Yuntae Jeon | 전윤태
I received dual B.S. degrees at
Civil Engineering & Computer Science Engineering in Sungkyunkwan
University(SKKU), South Korea. Now, I'm in M.S. course at Global Smart City in SKKU.
"My dream is building a home on Mars."
Research Interests
- Construction Automation
- | Construction Management
- | Computer Vision
Education
M.S.
2023.03 – present
Sungkyunkwan University, South Korea
- Global Smart City (Advisor : Prof. Seunghee Park)
- Korean President Science Scholarship for Graduate
KIC Tech Frontier
2023.07 – 2023.08
University of California, Berkeley, U.S.
- Haas School of Business
B.S.
2019.03 – 2023.02
Sungkyunkwan University, South Korea
- Civil Engineering
- Summa Cum Laude (Top 5%)
- Computer Science
- Best Graduation Paper Award (3rd)
Career
AI Researcher
2021.09 - 2023.02
Smartinside AI. Co. ltd, South Korea
- AI Solution Team, Development of Vision AI Model
- Construction Sites Video Analysis
Award
CVPR Workshop, Visual Question Answering Challenge, 2024.06
- 1st VizWiz Grand Challenge Award (3rd)
ICCV Workshop, Floor Plan Auto-Completion Challenge, 2023.10
- 1st Computer Vision Aided Architectural Design(CVAAD) Challenge Award (1st)
Korea Institute for Structural Maintenance and Inspection(KSMI) Citation, 2023.02
- President of KSMI Citation
- Motivated student to engage in structural diagnosis and maintenance area
President's List, 2022.12
- President of SKKU Award (A representative student of College of Engineering)
- Represent student success with creativity and spirit to challenge
AI Championship, 2022.12
- Minister of SMEs and Startups Award (1st)
- AI-based construction sites object detection, DL E&C's project
Best Graduation Paper, 2022.11
- SKKU, Dean of the College of Computing and Informatics Award (3rd)
- An evolutionary neural architecture search for optimizing object detection models
(advised by Prof. Jaekwang Kim)
AI Championship, 2021.11
- Minister of SMEs and Startups Award (1st)
- AI-based risk analysis in electricity facilities, Korea Electric Power Corporation(KEPCO)'s project
K-Water Big-Data Contest, 2020.10
- President of Korea Water Resources Corporation Award (2nd)
- AI based flood prediction and establishment of safety parking service platform, Korea Water Resources Corporation(K-water)'s project
Scholarship
Korean President Science Scholarship for Graduate, 2024-2025
- President of Korea
- 1st Presidential Science Scholarship for Graduate, Construction & Transportation ($14000)
Sungkyunkwan University(SKKU) Graduate School Scholarship, 2023-2025
- President of SKKU Graduate Shcool
- Graduate School 2-years Full Scholarship ($26000)
Korean Society of Civil Engineers(KSCE) Scholarship, 2022
- President of KSCE
- KSCE Park Chang-ho Scholarship ($3000)
Sungkyunkwan University(SKKU) Scholarship, 2022
- President of SKKU
- Student Success & Creative Student Scholarship ($4000)
Sungkyunkwan University(SKKU) Scholarship, 2021
- President of SKKU Alumni Association
- Global Center Contributor Scholarship ($2000)
Korea Institute of Registered Architectures(KIRA) Scholarship, 2020
- President of Gyeongsangbuk-do Architectural Society, KIRA ($3000)
PUBLICATIONS
Journal
2024
-
Vision-Based Motion Prediction for Construction Workers Safety in Real-Time Multi-Camera SystemAdvanced Engineering Informatics, 2024[Link]
-
Leveraging Semi-Supervised Learning for Domain Adaptation: Enhancing Safety at Construction Sites through Long-Tailed Object DetectionASCE's Journal of Construction Engineering and Management, 2024[Link]
2022
-
Forest-Fire Response System Using Deep-Learning-Based Approaches With CCTV Images and Weather DataIEEE ACCESS, 2022[Link]
Conference
2024
-
MSD: A Benchmark Dataset for Floor Plan Generation of Building ComplexesIEEE/CVF European Conference on Computer Vision (ECCV), 2024[Link]
-
Low-Light Image Enhancement Framework for Improved Object Detection in Fisheye Lens DatasetIEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRw), 2024[Link]
-
NeRF-Con : Neural Radiance Fields for Automated Construction Progress MonitoringInternational Symposium on Automation and Robotics in Construction (ISARC), 2024[Link]
-
GPT-based Logic Reasoning for Hazard Identification in Construction Site using CCTV DataInternational Symposium on Automation and Robotics in Construction (ISARC), 2024[Link]
-
Multi-modal AI-based Water Pipeline Data Accumulation and Leakage Prediction Research using Image and Ultrasound DataSPIE Smart Structures + Nondestructive Evaluation, 2024[Link]
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Experimental study for nondestructive evaluation of steel rods in ground anchor using an EMI sensor: optimal design of EMI sensor through finite element simulationSPIE Smart Structures + Nondestructive Evaluation, 2024[Link]
2023
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Leveraging Future Trajectory Prediction for Multi-Camera People TrackingIEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRw), 2023[Link]