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Liangjing Yang

12 accepted papers

2026

Where-to-Learn: Analytical Policy Gradient Directed Exploration for On-Policy Robotic Reinforcement Learning

RA-L 2026

On-policy reinforcement learning (RL) algorithms have demonstrated great potential in robotic control, where effective exploration is crucial for efficient and high-quality policy learning. However, how to encourage the agent to explore the better trajectories efficiently remains a challenge. Most e

Cited by 0SourceScholar
2025

Beyond Robustness: Learning Unknown Dynamic Load Adaptation for Quadruped Locomotion on Rough Terrain

ICRA 2025

Unknown dynamic load carrying is one important practical application for quadruped robots. Such a problem is non-trivial, posing three major challenges in quadruped locomotion control. First, how to model or represent the dynamics of the load in a generic manner. Second, how to make the robot captur

Cited by 0SourceScholar
2025

Power Adaptation-Enabled Admittance Control for Stable and Safe Actuated Interaction in Unmodeled Environment

RA-L 2025

Pin-based shape display is a type of interactive interface researched in the field of human-robot interaction (HRI) for physical shape rendering through a grid of linear motion actuators. Some researchers have enabled it with the abilities of manipulating objects and interacting with humans. This im

Cited by 2SourceScholar
2024

CG-SLAM: Efficient Dense RGB-D SLAM in a Consistent Uncertainty-aware 3D Gaussian Field

ECCV 2024poster

"Recently neural radiance fields (NeRF) have been widely exploited as 3D representations for dense simultaneous localization and mapping (SLAM). Despite their notable successes in surface modeling and novel view synthesis, existing NeRF-based methods are hindered by their computationally intensive a…

2021

Design and Clinical Validation of a Robotic Ankle-Foot Simulator With Series Elastic Actuator for Ankle Clonus Assessment Training

RA-L 2021

To fulfill the need for reliable and consistent medical training of the neurological examination technique to assess ankle clonus, a series elastic actuator (SEA) based haptic training simulator was proposed and developed. The simulator's mechanism (a hybrid of belt and linkage drive) and controller

Cited by 10SourceScholar
2020

A Control Scheme for Smooth Transition in Physical Human-Robot-Environment Between Two Modes: Augmentation and Autonomous

RA-L 2020

There has been an increasing demand for physical human-robot collaboration during the design prototyping phase. For example, users would like to maneuver the end-effector compliantly in free space followed by supplying a contact force to obtain a firm adhesive connection. The technical challenges is

Cited by 17SourceScholar
2019

Automatic Targeting of Plant Cells via Cell Segmentation and Robust Scene-Adaptive Tracking

ICRA 2019poster

Automatic targeting of plant cells to perform tasks like extraction of chloroplast is often desired in the study of plant biology. Hence, this paper proposes an improved cell segmentation method combined with a robust tracking algorithm for vision-guided micromanipulation in plant cells. The objecti…

Cited by 4SourceScholar
2018

Stable and Compliant Motion of Physical Human-Robot Interaction Coupled With a Moving Environment Using Variable Admittance and Adaptive Control

RA-L 2018

There are an increasing number of applications that require the end-effector of a robotic manipulator to be compliant in response to the intended force exerted by a human operator. In physical human-robot interaction, the stability and compliance are often affected in the presence of both human and

Cited by 72SourceScholar
2018

Towards to a Robotic Assisted System for Percutaneous Nephrolithotomy

IROS 2018poster

Percutaneous Nephrolithotomy is a recommended treatment method for large kidney stone removal. However, the first and most important step, i.e., getting the percutaneous access to create the tract between the targeted calyx and the flank skin, is challenging as the surgeon is often occupied by sever…

Cited by 14SourceScholar
2017

Detect-Focus-Track-Servo (DFTS): A vision-based workflow algorithm for robotic image-guided micromanipulation

ICRA 2017poster

Robotic image-guided micromanipulation contributes towards the ease of operation, speed, accuracy, and repeatability in cell manipulation. However, such technology is not fully exploited because of the challenges in the integration of robotic modules with existing microscope systems, and the difficu…

Cited by 11SourceScholar
2017

Self-initialization and recovery for uninterrupted tracking in vision-guided micromanipulation

IROS 2017poster

In this paper, we propose a workflow algorithm for timely tracking of the tool tip during cell manipulation using a template-based approach augmented with low level feature detection. Doing so addresses the problem of adverse influences on template-based tracking during tool-cell interaction while m…

Cited by 9SourceScholar
2016

Towards automatic robot-assisted microscopy: An uncalibrated approach for robotic vision-guided micromanipulation

IROS 2016poster

Micromanipulation during live microscopic imaging relies heavily on good manual controls, dexterity, and hand-eye coordination. However, unassisted manual operations in these procedures greatly limit the speed, repeatability, and ease of operation. This is especially challenging in the case of micro…

Cited by 19SourceScholar