activity
20232026
most citedSuperEdge: Towards a Generalization Model for Self-Supervised Edge Detection

3 citations · 3 across the 13 of their papers we have counts for

collaborators

13 papers

cs.RO2026

UniVTAC: A Unified Simulation Platform for Visuo-Tactile Manipulation Data Generation, Learning, and Benchmarking

Baijun Chen, Weijie Wan, Tianxing Chen +13

Robotic manipulation has seen rapid progress with vision-language-action (VLA) policies. However, visuo-tactile perception is critical for contact-rich manipulation, as tasks such…

cs.RO2025

DPNet: Doppler LiDAR Motion Planning for Highly-Dynamic Environments

Wei Zuo, Zeyi Ren, Chengyang Li +7

Existing motion planning methods often struggle with rapid-motion obstacles due to an insufficient understanding of environmental changes. To address this, we propose integrating m…

cs.CV2025

InstaDA: Augmenting Instance Segmentation Data with Dual-Agent System

Xianbao Hou, Yonghao He, Zeyd Boukhers +4

Acquiring high-quality instance segmentation data is challenging due to the labor-intensive nature of the annotation process and significant class imbalances within datasets. Recen…

cs.CV2025

Unleashing Semantic and Geometric Priors for 3D Scene Completion

Shiyuan Chen, Wei Sui, Bohao Zhang +3

Camera-based 3D semantic scene completion (SSC) provides dense geometric and semantic perception for autonomous driving and robotic navigation. However, existing methods rely on a…

cs.RO2025

DISCOVERSE: Efficient Robot Simulation in Complex High-Fidelity Environments

Yufei Jia, Guangyu Wang, Yuhang Dong +17

We present the first unified, modular, open-source 3DGS-based simulation framework for Real2Sim2Real robot learning. It features a holistic Real2Sim pipeline that synthesizes hyper…

cs.RO2025

Efficient Task-specific Conditional Diffusion Policies: Shortcut Model Acceleration and SO(3) Optimization

Haiyong Yu, Yanqiong Jin, Yonghao He +1

Imitation learning, particularly Diffusion Policies based methods, has recently gained significant traction in embodied AI as a powerful approach to action policy generation. These…

cs.CV2025

Monocular Depth Estimation and Segmentation for Transparent Object with Iterative Semantic and Geometric Fusion

Jiangyuan Liu, Hongxuan Ma, Yuxin Guo +4

Transparent object perception is indispensable for numerous robotic tasks. However, accurately segmenting and estimating the depth of transparent objects remain challenging due to…

cs.CV2024

A Light-Weight Framework for Open-Set Object Detection with Decoupled Feature Alignment in Joint Space

Yonghao He, Hu Su, Haiyong Yu +4

Open-set object detection (OSOD) is highly desirable for robotic manipulation in unstructured environments. However, existing OSOD methods often fail to meet the requirements of ro…

cs.CV2024

CAMAv2: A Vision-Centric Approach for Static Map Element Annotation

Shiyuan Chen, Jiaxin Zhang, Ruohong Mei +5

The recent development of online static map element (a.k.a. HD map) construction algorithms has raised a vast demand for data with ground truth annotations. However, available publ…

cs.CV2024

VRSO: Visual-Centric Reconstruction for Static Object Annotation

Chenyao Yu, Yingfeng Cai, Jiaxin Zhang +3

As a part of the perception results of intelligent driving systems, static object detection (SOD) in 3D space provides crucial cues for driving environment understanding. With the…

cs.CV2024

Gyroscope-Assisted Motion Deblurring Network

Simin Luan, Cong Yang, Zeyd Boukhers +4

Image research has shown substantial attention in deblurring networks in recent years. Yet, their practical usage in real-world deblurring, especially motion blur, remains limited…

cs.CV2024★ 3 cited

SuperEdge: Towards a Generalization Model for Self-Supervised Edge Detection

Leng Kai, Zhang Zhijie, Liu Jie +4

Edge detection is a fundamental technique in various computer vision tasks. Edges are indeed effectively delineated by pixel discontinuity and can offer reliable structural informa…

cs.CV2023

A Vision-Centric Approach for Static Map Element Annotation

Jiaxin Zhang, Shiyuan Chen, Haoran Yin +5

The recent development of online static map element (a.k.a. HD Map) construction algorithms has raised a vast demand for data with ground truth annotations. However, available publ…