I am an incoming Ph.D. student in Computer Science and Engineering at the University of Michigan, advised by Prof. Stella Yu, starting Fall 2026.

I am currently serving as a First Lieutenant in the Republic of Korea Air Force and working as a research officer at the Agency for Defense Development, the Korean counterpart to the U.S. DARPA. Previously, I completed my bachelor's degree (Summa Cum Laude) in Computer Science and Engineering at POSTECH.

Research
My research interests lie in computer vision and deep learning, with a particular focus on developing systems that emulate human cognitive processes. I aim to create machines that perceive not merely to recognize, but to truly comprehend the physical world. Accordingly, I am currently focusing on the following topics, among others:
Grounded visual understanding
Structured visual priors
Robust generalization
Context-aware representation

Last updated: May 25, 2026

News

August 2026

Joining Ph.D. Program at University of Michigan

Advised by Prof. Stella Yu.

May 2026

Selected as Gold Reviewer at ICML 2026

See you in Seoul!

Publications

Aligning Forest and Trees in Images and Long Captions for Visually Grounded Understanding

Aligning Forest and Trees in Images and Long Captions for Visually Grounded Understanding

Byeongju Woo, Zilin Wang, Byeonghyun Pak, Sangwoo Mo, Stella X. Yu

In submission

 Pixel-level Scene Understanding in One Token: Visual States Need What-is-Where Composition

Pixel-level Scene Understanding in One Token: Visual States Need What-is-Where Composition

Seokmin Lee, Yunghee Lee, Byeonghyun Pak, Byeongju Woo

CVPR Workshops 2026

Textual Query-Driven Mask Transformer for Domain Generalized Segmentation

Textual Query-Driven Mask Transformer for Domain Generalized Segmentation

Byeongju Woo*, Byeonghyun Pak*, Sunghwan Kim*, Dae-hwan Kim, Hoseong Kim

ECCV 2024

Human Pose Estimation in Extremely Low-Light Conditions

Human Pose Estimation in Extremely Low-Light Conditions

Sohyun Lee*, Jaesung Rim*, Boseung Jeong, Geonu Kim, Byungju Woo, Haechan Lee, Sunghyun Cho, Suha Kwak

CVPR 2023

Work Experience

First Lieutenant

Mar 2023 – Present

Republic of Korea Army (ROKA)

  • Selected as one of 20 research officers nationwide dedicated to science-and-technology R&D for national defense

Research Officer for National Defense

Mar 2023 – Present

Agency for Defense Development (ADD)

Manager: Dr. Eunjin Koh/Advisor: Dr. Hoseong Kim
  • Investigated and improved domain generalization for reliable infrared imagery object detection in data-scarce settings (1 publication in ECCV 2024).