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Maria Shugrina

6 accepted papers

2026

Adaptive Volumetric Mechanical Property Fields Invariant to Resolution

ICML 2026poster

Accurate mechanical properties (or materials) Young's modulus ($E$), Poisson's ratio ($\nu$) and density ($\rho$) are essential for reliable physics simulation of digital worlds, but most 3D assets lack this information. We propose AdaVoMP, a method for predicting accurate dense spatially-varying $(…

Cited by 0SourceScholar
2026

VoMP: Predicting Volumetric Mechanical Property Fields

ICLR 2026poster

Physical simulation relies on spatially-varying mechanical properties, typically laboriously hand-crafted. We present the first feed-forward model to predict fine-grained mechanical properties, Young’s modulus($E$), Poisson’s ratio($\nu$), and density($\rho$), throughout *the volume* of 3D objects.…

Cited by 0SourcecodeScholar
2021

3DStyleNet: Creating 3D Shapes With Geometric and Texture Style Variations

ICCV 2021poster

We propose a method to create plausible geometric and texture style variations of 3D objects in the quest to democratize 3D content creation. Given a pair of textured source and target objects, our method predicts a part-aware affine transformation field that naturally warps the source shape to imit…

Cited by 75PDFScholar
2021

ATISS: Autoregressive Transformers for Indoor Scene Synthesis

NeurIPS 2021poster

The ability to synthesize realistic and diverse indoor furniture layouts automatically or based on partial input, unlocks many applications, from better interactive 3D tools to data synthesis for training and simulation. In this paper, we present ATISS, a novel autoregressive transformer architectur…

2019

Neural Turtle Graphics for Modeling City Road Layouts

ICCV 2019oral

We propose Neural Turtle Graphics (NTG), a novel generative model for spatial graphs, and demonstrate its applications in modeling city road layouts. Specifically, we represent the road layout using a graph where nodes in the graph represent control points and edges in the graph represents road segm…

Cited by 104PDFScholar