Personal profile
In Korean
최장훈 교수(데이터사이언스대학원 데이터사이언스학과)
Education
- (2021) Ph.D., EECS, Seoul National University
- (2013) B.S., ECE, Seoul National University
- (2013) B.S., ECE, Seoul National University
Professional Experience
- (2022~Present) Assistant Professor, Kyungpook National University, Daegu
- (2021~2022) Assistant Professor, Kookmin University, Seoul
- (2021) Postdoctoral Researcher, Seoul National University, Seoul
- (2021~2022) Assistant Professor, Kookmin University, Seoul
- (2021) Postdoctoral Researcher, Seoul National University, Seoul
Research Interests
Computer Vision, Machine Learning, Deep Learning, Meta-Learning, Image Restoration, Image Understanding, Video Understanding
Major Research Achievements
- Visual Tracking by Adaptive Continual Meta-Learning
- Visual Tracking by TridentAlign and Context Embedding
- Deep Meta Learning for Real-Time Target-Aware Visual Tracking
- Real-Time Visual Tracking by Deep Reinforced Decision Making
- Meta-Learning with Task-Adaptive Loss Function for Few-Shot Learning
- Scene-Adaptive Video Frame Interpolation via Meta-Learning
- Meta-Learning with Adaptive Hyperparameters
- Visual Tracking by TridentAlign and Context Embedding
- Deep Meta Learning for Real-Time Target-Aware Visual Tracking
- Real-Time Visual Tracking by Deep Reinforced Decision Making
- Meta-Learning with Task-Adaptive Loss Function for Few-Shot Learning
- Scene-Adaptive Video Frame Interpolation via Meta-Learning
- Meta-Learning with Adaptive Hyperparameters
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Flow-Multi: A Flow-Matching Multi-Reward Framework for Text-to-Image Generation
Lee, J. & Choi, J., Feb 2026, In: Sensors. 26, 4, 1120.Research output: Contribution to journal › Article › peer-review
Open Access -
FDI-VSR: Video Super-Resolution Through Frequency-Domain Integration and Dynamic Offset Estimation
Lim, D. & Choi, J., Apr 2025, In: Sensors. 25, 8, 2402.Research output: Contribution to journal › Article › peer-review
Open Access2 Scopus citations -
Object Part-Aware Attention-Based Matching for Robust Visual Tracking
Choi, J., Sep 2025, In: Signals. 6, 3, 47.Research output: Contribution to journal › Article › peer-review
Open Access -
Learning to Learn Task-Adaptive Hyperparameters for Few-Shot Learning
Baik, S., Choi, M., Choi, J., Kim, H. & Lee, K. M., 1 Mar 2024, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 46, 3, p. 1441-1454 14 p.Research output: Contribution to journal › Article › peer-review
48 Scopus citations -
강건한 이미지 초해상도를 위한 적응형 가중치 맵을 사용한 메타 학습
Choi, J., 2024, In: 전자공학회논문지. 61, p. 93Research output: Contribution to journal › Article › peer-review