자율 주행 기술

자율 주행 기술

사족보행 로봇 내비게이션 및 제어

  • 기계학습 기법을 활용하여 IMU와 관절 엔코더만으로 수행하는 blind locomotion
  • 외재적 & 내재적 센서 기반 상태 추정
  • 지형 지도 작성
  • 지역 & 전역 경로 계획
    • LiDAR-시각-관성-운동학 odometry,강결합 센서 융합

관련 논문

  • Kevin Christiansen Marsim, Minho Oh, Byeongho Yu, Seungjae Lee, I Made Aswin Nahrendra, Hyungtae Lim, and Hyun Myung, “LVI-Q: Robust LiDAR-Visual-Inertial-Kinematic Odometry for Quadruped Robots Using Tightly-Coupled and Efficient Alternating Optimization," IEEE RA-L (Robotics and Automation Letters), vol.10, no.10, pp.10050-10057, Oct. 2025. [Link]
  • I Made Aswin Nahrendra, Minho Oh, Byeongho Yu, Hyungtae Lim, and Hyun Myung, “Robust Recovery Motion Control for Quadrupedal Robots via Learned Terrain Imagination," in Proc. Robotics: Science and Systems (RSS 2023) Workshop, Daegu, Korea, Jul. 2023. [Link]
  • I Made Aswin Nahrendra, Byeongho Yu, and Hyun Myung, “DreamWaQ: Learning Robust Quadrupedal Locomotion With Implicit Terrain Imagination via Deep Reinforcement Learning ," in Proc. IEEE Int'l Conf. on Robotics and Automation (ICRA), pp. 5078-5084, London, UK, May 2023. [Link]
  • Yeeun Kim, Byeongho Yu, Eungchang Mason Lee, Joon-ha Kim, Hae-won Park, and Hyun Myung, “STEP: State Estimator for Legged Robots Using a Preintegrated Foot Velocity Factor," IEEE RA-L (Robotics and Automation Letters), vol.7, no.2, pp.4456 – 4463, Apr. 2022. [Link]

3D SLAM

  • Low dynamic 환경을 위한 3D SLAM
  • 객체 인식
  • 최적 경로 계획 및 재계획
  • 동적 장애물 회피
  • LiDAR-Inertial Odomtery: Adaptive & degeneracy-aware odometry, SE(3) manifold 기반 IMU propagation
  • Visual-Inertial Odometry: 동적 환경에서의 상태 추정, vanishing point를 활용한 line-based SLAM
  • Monocular foundation model 기반 keyframe prioritization
  • Multi-session SLAM, Loop closing, Multi-robot localization, Change detection
  • Hierarchical graph SLAM, RGB-D grouping/pruning, Ground segmentation, Dynamic object removal

