Introduction


We develop machine learning and artificial intelligence techniques using various types of big data such as structured data and unstructured data (image, text, graph), and we also study data analysis.

Our research area includes:
  • LLM / NLP: Large Language Models, text generation, chatbot, and advanced natural language understanding.
  • Multimodal: Integrating diverse data types (image, video, text) for 2D/3D vision tasks, speech enhancement, and multi-modal summarization.
  • Time-series: Analyzing temporal dynamics and sequential patterns in high-dimensional data, including forecasting, video understanding, and spatio-temporal analysis.
Our lab also studies applied research in various fields such as Bio/Health, Manufacturing, Material Science and Network Analysis based on machine learning and artificial intelligence using different types of big data.