generative architectures by focusing on decomposing complex data distributions into a hierarchy of simpler, object-centric components. This object-oriented perspective allows for more structured and interpretable generation.
The core idea behind ObjectGINs is to learn a generative process that first defines high-level object identities
These networks typically employ a hierarchical structure where lower levels are responsible for generating the features