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Dr. Ma Van Linh | Post-doc (25/3-)
Research Interests: Multi-Object Tracking, Random Finite Sets
He also earned his Ph.D. degree under the supervision of Prof. Jeon! (19/9 - 25/2)
Publications:
L. Ma, T. Nguyen, B. Vo, H. Jang, M. Jeon, "Track Initialization and Re-Identification for 3D Multi-View Multi-Object Tracking", Information Fusion 2024
L. Ma, T. Nguyen, C. Shim, D. Kim, N. Ha and M. Jeon, "Visual Multi-Object Tracking with Re-Identification and Occlusion Handling using Labeled Random Finite Sets", Pattern Recognition 2024
I. Hussain, L. Ma, Z. Naz, U. Fatima, Y. Ko, M. Jeon, "SWIR-LightFusion: Multi-spectral Semantic Fusion of Synthetic SWIR with Thermal IR (LWIR/MWIR) and RGB", Cluster Computing 2025
Projects:
이동환경 다중표적 추적기술 (LIG), 2022-2025
Research on multi-view based density estimation and crowd analysis in unconstrained real-world scenarios (NRF), 2025
Development of global multi-target tracking and event prediction techniques based on real-time large-scale video analysis (IITP), 2019-2024
Reviewer:
Elsevier, Information Sciences (SCI)
Springer, Wireless Networks (SCI)
Unse Fatima | Ph.D. (21/3-)
Research Interests: Earth Vision, Model Compression
Publications:
U. Fatima, Z. Khan, Y. Kim, J. Kim, W. Pedrycz, M. Jeon, "Resource Efficient Framework for Remote Sensing Visual Recognition", IEEE Sensors Journal 2025
U. Fatima. Z. Khan, W. Pedrycz, M. Jeon, Leveraging Contrastive Learning for Cross-Modal (X-Modal) Person Identification, Neural Computing and Applications 2025
I. Hussain, L. Ma, Z. Naz, U. Fatima, Y. Ko, M. Jeon, "SWIR-LightFusion: Multi-spectral Semantic Fusion of Synthetic SWIR with Thermal IR (LWIR/MWIR) and RGB", Cluster Computing 2025
Projects:
이동환경 다중표적 추적기술 (LIG) 2024-2025
Research on multi-view based density estimation and crowd analysis in unconstrained real-world scenarios (NRF) 2024-2026
Daeyoung Han 한대영 | M.S./Ph.D. (19/8-)
Research Interests: Generative AI
Publications:
S. Hwang, D. Han, M. Jeon, Making Depthwise Convolution SR-friendly via Kernel Attention Injection, Journal of Visual Communication and Image Representation 2023
D. Han, S. Hwang, H. Ahn, M. Jeon, An Efficient Uncertainty-driven Learning for Stochastic Super-Resolution, IEEE Access 2025
S. Hwang, D. Han, and M. Jeon, DG-DETR: Toward Domain Generalized Detection Transformer, Pattern Recognition Letters (PRL), 2025
Projects:
Research on target detection/recognition from satellite imagery based on transformer structures (ADD) 2024
Development of global multi-target tracking and event prediction techniques based on real-time large-scale video analysis (IITP) 2019-2024
인텔리전트 에이전트 기반 스마트 무대전시 동적 공간 인지형 미디어월 플랫폼 기술 개발 (KOCCA) 2020-2022
JongHyun Park 박종현 | Ph.D. (23/8-) ❤️ E-mentor
Research Interests: RL, Simulation
He also earned his M.Sc. degree under the supervision of Prof. Jeon! (22/3 - 23/8)
Publications:
J. Park, Y. Kim, and M. Jeon, "Investigating Long-term Training for Remote Sensing Object Detection", Machine Vision and Applications 2025
Projects:
Development of situation awareness and decision support algorithms based on large-scale AI models (LIG) 2024-2027
Research on target detection/recognition from satellite imagery based on transformer structures (ADD) 2022-2024
Development of service robot and contents supporting children’s reading activities based on artificial intelligence (KOCCA) 2022-2024
Dongho Yoon 윤동호 | M.S./Ph.D. (20/3-) 💙 Manager
Research Interests: Visual Perception, LLM Applications
Publications:
Y. Kim, D. Yoon, S. Kim, M. Jeon, "NSegment: Label-specific Deformations for Remote Sensing Image Segmentation", IEEE Geoscience and Remote Sensing Letters 2025
