Profile
AI Researcher and Senior Software Engineer with 7+ years of software development experience and 5+ years specializing in machine learning, deep learning, and computer vision. Currently pursuing a PhD in Big Data at Chungbuk National University, focusing on medical image analysis and deep learning applications. Published 18 peer-reviewed papers including SCIE-indexed journals. Passionate about bridging the gap between cutting-edge research and real-world AI applications.
Research Highlights
18
Publications
10
Journal Articles
8
Conference Papers
5+
SCIE Indexed
Research Interests: Computer Vision, Deep Learning, Super-Resolution, Medical Image Analysis, Human Activity Recognition, and Medical AI Technology.
Employment
Chungbuk National University, South Korea
- Conducting PhD research on deep learning-based medical image analysis, focusing on dental panoramic radiographs and cardiovascular disease prediction
- Developed novel super-resolution integrated segmentation models achieving 15% improvement in periodontal bone loss detection accuracy
- Published 6 first-author papers in SCIE-indexed journals including PLoS One, Bioengineering, and PeerJ
- Collaborated with medical professionals to translate AI research into clinical applications
Chungbuk National University, South Korea
- Completed Master's research on ML workflow orchestration tools for automated model building pipelines
- Developed blockchain automation tools for Hyperledger Fabric network deployment using Ansible
- Applied statistical methods and machine learning to healthcare data analysis projects
Korea Software HRD Center, Cambodia
- Delivered technical training to 50+ students in Java Programming, Spring Framework, and Laravel
- Designed curriculum and hands-on projects for enterprise software development courses
Education
Chungbuk National University, South Korea
- Research Focus: Deep Learning, Computer Vision, and Medical Image Analysis
Chungbuk National University, South Korea
- Thesis: Design and Implementation of a Workflow and Orchestration Tool for Building Machine Learning Model
The University of Cambodia, Cambodia
Technical Skills
Programming
Python, Java, C++, Bash, R
AI/ML Frameworks
PyTorch, TensorFlow, Keras, OpenCV, Pandas, NumPy, Matplotlib
Web Development
Flask, Node.js, Spring Boot, REST APIs
Database & Tools
MySQL, MongoDB, PostgreSQL, Git, Docker, Jupyter
Selected Publications
[J]: Journal
[C]: Conference
* First/Corresponding Author
Journal Articles (10 total)
[J1]*
Kong, V., et al. (2025). PIFR: A novel approach for analyzing pose angle-based human activity to automate fall detection in videos. PLoS One, 20(6), e0325253. [SCIE]
[J2]
Shon, H. S., Kong, V., et al. (2022). Deep learning model for classifying periodontitis stages on dental panoramic radiography. Applied Sciences, 12(17), 8500. [SCIE]
[J3]*
Kong, V., Kim, K. A., & Shon, H. S. (2025). Deep learning-based prognosis of major adverse cardiac events in AMI patients. Osong Public Health and Research Perspectives. [SCIE]
[J4]*
Kong, V., et al. (2024). Integrating super-resolution with deep learning for enhanced periodontal bone loss segmentation. Bioengineering, 11(11), 1130. [SCIE]
[J5]
Soeng, S., Kong, V., et al. (2024). A simple and efficient approach for extracting object hierarchy in image data. IJACSA, 15(8).
[J6]*
Kong, V., et al. (2022). Recurrence risk prediction of acute coronary syndrome per patient. PeerJ, 10, e14348. [SCIE]
[J7]*
Kong, V., et al. (2023). Automated tool for building Hyperledger Fabric blockchain networks using Ansible. Int. Journal of Contents, 19(2), 15-27.
[J8]
Shon, H. S., Kong, V., et al. (2023). Improvement of kidney tumor stage classification using ML methods. KIEE Journal, 72(11), 1412-1419.
[J9]
Aing, T., Kong, V., et al. (2021). A blockchain network construction tool and electronic voting application. Journal of Big Data, 6(2), 151-159.
[J10]
Chan, S. H., Kong, V., et al. (2026). QA-SQL: Query-Augmented SQL generation using few-shot prompting. PeerJ Computer Science. (Accepted)
Conference Papers (8 total)
[C1]*
Kong, V., et al. (2024). ML models for prediction of MACE in AMI patients. KIEE Conference, 2313-2314.
[C2]*
Kong, V., et al. (2023). Web-based application for periodontitis stages classification. KIEE Conference, 1987-1988.
[C3]
Soeng, S., Kong, V., et al. (2023). Automated detection of motorcycle rider without helmet. KMIS Conference, 896-898.
[C4]*
Kong, V., et al. (2021). Comparison of classification techniques for imbalanced data. KIEE Conference, 1886-1887.
[C5-8]
4 additional conference papers on blockchain, dental image analysis, and smart factory data (2021-2022).
Professional Training
Korea Software HRD Center, Cambodia
- iOS Development, Project Management, Agile Methodology
Korea Software HRD Center, Cambodia
- Java, Web Development, Spring Framework, Database Design
Languages
Khmer
Native
English
Professional
Korean
Beginner