Prof.
Sangmin Yoon
윤상민 교수
HCI Lab.
Education
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Ph.D. Darmstadt University of Technology ()
Career
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Present Professor, Kookmin University
AI Research Institute Director
AI Research Institute Director
현재 국민대학교 교수
AI 연구소장
AI 연구소장
Research Overview 연구 개요
The HCI Lab focuses on deep learning and neural networks, computer vision (image super-resolution, person re-identification, object tracking), quantum computing and image processing, and subspace clustering.
HCI 연구실은 딥러닝 및 신경망, 컴퓨터 비전(이미지 초해상도, 사람 재식별, 객체 추적), 양자 컴퓨팅 및 이미지 처리, 부분공간 클러스터링에 중점을 두고 연구합니다.
Research Areas 연구 분야
- Deep Learning
- Computer Vision
- Image Super-Resolution
- Object Tracking
- Quantum Image Processing
- 딥러닝
- 컴퓨터 비전
- 이미지 초해상도
- 객체 추적
- 양자 이미지 처리
Major Achievements 주요 연구 성과
- Scalable feed-forward and backward quantum image representation (2026)
- Unified spatio-temporal attention mixformer for visual object tracking (2024)
Recent Publications 주요 논문
- H. Kim, J. Yoon, and S. M. Yoon, "Dynamic window transformer for three-dimensional indoor scene segmentation," Neurocomputing, March 2026
- S. Kim, G. Yoon, J. Song, and S. M. Yoon, "Scalable feed-forward and backward quantum image representation," Engineering Applications of Artificial Intelligence, February 2026
- M. Park, J. Song, and S. M. Yoon, "Visual object tracking using learnable target-aware token emphasis," Engineering Applications of Artificial Intelligence, June 2025
- S. Kim, G.-J. Yoon, J. Song, and S. M. Yoon, "Scale-invariant mask-guided vehicle keypoint detection from a monocular image," Journal of Visual Communication and Image Representation, March 2025
- Y. Lee, G.-J. Yoon, J. Song, and S. M. Yoon, "Single-stage convolutional neural radiance fields," Pattern Analysis and Applications, February 2025
- S. Kim, G.-J. Yoon, J. Song, and S. M. Yoon, "Simultaneous image patch attention and pruning for patch selective transformer," Image and Vision Computing, October 2024
- M. Park, G.-J. Yoon, J. Song, and S. M. Yoon, "Unified spatio-temporal attention mixformer for visual object tracking," Engineering Applications of Artificial Intelligence, August 2024
- G.-J. Yoon, G. Jung, J. Song, and S. M. Yoon, "View synthesis with multiplane images from computationally generated RGB-D light fields," Engineering Applications of Artificial Intelligence, June 2024