Kangwook ko (고강욱)

Education

• 2023.3 - Present      Ph.D. (School of Electrical Engineering), Korea Advanced Institute of Science Technology, South Korea

• 2021.3 - 2023.2        M.S. (School of Electrical Engineering), Korea Advanced Institute of Science Technology, South Korea

• 2016.3 - 2021.2        B.S. (School of Electrical Engineering), Korea Advanced Institute of Science Technology, South Korea

Research Interests

• Computer Vision

• Multi-Object Tracking

Projects

• 2024.03 - 2024.12

with Korea Telecom (KT)

[Title] Development of Object Tracking Technology in Single and Consecutive Traffic Videos

• Real-time Online Multi-Target Multi-Camera Tracking for a City Traffic Surveillance System

• 2021.09 - 2024.12

   with Electronics and Telecommunications Research Institute (ETRI)

   [Title] Development of AI-based cargo detection and tracking system in the distributed multi-camera environment

• Cargo Detection

• Online Multi-Object Tracking

• Online Multi-Target Multi-Camera Tracking

• 2021.03 - 2021.12

with LIG NEX1

[Title] High-Resolution Video Acquisition Payload Technology on High-Speed Aircraft (Object Tracking and Image Processing Algorithm)

• Real-time Long-term Object Tracking on High-Resolution EO / IR videos

• Real-time Image Deblurring on High-Resolution EO / IR videos

• Real-time Video Stabilization on High-Resolution EO / IR videos

• Real-time Super-resolution on EO / IR videos

Publications

• Kyujin Shim, Kangwook Ko, YuJin Yang, and Changick Kim, "Focusing on Tracks for Online Multi-Object Tracking," in Proc. the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2025.

• Jinyoung Park*, Hee-Seon Kim*, Kangwook Ko*, Minbeom Kim, and Changick Kim. “VideoMamba: Spatio-Temporal Selective State Space Model,” in Proc. IEEE/CVF European Conference on Computer Vision (ECCV), 2024. (* These three authors contributed equally) 

• Kyujin Shim, Jubi Hwang, Kangwook Ko, and Changick Kim, "A Confidence-Aware Matching Strategy For Generalized Multi-Object Tracking," IEEE International Conference on Image Processing (ICIP), 2024.

• Kyujin Shim, Kangwook Ko, Jubi Hwang, and Changick Kim, "AdapTrack: Adaptive Thresholding-Based Matching For Multi-Object Tracking," IEEE International Conference on Image Processing (ICIP), 2024. 

• Kibum Yun, Kyujin Shim, Kangwook Ko, and Changick Kim, "Dynamic Template Update For Visual Object Tracking," IEEE International Conference on Image Processing (ICIP), 2022

• Kyujin Shim, Sungjoon Yoon *, Kangwook Ko, and Changick Kim, "Multi-Target Multi-Camera Vehicle Tracking for City-Scale Traffic Management", IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2021 (* These two authors contributed equally) 

• Kyujin Shim, Junyoung Byun, Kangwook Ko, Jubi Hwang, and Changick Kim, "Enhancing Robustness of Multi-Object Trackers with Temporal Feature Mix," IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), May. 2024.

• Kangwook Ko, Kyujin Shim, Kangil Lee, and Changick Kim, "Large-scale Benchmark for Uncooled Infrared Image Deblurring," IEEE Sensors, Dec. 2023.

• Kyujin Shim, Kangwook Ko, Jubi Hwang, H Jang, and Changick Kim, "Fast Online Multi-target Multi-camera Tracking for Vehicles," Applied Intelligence (APIN), Oct. 2023.

• Jubi Hwang, Kyujin Shim, Kangwook Ko, N. Ha, and Changick Kim, "Robust Multi-Object Tracking with Local Appearance and Stable Motion Models," IEEE Access, Jun. 2023.

• 고강욱, 박연주, 김윤지, 김희선, 심규진, 김창익, "거리두기 손실 함수를 통한 자기지도 대조 학습의 성능 향상", 대한전자공학회 하계학술대회, Jun, 2022.

• 고강욱, 심규진, 변준영, 김창익, "합성곱 신경망의 가중치 다변화를 통한 성능 향상," 대한전자공학회 추계학술대회, 송도컨벤시아 인천, Nov. 26-27, 2021.

• 황주비, 윤기범, 고강욱, 심규진, 조승연, 김창익, "도시 규모 교통 관리를 위한 다중 대상 다중 카메라 차량 추적 시스템", 대한전자공학회 하계학술대회, 제주신화월드 랜딩컨벤션센터 제주, Jun. 29- Jul. 1, 2022.

• 윤성준, 심규진, 고강욱, 하남구, 이민석, 장현성, 권구용, 박가영, 김창익, "적외선 영상을 위한 딥러닝 기반 실시간 동영상 안정화," 전자공학회논문지, 제 59권, 제 2호, pp. 77-83, Feb. 2021.