activity
20212026
most citedMotionBERT: A Unified Perspective on Learning Human Motion Representations

10 citations · 23 across the 16 of their papers we have counts for

collaborators

16 papers

cs.CV2026

InstanceSplat: Instance-Aware Feed-Forward 3D Gaussian Splatting for Scene Understanding

Minchao Jiang, Xiaoxuan Ma, Shunyu Jia +3

Feed-forward 3D Gaussian Splatting (3DGS) enables efficient and generalizable 3D reconstruction, but current feed-forward 3DGS methods for scene understanding remain largely catego…

cs.CV2025

Seeing My Future: Predicting Situated Interaction Behavior in Virtual Reality

Yuan Xu, Zimu Zhang, Xiaoxuan Ma +3

Virtual and augmented reality systems increasingly demand intelligent adaptation to user behaviors for enhanced interaction experiences. Achieving this requires accurately understa…

cs.CV2025

RichControl: Structure- and Appearance-Rich Training-Free Spatial Control for Text-to-Image Generation

Lexi Pang, Liheng Zhang, Hang Ye +2

Text-to-image (T2I) diffusion models have shown remarkable success in generating high-quality images from text prompts. Recent efforts extend these models to incorporate conditiona…

cs.CV2025

Electromagnetic Inverse Scattering from a Single Transmitter

Yizhe Cheng, Chunxun Tian, Haoru Wang +3

Electromagnetic Inverse Scattering Problems (EISP) seek to reconstruct relative permittivity from scattered fields and are fundamental to applications like medical imaging. This in…

cs.CV2024

FreeCloth: Free-form Generation Enhances Challenging Clothed Human Modeling

Hang Ye, Xiaoxuan Ma, Hai Ci +2

Achieving realistic animated human avatars requires accurate modeling of pose-dependent clothing deformations. Existing learning-based methods heavily rely on the Linear Blend Skin…

cs.CV2024

SAT-HMR: Real-Time Multi-Person 3D Mesh Estimation via Scale-Adaptive Tokens

Chi Su, Xiaoxuan Ma, Jiajun Su +1

We propose a one-stage framework for real-time multi-person 3D human mesh estimation from a single RGB image. While current one-stage methods, which follow a DETR-style pipeline, a…

cs.CV2024★ 1 cited

Efficient Action Counting with Dynamic Queries

Xiaoxuan Ma, Zishi Li, Qiuyan Shang +4

Temporal repetition counting aims to quantify the repeated action cycles within a video. The majority of existing methods rely on the similarity correlation matrix to characterize…

cs.CV2024★ 1 cited

Real-time Holistic Robot Pose Estimation with Unknown States

Shikun Ban, Juling Fan, Xiaoxuan Ma +3

Estimating robot pose from RGB images is a crucial problem in computer vision and robotics. While previous methods have achieved promising performance, most of them presume full kn…

cs.CV2023

Social Motion Prediction with Cognitive Hierarchies

Wentao Zhu, Jason Qin, Yuke Lou +4

Humans exhibit a remarkable capacity for anticipating the actions of others and planning their own actions accordingly. In this study, we strive to replicate this ability by addres…

cs.CV2023★ 6 cited

ChimpACT: A Longitudinal Dataset for Understanding Chimpanzee Behaviors

Xiaoxuan Ma, Stephan P. Kaufhold, Jiajun Su +6

Understanding the behavior of non-human primates is crucial for improving animal welfare, modeling social behavior, and gaining insights into distinctively human and phylogenetical…

cs.CV2023★ 1 cited

Human Motion Generation: A Survey

Wentao Zhu, Xiaoxuan Ma, Dongwoo Ro +6

Human motion generation aims to generate natural human pose sequences and shows immense potential for real-world applications. Substantial progress has been made recently in motion…

cs.CV2023

3D Human Mesh Estimation from Virtual Markers

Xiaoxuan Ma, Jiajun Su, Chunyu Wang +2

Inspired by the success of volumetric 3D pose estimation, some recent human mesh estimators propose to estimate 3D skeletons as intermediate representations, from which, the dense…

cs.CV2022

GFPose: Learning 3D Human Pose Prior with Gradient Fields

Hai Ci, Mingdong Wu, Wentao Zhu +4

Learning 3D human pose prior is essential to human-centered AI. Here, we present GFPose, a versatile framework to model plausible 3D human poses for various applications. At the co…

cs.CV2022★ 10 cited

MotionBERT: A Unified Perspective on Learning Human Motion Representations

Wentao Zhu, Xiaoxuan Ma, Zhaoyang Liu +3

We present a unified perspective on tackling various human-centric video tasks by learning human motion representations from large-scale and heterogeneous data resources. Specifica…

cs.CV2022★ 1 cited

VirtualPose: Learning Generalizable 3D Human Pose Models from Virtual Data

Jiajun Su, Chunyu Wang, Xiaoxuan Ma +2

While monocular 3D pose estimation seems to have achieved very accurate results on the public datasets, their generalization ability is largely overlooked. In this work, we perform…

cs.CV2021★ 3 cited

Context Modeling in 3D Human Pose Estimation: A Unified Perspective

Xiaoxuan Ma, Jiajun Su, Chunyu Wang +2

Estimating 3D human pose from a single image suffers from severe ambiguity since multiple 3D joint configurations may have the same 2D projection. The state-of-the-art methods ofte…