Seoyeon Kim

M.S. student at Computer Vision Lab, POSTECH.

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Hi, there! I am a self-motivated Master's Student exploring Computer Vision and Deep Learning.

I am enrolled to the Computer Science and Engineering department at POSTECH, working as a member of Computer Vision Lab. under the supervision of Prof. Suha Kwak.

My present interests lie in Vision-Language Multimodal tasks, and I recenly published a work on Referring Image Segmentation. I am specifically interested in adapting large foundational models for novel, real-world applications.

If you are interested in my work, feel free to contact me.

Education

Sept, 2022 - Present POSTECH, Pohang, South Korea
M.S. student 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. 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
  2. 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)