Compositional 3D Scene Synthesis with Scene Graph Guided Layout-Shape Generation

arXiv:2403.12848v1 Announce Type: new
Abstract: Compositional 3D scene synthesis has diverse applications across a spectrum of industries such as robotics, films, and video games, as it closely mirrors the complexity of real-world multi-object environments. Early works typically employ shape retrieval based frameworks which naturally suffer from limited shape diversity. Recent progresses have been made in shape generation with powerful generative models, such as diffusion models, which increases the shape fidelity. However, these approaches separately treat 3D shape generation and layout …

abstract applications arxiv complexity cs.cv diverse diverse applications diversity environments films frameworks games graph industries object retrieval robotics spectrum synthesis type video video games world