AI RESEARCH

Geometry-Editable and Appearance-Preserving Object Compositon

arXiv CS.CV

ArXi:2505.20914v2 Announce Type: replace General object composition (GOC) aims to seamlessly integrate a target object into a background scene with desired geometric properties, while simultaneously preserving its fine-grained appearance details. Recent approaches derive semantic embeddings and integrate them into advanced diffusion models to enable geometry-editable generation. However, these highly compact embeddings encode only high-level semantic cues and inevitably discard fine-grained appearance details. We