Prof. Moongu Jeon 전문구 | Principal Investigator
Research Interests: AI, Vision
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
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
Projects:
이동환경 다중표적 추적기술 (LIG)
Development of global multi-target tracking and event prediction techniques based on real-time large-scale video analysis (IITP)
Publications:
S. Hwang, D. Han, M. Jeon, Making Depthwise Convolution SR-friendly via Kernel Attention Injection, Journal of Visual Communication and Image Representation
D. Han, S. Hwang, H. Ahn, M. Jeon, An Efficient Uncertainty-driven Learning for Stochastic Super-Resolution, IEEE Access
Projects:
인텔리전트 에이전트 기반 스마트 무대전시 동적 공간 인지형 미디어월 플랫폼 기술 개발 (KOCCA)
Research on target detection/recognition from satellite imagery based on transformer structures (ADD)
Development of global multi-target tracking and event prediction techniques based on real-time large-scale video analysis (IITP)
Yechan Kim 김예찬 | Ph.D.
Research Interests: Multi-Modal Learning, Visual Understanding, Aerial Image Analysis, Syn2Real Generalization
Publications:
Y. Kim, Y. Lee, M. Jeon, "Imbalanced image classification with complement cross entropy", Pattern Recognition Letters
Y. Lee, Y. Kim, J. Yu, M. Jeon, "Learning to Remove Bad Weather: Towards Robust Visual Perception for Self-Driving", IEEE Robotics and Automation Letters
Y. Lee, Y. Ko, Y. Kim, M. Jeon, "Perception-Friendly Video Enhancement for Autonomous Driving under Adverse Weather Conditions", ICRA
Y. Kim, S. Kim, M. Jeon, "NBBOX: Noisy Bounding Box Improves Remote Sensing Object Detection", IEEE Geoscience and Remote Sensing Letters
Y. Kim, D. Yoon, S. Kim, M. Jeon, "NSegment: Label-specific Deformations for Remote Sensing Image Segmentation", IEEE Geoscience and Remote Sensing Letters
U. Fatima, Z. Khan, Y. Kim, J. Kim, W. Pedrycz, M. Jeon, "Resource Efficient Framework for Remote Sensing Visual Recognition", IEEE Sensors Journal
J. Park, Y. Kim, and M. Jeon, "Investigating Long-term Training for Remote Sensing Object Detection", Machine Vision and Applications
Projects:
Development of situation awareness and decision support algorithms based on large-scale AI models (LIG)
Research on target detection/recognition from satellite imagery based on transformer structures (ADD)
Research on multi-view based density estimation and crowd analysis in unconstrained real-world scenarios (NRF)
Extending Contrastive Learning to New Data Modalities and Resource-Limited Devices (GIST-MIT)
Development of global multi-target tracking and event prediction techniques based on real-time large-scale video analysis (IITP)
Publications:
Y. Kim, D. Yoon, S. Kim, M. Jeon, "NSegment: Label-specific Deformations for Remote Sensing Image Segmentation", IEEE Geoscience and Remote Sensing Letters
Projects:
이동환경 다중표적 추적기술 (LIG)
청각장애인을 위한 지능형 전시해설 문자/한국수어 변환 기술개발 (KOCCA)
Development of global multi-target tracking and event prediction techniques based on real-time large-scale video analysis (IITP)
Publications:
S. Hwang, D. Han, M. Jeon, Making Depthwise Convolution SR-friendly via Kernel Attention Injection, Journal of Visual Communication and Image Representation
D. Han, S. Hwang, H. Ahn, M. Jeon, An Efficient Uncertainty-driven Learning for Stochastic Super-Resolution, IEEE Access
Projects:
이동환경 다중표적 추적기술 (LIG)
Development of global multi-target tracking and event prediction techniques based on real-time large-scale video analysis (IITP)
Publications:
U. Fatima, Z. Khan, Y. Kim, J. Kim, W. Pedrycz, M. Jeon, "Resource Efficient Framework for Remote Sensing Visual Recognition", IEEE Sensors Journal
U. Fatima. Z. Khan, W. Pedrycz, M. Jeon, Leveraging Contrastive Learning for Cross-Modal (X-Modal) Person Identification, Neural Computing and Applications
Projects:
이동환경 다중표적 추적기술 (LIG)
Development of global multi-target tracking and event prediction techniques based on real-time large-scale video analysis (IITP)
JongHyun Park 박종현 | Ph.D.
Research Interests: Multi-Modal Learning, Terrain Analysis, Reinforcement Learning, Simulation
Publications:
J. Park, Y. Kim, and M. Jeon, "Investigating Long-term Training for Remote Sensing Object Detection", Machine Vision and Applications
Projects:
Development of situation awareness and decision support algorithms based on large-scale AI models (LIG)
Research on target detection/recognition from satellite imagery based on transformer structures (ADD)
Development of service robot and contents supporting children’s reading activities based on artificial intelligence (KOCCA)
SooYeon Kim 김수연 | M.S.
Research Interests: Aerial Image Analysis, Syn2Real Generalization, Data Augmentation
Publications:
Y. Kim, S. Kim, M. Jeon, "NBBOX: Noisy Bounding Box Improves Remote Sensing Object Detection", IEEE Geoscience and Remote Sensing Letters
Y. Kim, D. Yoon, S. Kim, M. Jeon, "NSegment: Label-specific Deformations for Remote Sensing Image Segmentation", IEEE Geoscience and Remote Sensing Letters
Projects:
Development of situation awareness and decision support algorithms based on large-scale AI models (LIG)
Research on target detection/recognition from satellite imagery based on transformer structures (ADD)
Publications:
T. Chriv, U. Fatima, J. Pyo, M. Jeon, Enhancing Image Captioning with CLIP and LSTM: A Sequential Approach to Visual Descriptions, Korea Software Congress
L. Ma, U. Fatima, T. Chriv, H. Imran, M. Jeon, 3D Ground Truth Reconstruction from Multi-Camera Annotations Using UKF, ICCAIS
Projects:
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Publications:
L. Ma, U. Fatima, T. Chriv, H. Imran, M. Jeon, 3D Ground Truth Reconstruction from Multi-Camera Annotations Using UKF, ICCAIS
Projects:
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Sung Heon Kim 김성헌 | M.S.
Research Interests: Multi-Modal Learning, Planning, Simulation, LLM Applications
Publications:
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
Projects:
Development of situation awareness and decision support algorithms based on large-scale AI models (LIG)
Jongmin Joo 주종민 | Intern → M.S. (26/3)
Research Interests: Multi-Modal Learning, Syn2Real Generalization, Active Learning
Mingi Lee 이민기 | Intern
Research Interests: Visual Understanding, Aerial Image Analysis