Seong–Whan Lee

Research interests

Publications

• Spatio-Spectral Feature Representation for Motor Imagery Classification Using Convolutional Neural Networks

  IEEE Transactions on Neural Networks and Learning Systems · 2021 · 10.1109/tnnls.2020.3048385

• Adaptive transfer learning for EEG motor imagery classification with deep Convolutional Neural Network

  Neural Networks · 2020 · 10.1016/j.neunet.2020.12.013

• Brain-Controlled Robotic Arm System Based on Multi-Directional CNN-BiLSTM Network Using EEG Signals

  IEEE Transactions on Neural Systems and Rehabilitation Engineering · 2020 · 10.1109/tnsre.2020.2981659

• Subject-Independent Brain–Computer Interfaces Based on Deep Convolutional Neural Networks

  IEEE Transactions on Neural Networks and Learning Systems · 2019 · https://doi.org/10.1109/tnnls.2019.2946869

• EEG dataset and OpenBMI toolbox for three BCI paradigms: an investigation into BCI illiteracy

  GigaScience · 2019 · https://doi.org/10.1093/gigascience/giz002

• A High Performance Spelling System based on EEG-EOG Signals With Visual Feedback

  IEEE Transactions on Neural Systems and Rehabilitation Engineering · 2018 · 10.1109/tnsre.2018.2839116

• Extraction of dynamic functional connectivity from brain grey matter and white matter for MCI classification

  Human Brain Mapping · 2017 · 10.1002/hbm.23711

• Deep ensemble learning of sparse regression models for brain disease diagnosis

  Medical Image Analysis · 2017 · 10.1016/j.media.2017.01.008

• A convolutional neural network for steady state visual evoked potential classification under ambulatory environment

  PLoS ONE · 2017 · 10.1371/journal.pone.0172578

• A High-Security EEG-Based Login System with RSVP Stimuli and Dry Electrodes

  IEEE Transactions on Information Forensics and Security · 2016 · 10.1109/tifs.2016.2577551

• Commanding a Brain-Controlled Wheelchair Using Steady-State Somatosensory Evoked Potentials

  IEEE Transactions on Neural Systems and Rehabilitation Engineering · 2016 · 10.1109/tnsre.2016.2597854

• State-space model with deep learning for functional dynamics estimation in resting-state fMRI

  NeuroImage · 2016 · 10.1016/j.neuroimage.2016.01.005

• Deep sparse multi-task learning for feature selection in Alzheimer’s disease diagnosis

  Brain Structure and Function · 2015 · 10.1007/s00429-015-1059-y

• A novel relational regularization feature selection method for joint regression and classification in AD diagnosis

  Medical Image Analysis · 2015 · 10.1016/j.media.2015.10.008

• A lower limb exoskeleton control system based on steady state visual evoked potentials

  Journal of Neural Engineering · 2015 · 10.1088/1741-2560/12/5/056009

• Subspace Regularized Sparse Multitask Learning for Multiclass Neurodegenerative Disease Identification

  IEEE Transactions on Biomedical Engineering · 2015 · 10.1109/tbme.2015.2466616

• The Role of Context for Object Detection and Semantic Segmentation in the Wild

  Journal · 2014 · https://doi.org/10.1109/cvpr.2014.119

• Hierarchical feature representation and multimodal fusion with deep learning for AD/MCI diagnosis

  NeuroImage · 2014 · https://doi.org/10.1016/j.neuroimage.2014.06.077

• Latent feature representation with stacked auto-encoder for AD/MCI diagnosis

  Brain Structure and Function · 2013 · https://doi.org/10.1007/s00429-013-0687-3

• A Novel Bayesian Framework for Discriminative Feature Extraction in Brain-Computer Interfaces

  IEEE Transactions on Pattern Analysis and Machine Intelligence · 2012 · 10.1109/tpami.2012.69

• AdaBoost for Text Detection in Natural Scene

  · 2011 · 10.1109/icdar.2011.93

• Hand gesture recognition based on dynamic Bayesian network framework

  Pattern Recognition · 2010 · 10.1016/j.patcog.2010.03.016

• A SURVEY ON PATTERN RECOGNITION APPLICATIONS OF SUPPORT VECTOR MACHINES

  International Journal of Pattern Recognition and Artificial Intelligence · 2003 · 10.1142/s0218001403002460

• Applications of Support Vector Machines for Pattern Recognition: A Survey

  Lecture notes in computer science · 2002 · 10.1007/3-540-45665-1_17

• Off-line recognition of totally unconstrained handwritten numerals using multilayer cluster neural network

  IEEE Transactions on Pattern Analysis and Machine Intelligence · 1996 · 10.1109/34.506416

Current projects

No projects listed.