Profile

I'm an integrated M.S.โ€“Ph.D. student in the Department of Electrical and Computer Engineering at Inha University, advised by Younggun Cho in SPARO Lab. I also received my B.S. in Electrical Engineering from Inha University. During my M.S., I worked on robust state estimation through learned inertial odometry, and I'm now studying motion generation for robust and adaptive robot behavior. For my personal thoughts and research experiences, please check out my :)

Latest News

Latest Researches

KISS-IMU: Self-supervised Inertial Odometry with Motion-balanced Learning and Uncertainty-aware Inference
2026 1st Author Conference

KISS-IMU: Self-supervised Inertial Odometry with Motion-balanced Learning and Uncertainty-aware Inference

IEEE International Conference on Robotics and Automation (ICRA 2026)
PoLaRIS Dataset: A Maritime Object Detection and Tracking Dataset in Pohang Canal
2025 1st Author Conference

PoLaRIS Dataset: A Maritime Object Detection and Tracking Dataset in Pohang Canal

IEEE International Conference on Robotics and Automation (ICRA 2025)

News

Publications

  1. RadLoc: Radar-based 3-DoF Global Localization via Fast, Robust, and Lightweight Spatial Descriptor Across Diverse Environmental Scenarios
    Hogyun Kim, Jiwon Choi, Jungwoo Lee, Younggun Cho
    IROS, 2026 , 2026/10
  2. Commerge: Communication-Efficient, Robust and Fast LiDAR Map Merging Framework for Multi-robot Coordination in Resource-constrained Scenarios
    Hogyun Kim, Jiwon Choi, Juwon Kim, Geonmo Yang, Seokhwan Jeong, Hyungtae Lim, Younggun Cho
    IJRR , 2026/06
  3. KISS-IMU: Self-supervised Inertial Odometry with Motion-balanced Learning and Uncertainty-aware Inference
    Jiwon Choi, Hogyun Kim, Geonmo Yang, Juhui Lee, Younggun Cho
    ICRA, 2026 , 2026/06 ยท Best Paper on Robot Perception Finalist
  4. SKiD-SLAM: Robust, Lightweight, and Distributed Multi-Robot LiDAR SLAM in Resource-Constrained Field Environments
    Hogyun Kim, Jiwon Choi, Juwon Kim, Geonmo Yang, Dongjin Cho, Hyungtae Lim, Younggun Cho
  5. PoLaRIS Dataset: A Maritime Object Detection and Tracking Dataset in Pohang Canal
    Jiwon Choi*, Dongjin Cho*, Giheyon Lee, Hogyun Kim, Geonmo Yang, Joowan Kim, Younggun Cho
    ICRA, 2025 , 2025/05
  6. IML-SLAM: ์ฃผํ–‰ ์ฐจ๋Ÿ‰ ๋ชจ์…˜์„ ๊ณ ๋ คํ•œ LiDAR-Inertial SLAM ์‹œ์Šคํ…œ
    Jiwon Choi, Hogyun Kim, Geonmo Yang, Younggun Cho
    Korea Institute of ITS Conference , 2025/04 ยท Excellent Paper Award
  7. Narrowing your FOV with SOLiD: Spatially Organized and Lightweight Global Descriptor for FOV-constrained LiDAR Place Recognition
    Hogyun Kim, Jiwon Choi, Taehu Sim, Giseop Kim, Younggun Cho
    RA-L , 2024/08
  8. ๊ฐ€๋ฒผ์šด ์ „์—ญ ์„ค๋ช…์ž๋กœ ์ด๋ฃจ์–ด์ง„ ์œ„์น˜ ์ธ์‹ ๊ธฐ์ˆ ์„ ์ด์šฉํ•œ ๊ฐ•์ธํ•œ ์Šฌ๋žจ ๊ธฐ์ˆ 
    Jiwon Choi, Hogyun Kim, Younggun Cho
  9. Study on Efficient Multi-floor Navigation Using a Visual Marker and Floor Plan Map
    Jiwon Choi, Taehu Sim, Gihyeon Lee, Jaeyong Lee, Gilhwan Kang, Hogyun Kim, Young Gun Cho
    ICROS Journal , 2024/01
  10. Visual marker ๋ฐ ์„ค๊ณ„๋„๋ฉด์„ ํ™œ์šฉํ•œ ํšจ์œจ์ ์ธ ๋‹ค์ธต ๋‚ด๋น„๊ฒŒ์ด์…˜์— ๊ด€ํ•œ ์—ฐ๊ตฌ
    Gihyeon Lee, Sangwook Han, Taehu Sim, Jiwon Choi, Changhee Kim, Jaeyong Lee, Younggun Cho
  11. ๊ฑฐ๋ฆฌ ๊ธฐ๋ฐ˜ Sampling Algorithm์„ ์ด์šฉํ•œ LiDAR์˜ ๊ฐ์ฒด ์ธ์‹ ์„ฑ๋Šฅ ๊ฐœ์„ ์— ๊ด€ํ•œ ์—ฐ๊ตฌ
    Dongyoung Kim, Hanbin Song, Jiwon Choi, Jaewoon Lee, Jiung Im, Jonghun Won
    Korea Institute of ITS Conference , 2022/06 ยท Excellent Paper Award

