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Kaiyu Guan

4 accepted papers

2025

Demeter: A Parametric Model of Crop Plant Morphology from the Real World

ICCV 2025poster

Learning 3D parametric shape models of objects has gained popularity in vision and graphics and has showed broad utility in 3D reconstruction, generation, understanding, and simulation. While powerful models exist for humans and animals, equally expressive approaches for modeling plants are lacking.…

Cited by 0SourcePDFScholar
2024

Physical Property Understanding from Language-Embedded Feature Fields

CVPR 2024poster

Can computers perceive the physical properties of objects solely through vision? Research in cognitive science and vision science has shown that humans excel at identifying materials and estimating their physical properties based purely on visual appearance. In this paper we present a novel approach…

Cited by 12SourcePDFScholar
2023

Structure from Duplicates: Neural Inverse Graphics from a Pile of Objects

NeurIPS 2023poster

Abstract Our world is full of identical objects (\emph{e.g.}, cans of coke, cars of same model). These duplicates, when seen together, provide additional and strong cues for us to effectively reason about 3D. Inspired by this observation, we introduce Structure from Duplicates (SfD), a novel inverse…

2022

Distribution-Informed Neural Networks for Domain Adaptation Regression

NeurIPS 2022accept

In this paper, we study the problem of domain adaptation regression, which learns a regressor for a target domain by leveraging the knowledge from a relevant source domain. We start by proposing a distribution-informed neural network, which aims to build distribution-aware relationship of inputs and…

Cited by 18SourcePDFScholar