Constrained Layout Generation with Factor Graphs

arXiv:2404.00385v1 Announce Type: cross
Abstract: This paper addresses the challenge of object-centric layout generation under spatial constraints, seen in multiple domains including floorplan design process. The design process typically involves specifying a set of spatial constraints that include object attributes like size and inter-object relations such as relative positioning. Existing works, which typically represent objects as single nodes, lack the granularity to accurately model complex interactions between objects. For instance, often only certain parts of an object, like a room's …

abstract arxiv challenge constraints cs.ai cs.cv cs.lg design domains graphs multiple object paper process relations set spatial type