Research

Research Projects

1. Development of Disaster Response AI-Based Digital Twin Integrated Platform for National Architectural Cultural Heritages
   
   
   
   
   
   
   • Development of data collection, preprocessing, and optimization technology for cultural heritage image processing
   • Development of data analysis and disaster detection systems
   • Development of explainable AI (XAI) models for disaster and hazard detection and explanation
2. Smart parking and vehicle tracking project
   
   • Propose AI model that performs dehazing, low-light enhancement, and superpixel on livestream CCTV
   • Introduce automatic license plate recognition model with the recognition rate of over 95%
   • Research and develop a software that supports vehicle tracking and smart parking
3. Tunnels defect detection based on deep learning and explainable AI technology
   
   • Train a deep learning model to detect and measure cracks/defects
   • Explain, visualize, and interpret the deicisions made by the proposed model
4. Context-adaptive neural network based prediction for HEVC image compression
   • Propose a set of neural network models for intra image prediction
   • These models are trained on a large unconstrained set of images to model a large set of complex textures
   • The proposed models are also integrated into the orginal HEVC source code
5. Automatic sewer network crack detection based on Deep Learning
   
   
   
   
   • Collect image to create a dataset for automatic crack detection
   • Perform deep learning-based automated cracks detection
   • Automatically extract contextual information from frames
   • Develop software that automatically generates reports based on detected cracks in sewer pipe videos.
6. Deep learning-based Fusarium wilt of radish detection
   
   
   
   
   • Collect visible images and infrared images of radish field by drones
   • Propose a fusarium wilt of radish detection system using deep learning.

Research Interests

Computer Vision

• Image Analysis
• Machine Vision
• Pattern recognition
• CCTV Video Analytics

Natural Language Processing

• Sentiment Analysis
• Summarization
• Documents analysis

Deep Learning

Big Data

Multimedia