관련 논문

  • Jinwoo Jeon, Dong-Uk Seo, Eungchang Mason Lee, Hyun Myung*, “AIM-SLAM: Dense Monocular SLAM via Adaptive and Informative Multi-View Keyframe Prioritization with Foundation Model", in Proc. IEEE Int'l Conf. on Robotics and Automation (ICRA), 2026. (Accepted)
  • Gunhee Shin, Seungjae Lee, Jei Kong, Young-Woo Seo, Hyun Myung*, “Smooth IMU Propagation With Jointly Distributed Poses on SE(3) Manifold for Accurate and Robust LiDAR-Inertial Odometry", in Proc. IEEE Int'l Conf. on Robotics and Automation (ICRA), 2026. (Accepted)
  • Seoyeon Jang, Alex Lee, I Made Aswin Nahrendra, and Hyun Myung†, “Chamelion : Reliable Change Detection for Long-Term LiDAR Mapping in Transient Environments," IEEE RA-L (Robotics and Automation Letters), vol.11, no.4, pp.4361-4368, Feb. 2026. [Link]
  • Hyungtae Lim†, Daebeom Kim†, and Hyun Myung†, “Multi-Mapcher: Loop Closure Detection-Free Heterogeneous LiDAR Multi-Session SLAM Leveraging Outlier-Robust Registration for Autonomous Vehicles," IEEE T-IV (Transactions on Intelligent Vehicles), vol.11, no.3, pp.338-351, Feb. 2026. [Link]
  • Eungchang Mason Lee, Kevin Christiansen Marsim, and Hyun Myung†, “LODESTAR: Degeneracy-Aware LiDAR-Inertial Odometry with Adaptive Schmidt-Kalman Filter and Data Exploitation," IEEE RA-L (Robotics and Automation Letters), vol.11, no.1, pp.922-929, Jan. 2026. [Link]
  • SaWa-ML: Structure-Aware Pose Correction and Weight Adaptation-Based Robust Multi-Robot Localization," in Proc. IEEE/RSJ Int'l Conf. on Intelligent Robots and Systems (IROS 2025), Hangzhou, China, Oct. 2025. [Link]
  • Seungwon Song, Hyungtae Lim, Alex Lee, Hyun Myung†, “DynaVINS++: Robust Visual-Inertial State Estimator in Dynamic Environments by Adaptive Truncated Least Squares and Stable State Recovery," IEEE RA-L (Robotics and Automation Letters), vol.9, no.10, pp.9127-9134, Oct. 2024. [Link]
  • Hyungtae Lim, Beomsoo Kim, Daebeom Kim, Eungchang Mason Lee, and Hyun Myung, “Quatro++: Robust Global Registration Exploiting Ground Segmentation for Loop Closing in LiDAR SLAM," International Journal of Robotics Research, vol.43, no.5, pp.685-715, Apr. 2024. [Link]
  • Hyungtae Lim, Lucas Nunes, Benedikt Mersch, Xieyuanli Chen, Jens Behley, Hyun Myung†, and Cyrill Stachniss, “ERASOR2: Instance-Aware Robust 3D Mapping of the Static World in Dynamic Scenes," in Proc. Robotics: Science and Systems (RSS 2023), Daegu, Korea, Jul. 2023. [Link]
  • Hyungtae Lim, Daebeom Kim, Beomsoo Kim, and Hyun Myung†, “AdaLIO: Robust Adaptive LiDAR-Inertial Odometry in Degenerate Indoor Environments," in Proc. The 20th International Conference on Ubiquitous Robots (UR 2023), Honolulu, USA, Jun. 2023. [Link]
  • Seungwon Song, Hyungtae Lim, Alex Junho Lee, and Hyun Myung†, “DynaVINS: A Visual-Inertial SLAM for Dynamic Environments," IEEE RA-L (Robotics and Automation Letters), vol.7, no.4, pp.11523-11530, Oct. 2022. [Link]
  • Seungjae Lee, Hyungtae Lim, and Hyun Myung†, “Patchwork++: Fast and Robust Ground Segmentation Solving Partial Under-Segmentation Using 3D Point Cloud," in Proc. 2022 IEEE/RSJ Int'l Conf. on Intelligent Robots and Systems (IROS), pp. 13276-13283, Kyoto, Japan, Oct. 2022. [Link]
  • Minho Oh, Euigon Jung, Hyunhtae Lim, Wonho Song, Sumin Hu, EungChang Lee, JungHee Park, Jaekyung Kim, Jangwoo Lee, and Hyun Myung†, “TRAVEL: Traversable Ground and Above-Ground Object Segmentation Using Graph Representation of 3D LiDAR Scans," IEEE RA-L (Robotics and Automation Letters), vol.7, no.3, pp.7255-7262, Jul. 2022. (RA-L Best Paper Award) [Link]
  • Hyunjun Lim, Jinwoo Jeon, and Hyun Myung†, “UV-SLAM: Unconstrained Line-based SLAM Using Vanishing Points for Structural Mapping," IEEE RA-L (Robotics and Automation Letters), vol.7, no.2, pp.1518 – 1525, Apr. 2022. [Link]
  • Hyungtae Lim, Minho Oh, and Hyun Myung†, “Patchwork: Concentric Zone-based Region-wise Ground Segmentation with Ground Likelihood Estimation Using a 3D LiDAR Sensor," in Proc. IEEE/RSJ Int'l Conf. on Intelligent Robots and Systems (IROS), pp. 6458-6465, Praque, Czech Republic, Sep. 2021. [Link]
  • KwangYik Jung, YeEun Kim, HyunJun Lim, and Hyun Myung†, “ALVIO: Adaptive Line and Point Feature-based Visual Inertial Odometry for Robust Localization in Indoor Environments," in Proc. The 8th International Conference on Robot Intelligence Technology and Applications (RiTA), Cardiff, UK (virtual), Aug. 2021. (Robot Intelligence Technology and Applications: Results from the 8th International Conference on Robot Intelligence Technology and Applications. Lecture Notes in Mechanical Engineering book series (LNME), pp.171-184, Springer) [Link]
  • Hyungtae Lim, Sungwon Hwang, and Hyun Myung†, “ERASOR: Egocentric Ratio of Pseudo Occupancy-based Dynamic Object Removal for Static 3D Point Cloud Map Building," IEEE RA-L (Robotics and Automation Letters), vol.6, no.2, pp.2272-2279, Apr. 2021. [Link]
  • Sungwook Jung, Duckyu Choi, Seungwon Song, and Hyun Myung†, “Bridge Inspection Using Unmanned Aerial Vehicle Based on HG-SLAM: Hierarchical Graph-based SLAM," Remote Sensing, vol. 2, no.18, pp.3022, Sep. 2020. [Link]
  • Seungwon Song, Hyungtae Lim, Sungwook Jung, and Hyun Myung†, “G2P-SLAM: Generalized RGB-D SLAM Framework for Mobile Robots in Low-Dynamic Environments," IEEE Access, vol.10, pp.21370 – 21383, Feb. 2022. [Link]
  • Hyungjin Kim, Seungwon Song, and Hyun Myung†, “GP-ICP: Ground Plane ICP for Mobile Robots," IEEE Access, vol.7 no.1, pp.76599-76610, Jun. 2019.  [Link]

