activity
20232026
most citedDiffuVolume: Diffusion Model for Volume based Stereo Matching

6 citations · 17 across the 18 of their papers we have counts for

collaborators

19 papers

cs.CV2026

Puffin-World: Scaling a Unified Multimodal Model with Native 3D World States

Kang Liao, Yihang Luo, Xiao-Ming Wu +7

We propose Puffin-World, a unified multimodal architecture that integrates physical understanding, spatial simulation, and 3D world generation and reconstruction without relying on…

cs.RO2026

HATS: A Human-Agent Teleoperation System for Multi-Arm Data Collection

Zesen Lin, Jian-Jian Jiang, Haoming Cen +3

Many real-world manipulation scenarios, such as handling complex collaborative tasks and dealing with large workspaces, require coordination of more than two robotic arms. Conseque…

cs.RO2026

Task Editing for Generalizable 3D Visuomotor Policy Learning

Jian-Jian Jiang, YiHan Yang, Lan Wei +6

3D visuomotor policies offer a promising direction for complex robotic manipulation, as depth maps and point clouds provide rich geometric information for spatial reasoning. Howeve…

cs.CV2026

VLANeXt Family: A Systematic Study of VLA Models from Core Recipes to Emerging Paradigms

Xiao-Ming Wu, Bin Fan, Kang Liao +6

Following the rise of large foundation models, Vision-Language-Action models (VLAs) emerged, leveraging strong visual and language understanding from Vision-Language Models for gen…

cs.CV2025

ProEdit: Inversion-based Editing From Prompts Done Right

Zhi Ouyang, Dian Zheng, Xiao-Ming Wu +4

Inversion-based visual editing provides an effective and training-free way to edit an image or a video based on user instructions. Existing methods typically inject source image in…

cs.RO2025

Decomposed Object Manipulation via Dual-Actor Policy

Bin Fan, Jian-Jian Jiang, Zhuohao Li +5

Object manipulation, which focuses on learning to perform tasks on similar parts across different types of objects, can be divided into an approaching stage and a manipulation stag…

cs.CV2025

Panorama Generation From NFoV Image Done Right

Dian Zheng, Cheng Zhang, Xiao-Ming Wu +4

Generating 360-degree panoramas from narrow field of view (NFoV) image is a promising computer vision task for Virtual Reality (VR) applications. Existing methods mostly assess the…

cs.RO2025

iManip: Skill-Incremental Learning for Robotic Manipulation

Zexin Zheng, Jia-Feng Cai, Xiao-Ming Wu +3

The development of a generalist agent with adaptive multiple manipulation skills has been a long-standing goal in the robotics community. In this paper, we explore a crucial task,…

cs.RO2025

Rethinking Bimanual Robotic Manipulation: Learning with Decoupled Interaction Framework

Jian-Jian Jiang, Xiao-Ming Wu, Yi-Xiang He +4

Bimanual robotic manipulation is an emerging and critical topic in the robotics community. Previous works primarily rely on integrated control models that take the perceptions and…

cs.RO2025

AffordDexGrasp: Open-set Language-guided Dexterous Grasp with Generalizable-Instructive Affordance

Yi-Lin Wei, Mu Lin, Yuhao Lin +4

Language-guided robot dexterous generation enables robots to grasp and manipulate objects based on human commands. However, previous data-driven methods are hard to understand inte…

cs.RO2024★ 3 cited

Real-to-Sim Grasp: Rethinking the Gap between Simulation and Real World in Grasp Detection

Jia-Feng Cai, Zibo Chen, Xiao-Ming Wu +3

For 6-DoF grasp detection, simulated data is expandable to train more powerful model, but it faces the challenge of the large gap between simulation and real world. Previous works…

cs.CV2024

PixelFade: Privacy-preserving Person Re-identification with Noise-guided Progressive Replacement

Delong Zhang, Yi-Xing Peng, Xiao-Ming Wu +2

Online person re-identification services face privacy breaches from potential data leakage and recovery attacks, exposing cloud-stored images to malicious attackers and triggering…

cs.RO2024

An Economic Framework for 6-DoF Grasp Detection

Xiao-Ming Wu, Jia-Feng Cai, Jian-Jian Jiang +3

Robotic grasping in clutters is a fundamental task in robotic manipulation. In this work, we propose an economic framework for 6-DoF grasp detection, aiming to economize the resour…

cs.RO2024★ 4 cited

Grasp as You Say: Language-guided Dexterous Grasp Generation

Yi-Lin Wei, Jian-Jian Jiang, Chengyi Xing +5

This paper explores a novel task "Dexterous Grasp as You Say" (DexGYS), enabling robots to perform dexterous grasping based on human commands expressed in natural language. However…

cs.RO2024

Dexterous Grasp Transformer

Guo-Hao Xu, Yi-Lin Wei, Dian Zheng +2

In this work, we propose a novel discriminative framework for dexterous grasp generation, named Dexterous Grasp TRansformer (DGTR), capable of predicting a diverse set of feasible…

cs.CV2024

Single-View Scene Point Cloud Human Grasp Generation

Yan-Kang Wang, Chengyi Xing, Yi-Lin Wei +2

In this work, we explore a novel task of generating human grasps based on single-view scene point clouds, which more accurately mirrors the typical real-world situation of observin…

cs.CV2024★ 3 cited

Selective Hourglass Mapping for Universal Image Restoration Based on Diffusion Model

Dian Zheng, Xiao-Ming Wu, Shuzhou Yang +3

Universal image restoration is a practical and potential computer vision task for real-world applications. The main challenge of this task is handling the different degradation dis…

cs.CV2023★ 6 cited

DiffuVolume: Diffusion Model for Volume based Stereo Matching

Dian Zheng, Xiao-Ming Wu, Zuhao Liu +2

Stereo matching is a significant part in many computer vision tasks and driving-based applications. Recently cost volume-based methods have achieved great success benefiting from t…

cs.CV2023★ 1 cited

Estimator Meets Equilibrium Perspective: A Rectified Straight Through Estimator for Binary Neural Networks Training

Xiao-Ming Wu, Dian Zheng, Zuhao Liu +1

Binarization of neural networks is a dominant paradigm in neural networks compression. The pioneering work BinaryConnect uses Straight Through Estimator (STE) to mimic the gradient…