I am a graduate student at Ewha Womans University. I am advised by Professor Junhyug Noh, as a member of Practical AI Lab (PAI Lab). Prior to my graduate studies, I earned a bachelor's degree in Electronic Engineering.

My research focuses on weakly-supervised learning and uncertainty quantification for image segmentation under limited supervision.

Email  /  Google Scholar  /  Github

We propose a two-stage active learning pipeline for semantic segmentation under extremely low labeling budgets, which leverages a pre-trained diffusion model for diverse feature extraction and introduces an uncertainty score to select the most informative pixels for annotation.

• Ewha Womans University, South Korea
  Integrated M.S. & Ph.D., Artificial Intelligence
  Mar. 2024 – present
• Kumoh National Institute of Technology, South Korea
  B.S., Electronic Engineering (Major in Communication Engineering)
  Mar. 2019 – Aug. 2023

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