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교수소개

교수소개 - 전자전기공학

  • 부교수 인공지능 및 컴퓨터비전
  • 전일용 홈페이지 바로가기
    Lab 인공지능 및 데이터과학 연구실

관심분야

인공지능, 컴퓨터비전, 계산영상화, 자율주행

학력

  • (2009/08-2015/08) 퍼듀대학교 전기컴퓨터공학 박사
  • (2002/03-2009/02) 고려대학교 전기전자공학 학사

약력/경력

  • (2019/08-2021/12) 하와이대학교 전기컴퓨터공학 조교수
  • (2016/05-2019/07) 미시건대학교 전기공학 및 컴퓨터과학 Research Fellow
  • (2015/08-2016/05) 퍼듀대학교 수학 Postdoctoral Research Associate
  • (2013/06-2013/07) 삼성종합기술원 대학원생인턴
  • (2011/05-2011/07) 인텔 연구소 대학원생인턴

학술지 논문

  • (2026)  Equilibrium contrastive learning for imbalanced image classification.  IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTATIONAL INTELLIGENCE.  1,  1
  • (2025)  Wearable interactive full-body motion tracking and haptic feedback network systems with deep learning.  NATURE COMMUNICATIONS.  16,  1
  • (2024)  Real-time deep learning-assisted mechano-acoustic system for respiratory diagnosis and multifunctional classification.  NPJ FLEXIBLE ELECTRONICS.  8,  1
  • (2024)  Improving Neural Radiance Fields Using Near-Surface Sampling with Point Cloud Generation.  NEURAL PROCESSING LETTERS.  56,  4
  • (2023)  An improved iterative neural network for high-quality image-domain material decomposition in dual-energy CT.  MEDICAL PHYSICS.  50,  4
  • (2023)  Momentum-Net: Fast and Convergent Iterative Neural Network for Inverse Problems.  IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE.  45,  4
  • (2023)  Improved real-time monocular SLAM using semantic segmentation on selective frames.  IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS.  24,  3
  • (2021)  Neural network based 3D tracking with a graphene transparent focal stack imaging system.  NATURE COMMUNICATIONS.  12,  2413
  • (2020)  Convolutional analysis operator learning: Acceleration and convergence.  IEEE TRANSACTIONS ON IMAGE PROCESSING.  29,  1
  • (2020)  Improved low-count quantitative PET reconstruction with an iterative neural network.  IEEE TRANSACTIONS ON MEDICAL IMAGING.  39,  11
  • (2020)  Ranging and light field imaging with transparent photodetectors.  NATURE PHOTONICS.  14,  3
  • (2020)  Uniform recovery from subgaussian multi-sensor measurements.  APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS.  48,  2
  • (2019)  Convolutional analysis operator learning: Dependence on training data.  IEEE SIGNAL PROCESSING LETTERS.  26,  8
  • (2018)  Convolutional dictionary learning: Acceleration and convergence.  IEEE TRANSACTIONS ON IMAGE PROCESSING.  27,  4
  • (2017)  Compressed sensing and parallel acquisition.  IEEE TRANSACTIONS ON INFORMATION THEORY.  63,  8
  • (2016)  Efficient compressed sensing SENSE pMRI reconstruction with joint sparsity promotion.  IEEE TRANSACTIONS ON MEDICAL IMAGING.  5,  1

학술회의논문

  • (2026)  SToRM: Supervised Token Reduction for Multi-modal LLMs toward efficient end-to-end autonomous driving.  IEEE International Conference on Robotics and Automation.  오스트리아
  • (2025)  Autoregression-free video prediction using diffusion model for mitigating error propagation.  IEEE International Conference on Image Processing.  미국
  • (2025)  DX2CT: Diffusion model for 3D CT reconstruction from bi or mono-planar 2D X-ray(s).  IEEE International Conference on Acoustics, Speech and Signal Processing.  인도
  • (2025)  LaB-CL: Localized and Balanced Contrastive Learning for improving parking slot detection.  IEEE International Conference on Robotics and Automation.  미국
  • (2025)  MAMS: Model-Agnostic Module Selection framework for video captioning.  AAAI Conference on Artificial Intelligence.  미국
  • (2024)  Improving light field reconstruction from limited focal stack using diffusion models.  IEEE International Workshop on Machine Learning for Signal Processing.  영국
  • (2020)  Light-field reconstruction and depth estimation from focal stack images using convolutional neural networks.  IEEE International Conference on Acoustics, Speech and Signal Processing.  스페인
  • (2020)  Image-domain material decomposition using an iterative neural network for dual-energy CT.  IEEE International Symposium on Biomedical Imaging.  미국
  • (2019)  BCD-Net for low-dose CT reconstruction: Acceleration, convergence, and generalization.  International Conference on Medical Image Computing and Computer-Assisted Intervention.  중국
  • (2016)  Optimal sparse recovery for multi-sensor measurements.  IEEE Information Theory Workshop.  영국