collaborators

6 papers

cs.RO2026

Tired Actor: Fatigue-Informed Character Control

Shengyuan Zhang, Xinpeng Liu, Muchun Niu +5

Replicating human behavior with physics simulation has been a long-expected goal in character animation. Existing efforts have achieved impressive performance in imitating a wide s…

cs.CV2026

Efficient and Scalable Monocular Human-Object Interaction Motion Reconstruction

Boran Wen, Ye Lu, Sirui Wang +7

Generalized robots must learn from diverse, large-scale human-object interactions (HOI) to operate robustly in the real world. Monocular internet videos offer a nearly limitless an…

cs.CV2025

Verb Mirage: Unveiling and Assessing Verb Concept Hallucinations in Multimodal Large Language Models

Zehao Wang, Xinpeng Liu, Yudonglin Zhang +6

Multimodal Large Language Models (MLLMs) have garnered significant attention recently and demonstrate outstanding capabilities in various tasks such as OCR, VQA, captioning, $\text…

cs.CV2025

Homogeneous Dynamics Space for Heterogeneous Humans

Xinpeng Liu, Junxuan Liang, Chenshuo Zhang +3

Analyses of human motion kinematics have achieved tremendous advances. However, the production mechanism, known as human dynamics, is still undercovered. In this paper, we aim to p…

cs.CV2025

Interacted Object Grounding in Spatio-Temporal Human-Object Interactions

Xiaoyang Liu, Boran Wen, Xinpeng Liu +6

Spatio-temporal Human-Object Interaction (ST-HOI) understanding aims at detecting HOIs from videos, which is crucial for activity understanding. However, existing whole-body-object…

cs.AI2025

ImDy: Human Inverse Dynamics from Imitated Observations

Xinpeng Liu, Junxuan Liang, Zili Lin +3

Inverse dynamics (ID), which aims at reproducing the driven torques from human kinematic observations, has been a critical tool for gait analysis. However, it is hindered from wide…