I am a Ph.D. candidate in Mechanical Engineering at Dongguk University, Korea, where I also completed my M.S. degree. My research is supervised by Professor Soo-Chul Lim.

My research interests include reinforcement learning and deep learning for robotics, with a focus on deploying various robotic tasks in real-world environments.


Publications

Pixel2Catch
Pixel2Catch: Multi-Agent Sim-to-Real Transfer for Agile Manipulation with a Single RGB Camera
Seongyong Kim, Junhyeon Cho, Kang-Won Lee, Soo-Chul Lim
IEEE Robotics and Automation Letters (RA-L), 2026 (Accepted)
Progressive Policy Learning
Progressive Policy Learning: A Hierarchical Framework for Dexterous Bimanual Manipulation
Kang-Won Lee, Jung-Woo Lee, Seongyong Kim, Soo-Chul Lim
Mathematics 2025, 13(22), 3585
Scene Prediction
Prediction of Delay-Free Scene for Quadruped Robot Teleoperation: Integrating Delayed Data with User Commands
Seunghyeon Ha*, Seongyong Kim*, Soo-Chul Lim
IEEE Robotics and Automation Letters, vol. 10, no. 3, pp. 2846–2853, March 2025
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2025) Oral & Poster Presentation* Equal contribution
Array Tactile
Effects of Sensing Tactile Arrays, Shear Force, and Proprioception of Robot on Texture Recognition
Jung-Hwan Yang, Seongyong Kim, Soo-Chul Lim
Sensors 23, no. 6: 3201

Projects

Development of Intelligent Autonomous Manipulation Technology for Humanoids with Reduced Dependency on Real-World Data
Robot Motion Generation AI based on Multimodal Vision/Tactile Information Driven by Language Model
Collecting Large-scale Robot Manipulation Data in Physical Environment
Development of a High-performance Multimodal Electronic Skin Sensor of Hybrid-type and A Scalable Module for Robot Manipulation

Awards

Best Paper Award, 2025 Summer Conference of BK21FOUR AIMS Center

Presentations

Prediction of Delay-Free Scene for Quadruped Robot Teleoperation: Integrating Delayed Data With User Commands, IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)
Multi-agent Reinforcement Learning for Catching Thrown Object using Pixel-wise Features, Workshop in Robot Learning (KROS)

Work Experience

Teaching Assistant for Introduction to Intelligent Robotics (Dongguk Univ., MEC4100)
Teaching Assistant for Dynamics (Dongguk Univ., MEC2012)