Using a global 3D proxy with Point-anchored Sparse Structure Flow enables spatially aligned and geometrically consistent 3D proxy generation for high-fidelity image-to-scene generation

we propose a Point-anchored Sparse Structure~(PaSS) Flow module that predicts a spatially aligned and geometrically consistent 3D proxy

http://arxiv.org/abs/2608.27073v1