사진 및 영상

Basic Concept

  • Donghwa Lee, Hyun Myung, “Solution to the SLAM Problem in Low Dynamic Environments Using a Pose Graph and an RGB-D Sensor," Sensors, vol.14, no.7, pp.12467-12496, [Link], July 2014.

  • Pose Graph-Based RGB-D SLAM in Low Dynamic Environments (Experiment #1)
  • Pose Graph-Based RGB-D SLAM in Low Dynamic Environments (Experiment #2)

Autonomous Navigation

  • 비정형 환경에서의 경로 계획
  • Latent space 기반 local navigation
  • Contextual cue를 활용한 zero-shot object-goal navigation
  • 사족보행 로봇의 자율 navigation
  • 자율주행 차량의 자율 navigation
  • 수상 로봇의 자율 navigation
  • 수중 로봇(AUV, robotic fish)의 navigation

관련 논문

  • Dongkyu Lee, I Made Aswin Nahrendra, Minho Oh, Byeongho Yu, and Hyun Myung, “TRG-planner: Traversal Risk Graph-Based Path Planning in Unstructured Environments for Safe and Efficient Navigation," IEEE RA-L (Robotics and Automation Letters), vol.10, no.2, pp.1736-1743, Feb. 2025. [Link]
  • JIWON PARK, Dongkyu Lee, I Made Aswin Nahrendra, Jaeyoung Lim, Hyun Myung*, “DreamFlow: Local Navigation Beyond Observation via Conditional Flow Matching in the Latent Space", in Proc. IEEE Int'l Conf. on Robotics and Automation (ICRA), 2026. (Accepted)
  • Taeyun Kim, Alvin Jinsung Choi, Dasol Hong, Hyun Myung*, “CLUE: Adaptively Prioritized Contextual Cues by Leveraging a Unified Semantic Map for Effective Zero-Shot Object-Goal Navigation", in Proc. IEEE Int'l Conf. on Robotics and Automation (ICRA), 2026. (Accepted)

Magnetic field-based SLAM

  • DV-SLAM (Dual sensor 기반 vector-field SLAM)
  • 지하 환경 localization
  • 지하 환경 navigation
  • Magnetic sequence 기반 SLAM
  • Magnetic field를 활용한 지하 환경 SLAM
  • GPS 음영 환경에서의 self-localization

관련 논문

  • Jongdae Jung, Taekjun Oh, and Hyun Myung, “Magnetic field constraints and sequence-based matching for indoor pose graph SLAM," Robotics and Autonomous Systems (RAS), vol.70, pp.92-105, Aug. 2015. [Link]
  • Seung-Mok Lee, Jongdae Jung, Hyun Myung, “DV-SLAM (Dual-sensor-based Vector-field SLAM) and Observability Analysis," IEEE Transactions on Industrial Electronics, vol. 62, no. 2, pp. 1101-1112, Feb. 2015. [Link]
  • Byeolteo Park, Hyun Myung, “Underground localization using dual magnetic field sequence measurement and pose graph SLAM for directional drilling," Measurement Science and Technology, vol. 25, no. 12, 125101 (12pp), Oct. 2014. [Link]

사진 및 영상

Seung-Mok Lee, Jongdae Jung, Shin Kim, In-Joo Kim, and Hyun Myung, “DV-SLAM (Dual-sensor-based Vector-field SLAM) and Observability Analysis," IEEE Trans. Industrial Electronics, vol.62, no.2, pp.1101-1112, [DOI], Feb. 2015.

