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  • Sungkyunkwan University
  • Sowon, South Korea

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ruiny02/README.md

Taeyeong Lee

Mechanical Engineering & Software Double Major @ Sungkyunkwan University

Expected Graduation: Feb. 2027

Robotics · Autonomous Driving · SLAM / Perception




Research Interests

  • Robotics systems with ROS1/ROS2 and simulation
  • Autonomous driving with perception, planning, control, and reinforcement learning
  • LiDAR-based SLAM, perception, and real-time edge deployment

Selected Projects

URP: Real-Time LSeg Deployment on Jetson Orin Nano — Project Leader

Dec 2025 – Jan 2026

  • Containerized LSeg with Docker to improve reproducibility and deployment portability
  • Connected a Logitech camera to Jetson Orin Nano and optimized inference with TensorRT for real-time semantic segmentation
  • Ran benchmark experiments to compare runtime performance across deployment settings

Capstone Design: CLIP-based Industrial Anomaly Detection — Project Participant

Sep 2025 – Dec 2025

  • Built a CLIP-based anomaly detection pipeline for industrial factory environments
  • Developed an interactive demo using Streamlit for visualization and inspection

University Student Mobility Creation Contest (Unmanned Mobility Division) — Project Developer

Jun 2025 – Oct 2025

  • Applied SLAM in GPS-shadowed / GPS-denied environments
  • Used Fast-LIO2 to build the map in advance and then performed localization-only during operation
  • Developed LiDAR intensity-based lane recognition
  • Modified DWA (Dynamic Window Approach) to avoid both dynamic and static obstacles

Reinforcement Learning with CARLA Simulator — Project Participant

Feb 2025 – Oct 2025

  • Built a simulation workflow with CARLA + ROS bridge + Gymnasium
  • Re-encoded existing ground-truth labels into top-view RGB channels
  • Modified the reward function and evaluated Soft Actor-Critic (SAC) under different scenarios
  • Prepared simulation scenarios using RoadRunner and Blender

Autonomous Driving Competition (Kookmin Univ.) — Project Developer

Apr 2025 – Jun 2025

  • Implemented lane detection using a sliding-window-based classical computer vision pipeline
  • Developed lane-following control based on the detected lane
  • Implemented cone-driving and vehicle-avoidance maneuvers for competition scenarios

Path Planning and Control with TurtleBot (Gazebo/ROS1) — Independent

Dec 2024 – Feb 2025

  • Implemented A*-based path generation in Gazebo with ROS1
  • Tuned motion control using PID and Kanayama controllers

Tech Stack

Category Stack
Languages C/C++, Python, Arduino, MATLAB
Robotics / Simulation ROS1, ROS2, Gazebo, CARLA
Perception SLAM, LiDAR Perception
Control / AI Planning & Control, Reinforcement Learning
Deployment / Tools Git, Linux, Docker, TensorRT
Design / 3D Autodesk Inventor, RoadRunner, Blender

Popular repositories Loading

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