Search Results for author: YuChen Lin

Found 6 papers, 1 papers with code

OmniPhysGS: 3D Constitutive Gaussians for General Physics-Based Dynamics Generation

no code implementations31 Jan 2025 YuChen Lin, Chenguo Lin, Jianjin Xu, Yadong Mu

Comprehensive experiments demonstrate that OmniPhysGS achieves more general and realistic physical dynamics across a broader spectrum of materials, including elastic, viscoelastic, plastic, and fluid substances, as well as interactions between different materials.

An Analysis Framework for Understanding Deep Neural Networks Based on Network Dynamics

no code implementations5 Jan 2025 YuChen Lin, Yong Zhang, Sihan Feng, Hong Zhao

Advancing artificial intelligence demands a deeper understanding of the mechanisms underlying deep learning.

InstructLayout: Instruction-Driven 2D and 3D Layout Synthesis with Semantic Graph Prior

1 code implementation10 Jul 2024 Chenguo Lin, YuChen Lin, Panwang Pan, Xuanyang Zhang, Yadong Mu

The proposed semantic graph prior learns layout appearances and object distributions simultaneously, demonstrating versatility across various downstream tasks in a zero-shot manner.

Benchmarking Decoder +1

CATP: Context-Aware Trajectory Prediction with Competition Symbiosis

no code implementations10 Jul 2024 Jiang Wu, Dongyu Liu, YuChen Lin, Yingcai Wu

To address this issue, we propose a ``manager-worker'' framework to unleash the full potential of contextual information and construct CATP model, an implementation of the framework for Context-Aware Trajectory Prediction.

Prediction Trajectory Prediction

L3GO: Language Agents with Chain-of-3D-Thoughts for Generating Unconventional Objects

no code implementations14 Feb 2024 Yutaro Yamada, Khyathi Chandu, YuChen Lin, Jack Hessel, Ilker Yildirim, Yejin Choi

In this paper, we propose a language agent with chain-of-3D-thoughts (L3GO), an inference-time approach that can reason about part-based 3D mesh generation of unconventional objects that current data-driven diffusion models struggle with.

Image Generation Text to 3D

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