Publications

publications in reversed chronological order.

2026

International

  1. Preprint
    Learning to Visualize: Visual Presentation Optimization for Time-Series Analysis
    Anonymous Authors
    2026
    Under Review in ECCV
  2. ICML
    A Language-Guided Bayesian Optimization for Efficient LoRA Hyperparameter Search
    Seong-Eun Baek, Jung-Mok Lee, Sung-Bin Kim, and Tae-Hyun Oh
    In International Conference on Machine Learning (ICML), 2026
    arXiv
  3. WACV
    Training-free Multimodal Embedding for Structure-Aware Retrieval of Scalable Vector Graphics and Images
    Kyeongseon Kim, Seong-Eun Baek, Jung-Mok Lee, and Tae-Hyun Oh
    In IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2026
    • Accepted as a Round 1 paper (6.4% acceptance rate)
    • Presented at the Workshop on Graphic Design Understanding and Generation (GDUG), in conjunction with ICCV 2025
    arXiv Project Page

Domestic

  1. IPIU
    TypoErase: Training-Free Image Level Defense against Typographic Attacks
    Yejin Yeo, Seong-Eun Baek, Dong-Yeon Shin, Jung-Mok Lee, and Tae-Hyun Oh
    In Workshop on Image Processing and Image Understanding (IPIU), 2026

2025

International

  1. ICCV-W
    Do MLLMs Understand Arrows? Visual Motion Prompting and Motion-Aware Reasoning Make Motion Easier to Understand
    Seong-Eun Baek, Hyeon-Woo Nam, Jung-Mok Lee, and Tae-Hyun Oh
    In ICCV Workshop on Short-Form Video Understanding (SVU), 2025

Domestic

  1. IPIU
    Can Red Arrow Enhance Fine-Grained Video Understanding?
    Seong-Eun Baek, Hyeon-Woo Nam, and Tae-Hyun Oh
    In Workshop on Image Processing and Image Understanding (IPIU), 2025
  2. KRoC
    교통사고 예방을 위한 검색 증강 생성(RAG) 시스템
    Seong-Eun Baek, Ye-Bin Moon, Hyeon-Woo Nam, and Tae-Hyun Oh
    In Korea Robotics Society Annual Conference (KRoC), 2025