Beyond Idealized Assumptions: Advancing 3D Scene Understanding for Real-World Applications

Before joining KT, I earned my M.S. from POSTECH, where I conducted research in the Computer Graphics Lab under the supervision of Prof. Sunghyun Cho.

My research interests span a broad range of topics in computer vision, with a particular emphasis on approaches that are applicable to real-world scenarios. I am currently focused on developing robust 3D scene representations and rendering techniques that remain effective even under challenging, non-ideal conditions.

The overarching goal of my research is to move beyond idealized assumptions, embracing the complexity of real-world scenarios. If you're interested in my research, feel free to reach out!

News

Feb 26, 2025 — A paper has been accepted to CVPR 2025.

Feb 07, 2025 — I won the Outstanding Paper Award at IPIU 2025.

Jan 08, 2025 — A paper has been accepted to IPIU 2025 as an oral presentation.

Jan 05, 2024 — A paper has been accepted to IPIU 2024.

Publications

Blur Teaser Deblur Teaser

Exploiting Deblurring Networks for Radiance Fields

Haeyun Choi, Heemin Yang, Janghyuk Han, Sunghyun Cho

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2025)

Outstanding Paper Award at IPIU 2025

arXiv | Website | Dataset | Code | Poster | Video

Optical Flow Shakiness Detection Teaser

Optical Flow-based Shakiness Detection in Dash-cams for Hit-and-Run Accident Analysis

Haeyun Choi, Sunghyun Cho

Workshop on Image Processing and Image Understanding (IPIU 2024)

PDF | Demo Video

AutoCycle VC Teaser

AutoCycle-VC: Towards Bottleneck-Independent Zero-Shot Cross-Lingual Voice Conversion

Haeyun Choi, Jio Gim, Yuho Lee, Youngin Kim, Youngjoo Suh

arXiv Preprint (2023)

arXiv | Demo Video

Projects

Convenience Store Project

Real-time Danger Alert for Convenience Stores by Motion and Voice Recognition

Excellence Prize at POSCO Youth Academy AI Competition (2022)

Demo Video

Mask Detection Project

Wear Your Mask On: Real-time Mask Detection & Warning System

Grand Prize at AI for Health & SDGs Competition (2021)

Demo Video

Extracurricular Activities

  • Mentorship Image 1
  • Mentorship Image 2
  • Mentorship Image 3
  • Mentorship Image 4

Team-Mate Mentorship Program (K-Digital Training)

Aug 2024 – Present

  • Selected as 1st cohort mentor in a national career development program
  • Peer mentorship program, supporting junior trainees in career navigation
  • Engaged in job camps and social contribution programs
Military Service

Military Service (Republic of Korea Air Force)

Aug 2016 – Aug 2018

  • Sergeant as Operations
  • Maintained 24/7 emergency standby status for mission deployment
  • Managed mission planning and scheduling for search and rescue operations