Paper 'Rare Text Semantics Were Always There in Your Diffusion Transformer' accepted to NeurIPS 2025
Paper 'PRETI: Patient-Aware Retinal Foundation Model via Metadata-Guided Representation Learning' early accepted to MICCAI 2025
Paper 'Pathology-Aware Adaptive Watermarking for Text-Driven Medical Image Synthesis' early accepted to MICCAI 2025
Paper 'Spatial Transport Optimization by Repositioning Attention Map for Training-Free Text-to-Image Synthesis' accepted to CVPR 2025
Paper 'Distilling Spectral Graph for Object-Context Aware Open-Vocabulary Semantic Segmentation' accepted to CVPR 2025
Paper 'EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation' highlighted at CVPR 2024 (Acceptance Rate < 2.8%)
EAGLE (CVPR 2024 Highlight) won Best Academic Paper Award at Yonsei University Fall 2024
CoBra (PR Journal) awarded the ARF funding Idea Incubating Initiative at Yonsei University in Fall 2024
Paper 'CXRL' selected as a Spotlight at MICCAI 2024 (Acceptance Rate < 3.4%)
One paper accepted to Pattern Recognition Journal (Impact Factor = 7.5)
One paper early accepted to MICCAI 2024 (Acceptance Rate < 11%)
One paper accepted to CVPR 2024 as a Highlight (Acceptance Rate < 2.8%)
Background
Research interests include learning algorithms that bridge visual understanding and multi-modal generative modeling, with a particular focus on label-efficient semantic segmentation (weakly supervised, unsupervised, and open-vocabulary), medical-image foundation models and multimodal generation, including text-to-image synthesis.
Miscellany
Currently looking for a research internship position. Please feel free to contact.