Projects:
Development of situation awareness and decision support algorithms based on large-scale AI models (LIG) 2025-2027
이동환경 다중표적 추적기술 (LIG), 2024-2025
청각장애인을 위한 지능형 전시해설 문자/한국수어 변환 기술개발 (KOCCA), 2020-2022
Development of global multi-target tracking and event prediction techniques based on real-time large-scale video analysis (IITP), 2020-2024
Sung Heon Kim 김성헌 | M.S. (25/3-)
Research Interests: Planning, Simulation, LLM Applications
He also earned his B.Sc. degree under the supervision of Prof. Jeon! (24/3 - 25/2)
Publications:
Y. Kim, D. Yoon, U. Fatima, J. Joo, S. Kim, J. Park, M. Lee, and M. Jeon, "NSegment+: Scale-aware Label-only Elastic Deformations for Semantic Segmentation", International Workshop on AI for Urban Planning (AI4UP) in conjunction with AAAI 2026
김성헌*, 김예찬*, 김시현, 전문구, IDEA: 실내 밀도추정 연구를 위한 ARMA3 기반 데이터 생성 프레임워크, Korea Computer Congress 2024
김시현*, 김예찬*, 김성헌, 전문구. "전장에서의 군중 밀도추정을 위한 ARMA3 기반 데이터 생성에 관한 연구" Korea Computer Congress 2024
Y. Kim, J. Park, S. Kim, S. Kim, S. Kim, Y. Ko, J. Oh and M. Jeon, "Towards large-scale benchmark dataset for remote sensing object detection on battlefield", ICCE-Asia 2024
김수연*, 김예찬*, 박종현, 김성헌, 김기웅, 전문구. "Arma 3로 생성한 군사용 가상 데이터를 활용한 실세계 일반 객체탐지 성능 향상에 관한 연구" Korea Conference on Software Engineering 2025
김예찬*, 박종현*, 김수연*, 김시현*, 김성헌*, 고영민, 오중균, 윤동호, 전문구. "위성영상에서의 군 표적탐지를 위한 ARMA3 기반의 가상 데이터 생성 연구", Journal of KIISE 2025
김성헌, 박종현, 김예찬, 권철희, 조규태, 진정훈, 김지아, 전문구, 전장 상황 인식을 위한 Arma 3 기반의 Scene Graph 생성 및 VQA 데이터 자동 생성에 관한 연구, Journal of KIIT 2025
Projects:
Development of situation awareness and decision support algorithms based on large-scale AI models (LIG) 2025-2026
Research on multi-view based density estimation and crowd analysis in unconstrained real-world scenarios (NRF) 2024
Imran Haroon | M.S. (25/3-)
Research Interests: Face Detection/Recognition
Publications:
I. Haroon, I. Hussain, U. Fatima, Z. Khan, 전문구. "PiFaceNet: Lightweight Face Recognition for Mobile and Embedded Devices" Korea Software Congress (KSC) 2025, Yeosu
L. Ma, U. Fatima, T. Chriv, H. Imran, M. Jeon, "3D Ground Truth Reconstruction from Multi-Camera Annotations Using UKF", ICCAIS 2025
Projects:
MLV internal project
Jongmin Joo 주종민 | M.S. (26/3-)
Research Interests: Multi-modal Learning
He also earned his B.Sc. degree under the supervision of Prof. Jeon! (25/3 - 26/2)
Publications:
Y. Kim, D. Yoon, U. Fatima, J. Joo, S. Kim, J. Park, M. Lee, and M. Jeon, "NSegment+: Scale-aware Label-only Elastic Deformations for Semantic Segmentation", International Workshop on AI for Urban Planning (AI4UP) in conjunction with AAAI 2026
김예찬*, 주종민*, 김수연, 이민기, 전문구. "게임 엔진에서 획득한 가상 데이터의 경계 상자 레이블의 자동화된 정제 기법" Korea Software Congress (KSC) 2025, Yeosu, 2025.12.16.-12.19.
김수연*, 김예찬*, 주종민, 박종현, 윤동호, 전문구. "열화상 객체 탐지 성능 향상을 위한 비지도 이미지 변환 및 노이즈 주입 프레임워크" Korea Software Congress (KSC) 2025, Yeosu, 2025.12.16.-12.19.
Projects:
Development of situation awareness and decision support algorithms based on large-scale AI models (LIG) 2025-2027
Mingi Lee 이민기 | Intern (25/8-)
Research Interests: Visual Understanding
Publications:
Y. Kim, D. Yoon, U. Fatima, J. Joo, S. Kim, J. Park, M. Lee, and M. Jeon, "NSegment+: Scale-aware Label-only Elastic Deformations for Semantic Segmentation", International Workshop on AI for Urban Planning (AI4UP) in conjunction with AAAI 2026
김예찬*, 주종민*, 김수연, 이민기, 전문구. "게임 엔진에서 획득한 가상 데이터의 경계 상자 레이블의 자동화된 정제 기법" Korea Software Congress (KSC) 2025, Yeosu, 2025.12.16.-12.19.
Projects:
Research on multi-view based density estimation and crowd analysis in unconstrained real-world scenarios (NRF) 2025-2026
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