AI/ML Expertise
Machine Learning
Deep expertise in ML algorithms, model development, and deployment
Computer Vision
Image processing, 3D reconstruction, and visual recognition systems
Deep Learning
Neural networks, GANs, and advanced deep learning architectures
3D Point Clouds
3D data processing, registration, and analysis applications
Technical Skills
Programming Languages
AI/ML Frameworks
Development Frameworks
Specializations
Professional Experience
AI Project Manager
My04 Company, Decora Research Center
Leading research in Generative AI and 3D representation technologies.
Development Manager
AI-Tech Corp., South Korea
Led projects in machine learning, deep learning, and 3D point cloud applications.
- Designed system/software architecture for AI applications
- Led cross-functional development teams
- Implemented cutting-edge ML/DL solutions
Senior Researcher
Software Engineering Lab, JBNU
Conducted advanced research in AI and machine learning applications.
Host Researcher
International Joint Project
Led international research collaboration between universities in Thailand and South Korea.
Key AI/ML Projects
3D Point Cloud Analysis
Advanced 3D point cloud processing using stereo vision and time-of-flight sensors for livestock weight estimation.
Weather Artifact Removal
Deep learning system for removing particles (rain, snow, fog) from surveillance camera footage for improved face recognition.
Behavioral Recognition
AI system for abnormal behavior detection in livestock using computer vision and pattern recognition.
Deep Network Face Recognition
Advanced face recognition system using deep neural networks for montage face identification.
Selected Publications
Removing Snow From a Single Image Using a Residual Frequency Module and Perceptual RaLSGAN
IEEE Transactions (SCI)
Advanced deep learning approach for weather artifact removal in computer vision systems.
Deep Global Features for Point Cloud Alignment
Sensors (SCI)
Novel deep learning methods for 3D point cloud registration and alignment.
Image-to-Image Translation Using Identical-Pair Adversarial Networks
Applied Sciences (SCI)
Innovative GAN architecture for image translation applications.
Education
Ph.D. in Computer Science and Engineering
Jeonbuk National University, South Korea
2017 - 2019
Ph.D. in Culture Technology
Jeonju University, South Korea
2015 - 2019
M.S. in Information Systems
Jeonju University, South Korea
2012 - 2014
B.S. in Computer Science
Jeonju University, South Korea
2010 - 2011