Author

John Femiani

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Preprint Sep 2026

Atlases Are Already Inside: Recovering Population Templates from Pretrained Diffusion Models

We present a new inference-time sampler for diffusion models that gives a pretrained model a capability it was never trained for: constructing the atlas of the population it synthesizes. The sampler converges from every random seed to the population's central anatomy, which we call the \emph{intrinsic atlas}. The advan...

Jian Shi, John Femiani, Peter Wonka · 0 citations

#artificial intelligence Jun 2026

Architect-Ant: Editable Automatic Furnishing of Architectural Floor Plans

AntPlan, a curated dataset of 505 real professional architectural floor plans with dense furniture annotations spanning 92 object classes and ten residential room categories, and Architect-Ant, a framework for generating furniture layouts are introduced, enabling direct constraint-aware layout generation without relyin...

F. Rodionov, Aleksandar Cvejic, Michael Birsak et al. · arXiv.org · 0 citations