 

MAV (quadrotor) Navigation & Control

  • 경로 계획, 경로 추종, 장애물 회피
  • Marker(AprilTag) 기반 이동 차량 착륙
  • Traversal risk graph 기반 경로 계획
  • Lightweight UAV 탐사
  • Multi-layer coverage 경로 계획
  • UAV navigation

관련 논문

    • Eungchang Mason Lee, Sungwook Jung, Seungwon Song, Duckyu Choi, Dongkyu Lee, Seunghyun Lee, Seoktae Kim, and Hyun Myung, “CEO-MLCPP: Collision-Efficient and Obstacle-Aware Multi-Layer Coverage Path Planner for 3D Reconstruction with UAVs," in Proc. Int'l Conf. on Robot Intelligence Technology and Applications (RiTA), Gold Coast, Australia, Dec. 2022. [Link]
    • EungChang Mason Lee, Duckyu Choi, and Hyun Myung, “Peacock Exploration: A Lightweight Exploration for UAV using Control-Efficient Trajectory," in Proc. The 8th International Conference on Robot Intelligence Technology and Applications (RiTA), Cardiff, UK (virtual), Aug. 2021. [The Best Paper Award](Robot Intelligence Technology and Applications: Results from the 8th International Conference on Robot Intelligence Technology and Applications. Lecture Notes in Mechanical Engineering book series (LNME), pp.136-146, Springer) [Link]

사진 및 영상

  • Finalist in DJI developer challenge 2016 [Link]
 

Seamless Localization at Indoor/Outdoor for U-Eco City

  • 사용자 및 로봇을 위한 localization
  • Building ratio map 기반 UAV localization
  • NLOS에 강인한 UWB-inertial Odometry
  • Ground plane ICP

관련 논문

  • Jieum Hyun and Hyun Myung†, “NR-UIO: NLOS-Robust UWB-Inertial Odometry based on IMM and NLOS Factor Estimation," Sensors, vol.21, no.23, pp. 7886 – 7902 , Nov. 2021. [Link]
  • Junho Choi and Hyun Myung, “BRM Localization: UAV Localization in GNSS-Denied EnvironmentsBased on Matching of Numerical Map and UAV Images," in Proc. IEEE/RSJ Int'l Conf. on Intelligent Robots and Systems (IROS), Las Vegas, USA (virtual), Oct. 2020. [Link]
  • Hyungjin Kim, Seungwon Song, and Hyun Myung†, “GP-ICP: Ground Plane ICP for Mobile Robots," IEEE Access, vol.7 no.1, pp.76599-76610, Jun. 2019. [Link]
  • Jongdae Jung and Hyun Myung†, “Indoor Localization Using Particle Filter and Map-based NLOS Ranging Model," in Proc. ICRA (IEEE Int’l Conference on Robotics and Automation), Shanghai, China, May 2011. [Link]

사진 및 영상

Basic Concept

Localization for Users and Robot

  • Jongdae Jung and Hyun Myung, “Indoor Localization Using Particle Filter and Map-based NLOS Ranging Model,” in Proc. of ICRA (IEEE Int’l Conference on Robotics and Automation), pp.5185-5190, Shanghai, China, May 2011.

Seamless Localization for U-Eco City

Robotic Fish (Fibo) for Aquarium

  • Vision 기반 Localization

사진 및 영상

Vision-based Localization

관련 논문

  • No related paper

JEROS (Jellyfish Elimination RObotic Swarm)

  • JEROS의 포메이션 제어

사진 및 영상

System Concept

Experiment

JEROS prototype (version 2)

Formation control of JEROS

관련 논문

  • No related paper

Formation Control for Swarm Robots

  • Type-2 fuzzy logic을 활용한 분산형 포메이션 제어
  • 군집 로봇을 위한 predictive control 기법

사진 및 영상

Using Fuzzy Logic (Type-2) for Decentralized Formation Control

Predictive Control Scheme for Swarm Robots

관련 논문

  • No related paper

Bird-like Biped Robot for Rough Terrain

사진 및 영상

System Concept Design

관련 논문

  • No related paper