4 papers
Beyond Segmentation: Structurally Informed Facade Parsing from Imperfect Images
Maciej Janicki, Aleksander Plocharski, Przemyslaw Musialski
Standard object detectors typically treat architectural elements independently, often resulting in facade parsings that lack the structural coherence required for downstream proced…
What a Comfortable World: Ergonomic Principles Guided Apartment Layout Generation
Piotr Nieciecki, Aleksander Plocharski, Przemyslaw Musialski
Current data-driven floor plan generation methods often reproduce the ergonomic inefficiencies found in real-world training datasets. To address this, we propose a novel approach t…
A Finite Difference Approximation of Second Order Regularization of Neural-SDFs
Haotian Yin, Aleksander Plocharski, Michal Jan Wlodarczyk +1
We introduce a finite-difference framework for curvature regularization in neural signed distance field (SDF) learning. Existing approaches enforce curvature priors using full Hess…
FlatCAD: Fast Curvature Regularization of Neural SDFs for CAD Models
Haotian Yin, Aleksander Plocharski, Michal Jan Wlodarczyk +2
Neural signed-distance fields (SDFs) are a versatile backbone for neural geometry representation, but enforcing CAD-style developability usually requires Gaussian-curvature penalti…