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20242026
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cs.CV2026

ViKey: Enhancing Temporal Understanding in Videos via Visual Prompting

Yeonkyung Lee, Dayun Ju, Youngmin Kim +2

Recent advancements in Video Large Language Models (VideoLLMs) have enabled strong performance across diverse multimodal video tasks. To reduce the high computational cost of proce…

cs.CV2025

Pathology-Aware Adaptive Watermarking for Text-Driven Medical Image Synthesis

Chanyoung Kim, Dayun Ju, Jinyeong Kim +3

As recent text-conditioned diffusion models have enabled the generation of high-quality images, concerns over their potential misuse have also grown. This issue is critical in the…

cs.CV2024

Distilling Spectral Graph for Object-Context Aware Open-Vocabulary Semantic Segmentation

Chanyoung Kim, Dayun Ju, Woojung Han +2

Open-Vocabulary Semantic Segmentation (OVSS) has advanced with recent vision-language models (VLMs), enabling segmentation beyond predefined categories through various learning sch…

cs.CV2024

EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation

Chanyoung Kim, Woojung Han, Dayun Ju +1

Semantic segmentation has innately relied on extensive pixel-level annotated data, leading to the emergence of unsupervised methodologies. Among them, leveraging self-supervised Vi…

cs.CV2024

Advancing Text-Driven Chest X-Ray Generation with Policy-Based Reinforcement Learning

Woojung Han, Chanyoung Kim, Dayun Ju +2

Recent advances in text-conditioned image generation diffusion models have begun paving the way for new opportunities in modern medical domain, in particular, generating Chest X-ra…