Seoyeon Kim

PhD Student at Computational Imaging Group, POSTECH.

prof_seoyeon.jpg

Hi there! I'm a passionate PhD student delving into the intersection of computer vision and computational imaging.

During my master's at Computer Vision Lab, I focused on vision-language multimodal tasks under the guidance of Prof. Suha Kwak.

Now, for my PhD with Prof. Seunghwan Baek, I'm combining computer vision and computational imaging, leveraging end-to-end optimization of visual perception models and metasurfaces to create cutting-edge imaging systems.

If you are interested in my work, feel free to reach out.

Education

Sept, 2022 - Aug, 2024 POSTECH, Pohang, South Korea
M.S. in Computer Science and Engineering
GPA 4.06/4.30
Advised by Prof. Suha Kwak
Feb, 2018 - Aug, 2022 POSTECH, Pohang, South Korea
B.S. in Computer Science and Engineering
Summa Cum Laude
Advised by Prof. Jaesik Park
Sept, 2013 - Aug, 2017 City of London Freemen's School, Surrey, United Kingdom
4 A*s in A-level (Maths, Further Maths, Physics, Chemistry)

Experience

June, 2021 - Sept, 2021 Hyundai Motor Group, Seoul, South Korea
Research Intern
  • Researched Object Detection and Neural Style Transfer.
Feb, 2021 - Aug, 2022 Computer Vision Lab, POSTECH, Pohang, South Korea
Undergraduate Research Intern
  • Developed Sample-Dependent Occlusion Network for Intelligent Data Augmentation.
  • Proposed Patch-wise Matching Framework for Self-Supervised Learning in Vision Transformers.

Publications

  1. Bootstrapping Top-down Information for Self-modulating Slot Attention
    Dongwon Kim, Seoyeon Kim, Suha Kwak
    In Proceedings of Neural Information Processing Systems (NeurIPS), 2024
  2. Extending CLIP’s Image-Text Alignment to Referring Image Segmentation
    Seoyeon Kim, Minguk Kang, Dongwon Kim, Jaesik Park, Suha Kwak
    In Proceedings of North American Chapter of the Association for Computational Linguistics (NAACL), 2024
  3. PAM: Patch Aware Matching for Vision Transformer based Self-Supervised Learning Frameworks
    Seoyeon Kim, Minguk Kang, and Jaesik Park
    34th Workshop on Image Processing and Image Understanding (IPIU), Bronze Award, 2023

Awards and Scholarships

First Place in Research Project I Course, POSTECH (2021)
  • Won Best Award for outstanding research effort
National Science and Engineering Scholarship, Korea Student Aid Foundation (2022)
  • Received two years full scholarhip for academic excellence
Global Leadership Program, POSTECH (2020, 2021)
  • Received CSE scholarship twice for academic potential (4K USD)