Projects

Current and completed research projects.

Ongoing

AV

A Study on Trustworthy Performance Index in Reinforcement Learning for Controllers using Customer Feedback

A methodology study that corrects the errors inherent in customer feedback and removes unnecessary signals, thereby improving the reliability of the Performance Index (PI) model and integrating it into the controller.

Hyundai · Control · Estimation

Robotics

Data-efficient Learning Framework for Vision-based Robot Manipulation Control

Building learning frameworks that achieve robust vision-based manipulation control from limited real-world data.

NRF · Vision-based manipulation

Robotics

Spatial Intelligence for Robotic Autonomy: From World Reasoning to Precision Control

Developing a robot learning framework that spans the full pipeline — from high-level planning to low-level control.

NRF · Planning · Control

XR Copilot for Quality and Safety in Construction Component Fabrication and Installation
Robotics

XR Copilot for Quality and Safety in Construction Component Fabrication and Installation

Developing XR copilot technology that uses non-verbal behavior to ensure quality and safety when fabricating and installing construction components.

IITP · XR · LLM

Completed

Completed projects will be listed here.