Research Area
- Biomedical Signal & Image Processing
- Brain Image Analysis & Neuroscience
- Artificial Intelligence for Biomedical Science
- Neuroengineering & Rehabilitation
- Biomedical Instrumentation & Healthcare System
Artificial Intelligence (AI) in medicine
Diagnosis of Brain Disorders using Machine Learning
- Feature extraction from brain imaging data
- AI-based automatic diagnosis of brain diseases
Diagnosis of Retina Disease / Rectal Cancer using Deep Learning
- Automatic retinal vessel segmentation in fundus images via convolutional neural network
- Automatic discrimination of rectal cancers using deep convolutional neural network
AI-based Seizure Prediction / Sleep Staging
- EEG-based prediction of epileptic seizures
- Automatic sleep staging & sleep disorder diagnosis from biomedical signals
Brain Research
Brain mapping and Connectomics
- Human brain mapping using fMRI, DTI
- Functional connectivity analysis using brain signals
Brain computer interface (BCI) & EEG Source imaging
- Brain computer interfaces using EEG
- EEG analysis, classification, and source localization
Non-invasive Intracranial Pressure (ICP) Estimation
- Brain hemo-&hydro-dynamics modeling
- Nonlinear state estimation algorithm (e.g.unscented Kalman filter)
Healthcare and Rehabilitation
Healthcare using wearable device (smart-band, driver’s health status monitoring)
- Robust heart rate estimation algorithm
- Nonlinear state estimation algorithm (e.g.unscented Kalman filter)
- Blood pressure, heart rate, respiration rate, fatigue position, etc.
Biomedical Signal Processing
- Motion artifact reduction (adaptive noise cancellation, adaptive comb filtering)
- Heart and respiratory rates estimation, fetal heart rate detection
- Compressed covariance sensing
- Sub-Nyquist sampling
3D Printer / Artificial arm / Exoskeleton
- Development of 3D printed exoskeletons for rehabilitation
- Controlling hand orthosis and prosthesis using EMG signal
- EEG-based brain machine interface
Neuroscience
Optogenetics & Clarity
- Optogenetic stimulation on Alzheimer dementia (AD)
- Find the mechanism of neurodegenerative change
- Find novel target for AD treatment
Multielectrode Array (MEA)
- 32ch Electroencephalogram (EEG) acquisition
- 32ch Electrocorticography (ECoG) acquisitio
Translational Neuroscience
- Animal stereotaxic surgery
- Electroencephalogram (EEG) acquisition
- Neuromodulation (tDCS, optogenetics, etc.)
- Animal models for diseases (Delirium, Dementia, Epilepsy, etc.)