Min Jung Lee
minjlee at postech dot ac dot kr
MS student, POSTECH GSAI, South Korea
I am a graduate student in an MS program in the Graudate School of Artificial Intelligence (GSAI) at POSTECH, South Korea. My primary research interest is in low-level vison. I am also interested in video understanding using Large Language Model (LLM). I am a member of the computer vision lab. in POSTECH, under supervision of Professor Minsu Cho.
Research Interests
- Generative AI (Generating synthetic image data)
- Video understanding with (Multi-modal) Large Language Models
- Image restoration and enhancement
- Burst Image Enhancement/Restoration
- Extremely Low-Light Image Enhancement
- Learning-based camera ISP
Industry Experience
- GenGenAI, Seoul, South Korea.
- Research and Development Sofware Engineer, Jul 2023 ~ Oct 2023
- Developing generative AI models for photorealistic image synthesis in rare and complex scenarios to enhance computer vision model performance.
- Tackling the data deficiency problem in the AI industry by leveraging our domain-specific generative AI.
- Research and Development Sofware Engineer, Jul 2023 ~ Oct 2023
Publications
- Fine-Tuning Strategies for Weather Condition Shifts: A Comparative Analysis of Models Trained on Synthetic and Real Datasets [pdf] Jungwoo Kim, Min Jung Lee, Suha Kwak, in Annual Symposium of Korea Information Processing Society (ASK), 2024.
- Burst Image Super-Resolution with Base Frame Selection [project] [link] Sanghyun Kim*, Min Jung Lee*, Woohyeok Kim, Deunsol Jung, Jaesung Rim, Sunghyun Cho, Minsu Cho, in 9th NTIRE in CVPR Workshop 2024.
- Base Frame Selection on Dynamically Exposed Burst [pdf]
Min Jung Lee, Jongmin Lee, Sanghyun Kim, Sunghyun Cho, Minsu Cho, in IPIU 2024. - HSVNet: Reconstructing HDR Image from a Single Exposure LDR Image with CNN [link]
Min Jung Lee, Chi-hyoung Rhee, Chang Ha Lee, in Applied Sciences Feb 2022.
Research Projects
-
Samsung Advanced Institute of Technology (SAIT), Nov. 2022 - Jul. 2023
Non-uniformly exposed burst image restoration using robust base frame selector. -
Samsung Advanced Institute of Technology (SAIT), Nov. 2021 - Oct. 2022
Burst image enhancement in an extremely degraded environment by noise, blur and shift.
Honors and Awards
- Dean’s List with Department Honor Scholarship, Chung-Ang University, EEE.
- Top 1 in a department
- 2021 Spring
- Dean’s List with Department Secondary Honor Scholarship, Chung-Ang University, EEE .
- Top 10% in a department
- 2018 Spring, 2018 Fall, 2019 Spring
Education
- Pohang University of Science and Technology (POSTECH), Pohang, Korea (Sep 2022 – now)
- MS Student, Graudate School of Artificial Intelligence
- Advisor: Prof. Minsu Cho
- Thesis: Video Summarization with Large Language Models
- GPA: 4.05 / 4.3
- San Francisco State University (SFSU), California, U.S. (Jan 2020 – May 2020)
- Exchange Student
- GPA: 4.0 / 4.0
- Chung-Ang University), Pohang, Korea (Mar 2017 – Feb 2022)
- B.S., School of Electrical and Electronics Engineering
- Advisor: Prof. Chang Ha Lee
- Honors: Summa Cum Laude
- GPA: 4.31 / 4.5