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20232026
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cs.CV2026

V-Link: Recovering Lost Visual Representations in Action DiT for Vision-Language-Action Models

Yehao Lu, Jiarui Yang, Yuning Su +10

Vision-language-action (VLA) models provide a scalable path toward generalist robotic manipulation by integrating visual perception, language understanding, and continuous action c…

cs.CV2026

LAWM-3D: Learning 3D-Aware Latent Actions from Human Videos for Generalizable Robot World Models

Jiarui Yang, Jiale Zhange, Jiawei Li +5

World models enable agents to perform forward rollout and planning without real-world interaction. However, their application in open-world embodied intelligence remains limited by…

cs.CV2026

IMU-HOI: A Symbiotic Framework for Coherent Human-Object Interaction and Motion Capture via Contact-Conscious Inertial Fusion

Lizhou Lin, Songpengcheng Xia, Zengyuan Lai +3

Capturing full-body human motion with object interactions is crucial for AR/VR and robotics applications, yet it remains challenging for conventional vision-based methods due to oc…

cs.CV2025

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization

Wen Huang, Jiarui Yang, Tao Dai +4

Visual manipulation localization (VML) aims to identify tampered regions in images and videos, a task that has become increasingly challenging with the rise of advanced editing too…

cs.CV2025

Suite-IN++: A FlexiWear BodyNet Integrating Global and Local Motion Features from Apple Suite for Robust Inertial Navigation

Lan Sun, Songpengcheng Xia, Jiarui Yang +1

The proliferation of wearable technology has established multi-device ecosystems comprising smartphones, smartwatches, and headphones as critical enablers for ubiquitous pedestrian…

cs.CV2025

mmDEAR: mmWave Point Cloud Density Enhancement for Accurate Human Body Reconstruction

Jiarui Yang, Songpengcheng Xia, Zengyuan Lai +4

Millimeter-wave (mmWave) radar offers robust sensing capabilities in diverse environments, making it a highly promising solution for human body reconstruction due to its privacy-fr…

cs.CV2024

SMART: Scene-motion-aware human action recognition framework for mental disorder group

Zengyuan Lai, Jiarui Yang, Songpengcheng Xia +4

Patients with mental disorders often exhibit risky abnormal actions, such as climbing walls or hitting windows, necessitating intelligent video behavior monitoring for smart health…

cs.CV2023

MMBaT: A Multi-task Framework for mmWave-based Human Body Reconstruction and Translation Prediction

Jiarui Yang, Songpengcheng Xia, Yifan Song +2

Human body reconstruction with Millimeter Wave (mmWave) radar point clouds has gained significant interest due to its ability to work in adverse environments and its capacity to mi…

cs.CV2023

Dynamic Inertial Poser (DynaIP): Part-Based Motion Dynamics Learning for Enhanced Human Pose Estimation with Sparse Inertial Sensors

Yu Zhang, Songpengcheng Xia, Lei Chu +3

This paper introduces a novel human pose estimation approach using sparse inertial sensors, addressing the shortcomings of previous methods reliant on synthetic data. It leverages…

cs.CV2023

Timestamp-supervised Wearable-based Activity Segmentation and Recognition with Contrastive Learning and Order-Preserving Optimal Transport

Songpengcheng Xia, Lei Chu, Ling Pei +3

Human activity recognition (HAR) with wearables is one of the serviceable technologies in ubiquitous and mobile computing applications. The sliding-window scheme is widely adopted…