Introduction

I am a first-year PhD student at KAIST, advised by Prof. Seungryong Kim. My research focuses on general perception, with a particular interest in point tracking (Track Any Point), its applications, and bridging video with language understanding.

Before joining KAIST, I was a PhD student at Korea University and transferred to KAIST with my advisor. Prior to that, I received a B.S. degree from Korea University.

Education

  • Korea Advanced Institute of Science and Technology (KAIST), Seoul, Korea
    • MS/PhD Integrated Student in Artificial Intelligence
    • Sep. 2024 - Present
  • Korea University, Seoul, Korea
    • M.S. in Computer Science and Engineering
    • Mar. 2024 - Sep. 2024 (Transferred to KAIST with supervisor)
  • Korea University, Seoul, Korea
    • B.S in Biomedical Engineering and Artificial Intelligence
    • Mar. 2020 - Feb. 2024
    • Graduated Summa Cum Laude

Experience

  • University of Michigan, Ann Arbor, MI
    • Visiting Scholar
    • Jun. 2025 - Dec. 2025 (Expected)
    • Advisor: Prof. Honglak Lee
  • Korea University, Seoul, Korea

Publications

Exploring Temporally-Aware Features for Point Tracking

Inès Hyeonsu Kim*, Seokju Cho*, Jiahui Huang, Jung Yi, Joon-Yong Lee, Seungryong Kim
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2025
[Project Page] [arXiv]

Retrieval-Augmented Score Distillation for Text-to-3D Generation

Junyoung Seo*, Susung Hong*, Wooseok Jang*, Inès Hyeonsu Kim, Minseop Kwak, Doyup Lee, Seungryong Kim
International Conference on Machine Learning (ICML) 2024
[Project Page] [arXiv]

Diffusion Model for Dense Matching

Jisu Nam, Gyuseong Lee, Sunwoo Kim, Hyeonsu Kim, Hyeongwon Cho, Seyeon Kim, Seungryong Kim
International Conference on Learning Representations (ICLR) 2024, Oral, 1.2% acceptance rate
[Project Page] [arXiv]

Let 2D Diffusion Model Know 3D-Consistency for Robust Text-to-3D Generation

Junyoung Seo*, Wooseok Jang*, Min-Seop Kwak*, Hyeonsu Kim, Jaehoon Ko, Junho Kim, Jin-Hwa Kim, Jiyoung Lee, Seungryong Kim
International Conference on Learning Representations (ICLR) 2024
[Project Page] [arXiv]

Preprints

Pose-Diversified Augmentation with Diffusion Model for Person Re-Identification

Inès Hyeonsu Kim*, JoungBin Lee*, Soowon Son, Woojeong Jin, Kyusun Cho, Junyoung Seo, Min-Seop Kwak, Seokju Cho, JeongYeol Baek, Byeongwon Lee, Seungryong Kim
Arxiv Preprint, 2024
[Project Page] [arXiv]

Geometry-Aware Score Distillation via 3D Consistent Noising and Gradient Consistency Modeling

Min-Seop Kwak, Donghoon Ahn, Inès Hyeonsu Kim, Jin-wha Kim, Seungryong Kim
Arxiv Preprint, 2024
[Project Page] [arXiv]

Honors & Awards

  • Outstanding Graduate Award, Class of 2024
    • Korea University, Seoul, Korea
  • Best Paper Award (2023)
    • 33th Artificial Intelligence and Signal Processing, IEIE.
  • Semester High Honors (2nd semester, 2023)
    • Korea University, Seoul, Korea (Jul. 2023)
  • Semester High Honors (2nd semester, 2022)
    • Korea University, Seoul, Korea (Jul. 2022)
  • Soseon Scholarship
    • Soseon Sharing Fund, Korea (Sep. 2022)
  • Semester High Honors (2nd semester, 2021)
    • Korea University, Seoul, Korea (Jul. 2021)
  • Semester High Honors (1st semester, 2021)
    • Korea University, Seoul, Korea (Jan. 2021)
  • Semester High Honors (2nd semester, 2020)
    • Korea University, Seoul, Korea (Jul. 2020)
  • 1st Prize, Research & Education Conference of Gifted Youth in Scientific Research
    • Ministry of Science and ICT, Korea (2018)
    • The Minister of Science and ICT Award
  • 2nd Prize, Korea National Science Creativity Competition
    • Ministry of Education (2017)
    • The Minister of Science and ICT Award
  • Outstanding Achievement Award, National Science Fair
    • Ministry of Science, ICT and Future Planning, Korea (2015)
    • The Minister of Education & The Minister of Economy and Finance Award
  • Outstanding Achievement Award, Daegu Metropolitan City Science Fair
    • Daegu Metropolitan Office of Education, Korea (2015)
    • Superindentent of Education of Daegu Metropolitan City Award