Thanks for visiting my website! ✨
I am an incoming CS PhD student at UNC-Chapel Hill, MURGe-Lab (Advisor: Prof.Mohit Bansal).
Before starting PhD, I was advised by Prof.Jinkyu Kim at Korea University and Prof.Sung Ju Hwang at KAIST.
My ultimate research goal aligns with making User-Interactive AI that can help underrepresented people all around the world. I enjoyed my undergraduate research journey focusing on Autonomous Driving and Out-of-Distribution Generalization problems. Autonomous Driving was also aligned with my ultimate research goal since it is an impactful technology for every person. Here is my CV.
💭 My current research interests include
- User-Interactive Multimodal
- Faithfulness
- Out-of-Distribution Generalization
🔥 News
- 2024.06: 🛫 Travel Grant from ICML’24 Organizers!
- 2024.05: 🎉 One paper got accepted to ICML’24
- 2024.04: 🎉 One paper got accepted to CVPRW’24
- 2024.03: 🎓 I received BE degree at KU and will start PhD journey at the University of North Carolina at Chapel Hill MURGe-Lab!
- 2023.03: 🎉 I started my new research journey at KAIST MLAI LAB (Under the supervision of Prof. Sung Ju Hwang)
- 2023.01: 🎉 One paper is oral-presented at WACV’23
- 2022.12: 🎉 I finished my first research internship at NAVER LABS well 🚙
- 2022.10: 🎉 One paper is presented at ECCV’22
💖 Publications
- HD Maps are Lane Detection Generalizers: A Novel Generative Framework for Single-Source Domain Generalization [paper]
- Daeun Lee, Minhyeok Heo, Jiwon Kim
- This work was done at NAVER LABS.
- Resolving Class Imbalance for LiDAR-based Object Detector by Dynamic Weight Average and Contextual Ground Truth Sampling [paper]
- Daeun Lee, Jinkyu Kim
- This work was done at the Korea University VAI Lab (collaborated with Hyundai Motor).
-
Bridging the Domain Gap towards Generalization in Automatic Colorization [paper]
- Hyejin Lee, Daehee Kim, Daeun Lee, Jinkyu Kim and Jaekoo Lee
- This work was done at the Korea University VAI Lab.
-
Trajectory Prediction by Clustering Human Interactions at Multiple Scales
- Chiho Choi*, Daeun Lee*, Srikanth Malla, Sangjae Bae, Jinkyu Kim.
- This work was done at the Korea University VAI Lab (collaborated with Honda Research).
📖 Educations
- 2024.08 - 2029.05 (expected), Ph.D. in Computer Science. UNC-Chaple Hill.
- 2019.03 - 2024.02, B.E. in Statistics. Korea University. (GPA: 4.0/4.5)
💻 Research Experiences
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2024.03 - current, Contract Researcher, MLAI Lab, KAIST, South Korea.
- 2023.03 - 2024.02, Research Intern, MLAI Lab, KAIST, South Korea.
- Under the supervision of Prof. Sung Ju Hwang
- 2022.07 - 2022.12, Research Intern, NAVER LABS, South Korea.
- Autonomous Driving Perception team
- 2021.06 - 2022.12, Research Intern, VAI Lab, Korea Univ, South Korea.
- Under the supervision of Prof. Jinkyu Kim
- 2021.01 - 2021.02, Data Analyst Intern, Mirae Asset Securities, South Korea.
🎖 Honors and Awards
- 2024.06, Travel Grant from ICML2024 Organizers
- 2020 - 2024, Special Scholarship for outstanding students from Korea University.
- 2021.12, 5st place, ICT Autonomous Driving Project
- 2021.05, 2nd place, Digital Innovation Big Data Contest
- 2020.12, 1st place, Financial Big Data Festival
- 2020.05, TOP 2%, KAKAO ARENA
💌 Academic Services
- Reviewer : CVPR 2022,2024, ECCV 2022,2024
- Volunteer : ICML 2024
💐 Acknowledgement
I always believe my achievements and learning are from my great advisers and collaboration.
I really appreciate Jinkyu Kim, Jaehong Yoon, Minhyeok Heo, Sung Ju Hwang, Sungbin Lim.