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.
I am interested in Robust / Interpretable AI and pursuing to build applicable models to make contributions to the real world!
In particular, I want to make user-interactive AI which can help underrepresented people all around the world.
My current research interests include
- User-Interactive Multimodal
- Out-of-Distribution Generalization
- Continual Learning
🔥 News
- 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
- 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).
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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.
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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
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2019.03 - 2024.02, B.E. in Statistics. Korea University. (GPA: 4.0/4.5)
- 2020 - 2024, Special Scholarship for outstanding students.
💻 Research Experiences
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CVPR 2022, ECCV 2022, CVPR 2024, ECCV 2024 Reviewer
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2024.03 - current, Contract Researcher, MLAI Lab, South Korea.
- 2023.03 - 2024.02, Research Intern, MLAI Lab, 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, South Korea.
- Under the supervision of Prof. Jinkyu Kim
- 2021.01 - 2021.02, Data Analyst Intern, Mirae Asset Securities, South Korea.
🎖 Honors and Awards
- 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
🏫 Teaching Assistant
- 2023.03 - current, Computer Vision Mentor, 5th/6th NAVER BoostCamp
- 2022.06 - 2022.10, Computer Vision Mentor, YearDream School
💐 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.