activity
20232026
most citedMCGMapper: Light-Weight Incremental Structure from Motion and Visual Localization With Planar Markers and Camera Groups

1 citations · 2 across the 15 of their papers we have counts for

collaborators

15 papers

cs.RO2026

Safe Navigation in Unknown and Cluttered Environments via Direction-Aware Convex Free-Region Generation

Zhicheng Song, Yongjian Li, Kai Chen +3

Convex free regions provide a structured and optimization-friendly representation of collision-free space for robot navigation in unknown and cluttered environments. However, exist…

cs.CV2026

Traffic Sign Recognition in Autonomous Driving: Dataset, Benchmark, and Field Experiment

Guoyang Zhao, Weiqing Qi, Kai Zhang +7

Traffic Sign Recognition (TSR) is a core perception capability for autonomous driving, where robustness to cross-region variation, long-tailed categories, and semantic ambiguity is…

cs.RO2026

ALORE: Autonomous Large-Object Rearrangement with a Legged Manipulator

Zhihai Bi, Yushan Zhang, Kai Chen +3

Endowing robots with the ability to rearrange various large and heavy objects, such as furniture, can substantially alleviate human workload. However, this task is extremely challe…

cs.RO2026

Fast and Safe Trajectory Optimization for Mobile Manipulators With Neural Configuration Space Distance Field

Yulin Li, Zhiyuan Song, Yiming Li +8

Mobile manipulators promise agile, long-horizon behavior by coordinating base and arm motion, yet whole-body trajectory optimization in cluttered, confined spaces remains difficult…

cs.RO2025

Embracing Bulky Objects with Humanoid Robots: Whole-Body Manipulation with Reinforcement Learning

Chunxin Zheng, Kai Chen, Zhihai Bi +5

Whole-body manipulation (WBM) for humanoid robots presents a promising approach for executing embracing tasks involving bulky objects, where traditional grasping relying on end-eff…

cs.RO2025

SAMP: Spatial Anchor-based Motion Policy for Collision-Aware Robotic Manipulators

Kai Chen, Zhihai Bi, Guoyang Zhao +4

Neural-based motion planning methods have achieved remarkable progress for robotic manipulators, yet a fundamental challenge lies in simultaneously accounting for both the robot's…

cs.RO2025

Decision-Driven Semantic Object Exploration for Legged Robots via Confidence-Calibrated Perception and Topological Subgoal Selection

Guoyang Zhao, Yudong Li, Weiqing Qi +5

Conventional navigation pipelines for legged robots remain largely geometry-centric, relying on dense SLAM representations that are fragile under rapid motion and offer limited sup…

cs.RO2025

Interactive Navigation for Legged Manipulators with Learned Arm-Pushing Controller

Zhihai Bi, Kai Chen, Chunxin Zheng +3

Interactive navigation is crucial in scenarios where proactively interacting with objects can yield shorter paths, thus significantly improving traversal efficiency. Existing metho…

cs.RO2025

UDMC: Unified Decision-Making and Control Framework for Urban Autonomous Driving with Motion Prediction of Traffic Participants

Haichao Liu, Kai Chen, Yulin Li +3

Current autonomous driving systems often struggle to balance decision-making and motion control while ensuring safety and traffic rule compliance, especially in complex urban envir…

cs.RO2024

FRTree Planner: Robot Navigation in Cluttered and Unknown Environments with Tree of Free Regions

Yulin Li, Zhicheng Song, Chunxin Zheng +4

In this work, we present FRTree planner, a novel robot navigation framework that leverages a tree structure of free regions, specifically designed for navigation in cluttered and u…

cs.RO2024★ 1 cited

MCGMapper: Light-Weight Incremental Structure from Motion and Visual Localization With Planar Markers and Camera Groups

Yusen Xie, Zhenmin Huang, Kai Chen +2

Structure from Motion (SfM) and visual localization in indoor texture-less scenes and industrial scenarios present prevalent yet challenging research topics. Existing SfM methods d…

cs.RO2024

Collision-Free Trajectory Optimization in Cluttered Environments Using Sums-of-Squares Programming

Yulin Li, Chunxin Zheng, Kai Chen +4

In this work, we propose a trajectory optimization approach for robot navigation in cluttered 3D environments. We represent the robot's geometry as a semialgebraic set defined by p…

cs.RO2024

Robot Navigation in Unknown and Cluttered Workspace with Dynamical System Modulation in Starshaped Roadmap

Kai Chen, Haichao Liu, Yulin Li +3

Compared to conventional decomposition methods that use ellipses or polygons to represent free space, starshaped representation can better capture the natural distribution of senso…

cs.RO2023

Geometry-Aware Safety-Critical Local Reactive Controller for Robot Navigation in Unknown and Cluttered Environments

Yulin Li, Xindong Tang, Kai Chen +3

This work proposes a safety-critical local reactive controller that enables the robot to navigate in unknown and cluttered environments. In particular, the trajectory tracking task…

cs.RO2023★ 1 cited

Integrated Behavior Planning and Motion Control for Autonomous Vehicles with Traffic Rules Compliance

Haichao Liu, Kai Chen, Yulin Li +3

In this article, we propose an optimization-based integrated behavior planning and motion control scheme, which is an interpretable and adaptable urban autonomous driving solution…