(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