Research

Type
Role
RadLoc: Radar-based 3-DoF Global Localization via Fast, Robust, and Lightweight Spatial Descriptor Across Diverse Environmental Scenarios
2026 Co-author Conference

RadLoc: Radar-based 3-DoF Global Localization via Fast, Robust, and Lightweight Spatial Descriptor Across Diverse Environmental Scenarios

1st author โ€” Hogyun Kim

IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2026)
Commerge: Communication-Efficient, Robust and Fast LiDAR Map Merging Framework for Multi-robot Coordination in Resource-constrained Scenarios
2026 Co-author Journal

Commerge: Communication-Efficient, Robust and Fast LiDAR Map Merging Framework for Multi-robot Coordination in Resource-constrained Scenarios

1st author โ€” Hogyun Kim

International Journal of Robotics Research (IJRR 2026)
KISS-IMU: Self-supervised Inertial Odometry with Motion-balanced Learning and Uncertainty-aware Inference
2026 1st Author Conference

KISS-IMU: Self-supervised Inertial Odometry with Motion-balanced Learning and Uncertainty-aware Inference

IEEE International Conference on Robotics and Automation (ICRA 2026)
SKiD-SLAM: Robust, Lightweight, and Distributed Multi-Robot LiDAR SLAM in Resource-Constrained Field Environments
2025 Co-author Conference

SKiD-SLAM: Robust, Lightweight, and Distributed Multi-Robot LiDAR SLAM in Resource-Constrained Field Environments

1st author โ€” Hogyun Kim

ICRA Workshop on Field Robotics (ICRA Workshop 2025)
PoLaRIS Dataset: A Maritime Object Detection and Tracking Dataset in Pohang Canal
2025 1st Author Conference

PoLaRIS Dataset: A Maritime Object Detection and Tracking Dataset in Pohang Canal

IEEE International Conference on Robotics and Automation (ICRA 2025)
Narrowing your FOV with SOLiD: Spatially Organized and Lightweight Global Descriptor for FOV-constrained LiDAR Place Recognition
2024 Co-author Journal

Narrowing your FOV with SOLiD: Spatially Organized and Lightweight Global Descriptor for FOV-constrained LiDAR Place Recognition

1st author โ€” Hogyun Kim

IEEE Robotics and Automation Letters (RA-L 2024)

Notes

Coming soon โ€” notes and study materials will live here.

ETC

Presentation

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Academic Service

  • Reviewer RA-L, 2025, 2026 ICRA, 2026 IROS, 2026