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
  • B.S in Biomedical Engineering and Artificial Intelligence
  • Mar. 2020 - Feb. 2024

Experience

• Korea University CVLAB, Seoul, Korea
  • Research Assistant
  • Jan. 2023 - Aug. 2024
  • Advisor: Prof. Seungryong Kim

Publications

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