Kyoungmin Lee

Ph.D. Student

kyoungmin at dgist.ac.kr

Research Interests

• Image-Text Multimodal
• Image-to-Image Translation & Style Transfer

Education

• Ph.D. Student in Graduate School of Culture Technology (GSCT), KAIST, Sep 2026 - present.
• Ph.D. Student in Artificial Intelligence, DGIST, Sep 2025 - Aug 2026.
• M.S. in Artificial Intelligence, DGIST, Sep 2023 - Aug 2025.

Publications

• CRAFT: Constrained Reward via Attention Fine-Tuning for Subject Personalization without Composed Targets
  Jihun Park, Kyoungmin Lee, Jongmin Gim, Hyeonseo Jo, Jaeyeul Kim, Han Zou, Zhenpeng Zhan, Yan Zhang^†, Sunghoon Im^†
  ACM SIGGRAPH Conference and Exhibition on Computer Graphics and Interactive Techniques in Asia (SIGGRAPH Asia), 2026
  [Paper]
  Personalization / Image Generation
• TaskForce: Cooperative Multi-agent Reinforcement Learning for Multi-task Optimization
  Wonhyeok Choi, Kyumin Hwang, Jihun Park, Kyoungmin Lee, Seunghun Lee, Jaeyeul Kim, Minwoo Choi, Sunghoon Im^†
  IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026
  [Paper]
  Multi-task Optimization / Reinforcement Learning
• A Training-Free Style-Personalization via SVD-Based Feature Decomposition
  Kyoungmin Lee*, Jihun Park*, Jongmin Gim*, Wonhyeok Choi, Kyumin Hwang, Jaeyeul Kim, Sunghoon Im^†
  IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026
  [Paper]
  Style-Personalization / Image Generation
• FREESTYLE: An Anchor-Free Mechanism for Training-Free Style-Aligned Image Generation
  Minseok Oh*, Jihun Park*, Jongmin Gim, Minwoo Choi, Kyoungmin Lee, Ferdinando Fioretto^†, Sunghoon Im^†
  IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Findings, 2026
  [Paper]
  Image Generation / Personalization
• A Training-Free Style-aligned Image Generation with Scale-wise Autoregressive Model
  Jihun Park*, Jongmin Gim*, Kyoungmin Lee*, Minseok Oh, Minwoo Choi, Jaeyeul Kim, Woo Chool Park, Sunghoon Im^†
  arXiv preprint ( arXiv ), 2026
  [Paper]
  Style Consistent Image Generation
• Infinite-Story: A Training-Free Consistent Text-to-Image Generation
  Jihun Park*, Kyoungmin Lee*, Jongmin Gim*, Hyeonseo Jo, Minseok Oh, Wonhyeok Choi, Kyumin Hwang, Jaeyeol Kim, Minwoo Choi, Sunghoon Im^†
  The Association for the Advancement of Artificial Intelligence (AAAI), 2026 (Oral)
  [Paper]
  Personalization / Image Generation
• Style-Editor: Text-driven object-centric style editing
  Jihun Park*, Jongmin Gim*, Kyoungmin Lee*, Seunghun Lee, Sunghoon Im^†
  IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2025 (Highlight, Top 3.7%)
  - Encouragement Prize, 30th HumanTech Paper Award, Samsung Electronics Co., Ltd.
  [Paper] [Project page]
  Image Editing/Style Transfer
• Content-Adaptive Style Transfer: A Training-Free Approach with VQ Autoencoders
  Jongmin Gim*, Jihun Park*, Kyoungmin Lee*, Sunghoon Im^†
  Asian Conference on Computer Vision (ACCV), 2024
  [Paper]
  Image Editing/Style Transfer

Scholarship & Awards

• Participation Prize, 30th HumanTech Paper Award, Samsung Electronics Co., Ltd., Jan 2024.