INTERFACES's Projects
An awesome README template to jumpstart your projects!
The decoding of continuous EEG rhythms during action observation (AO), motor imagery (MI), and motor execution (ME) for standing and sitting. (IEEE Sensors Journal)
Affective EEG-Based Person Identification Using the Deep Learning Approach (IEEE Transactions on Cognitive and Developmental Systems)
Task load for the paper "Ensemble Drowsiness Biomarkers for Office-basedWorkload with Mouse and Keyboard Data" presented for BMEiCON 2019.
data collected to analyse the noise propagation in PPG data to HRV features
A list of all public EEG-datasets
EEG Emotion Datasets (INTERFACES) from OpenBCI (IEEE Sensors Journal)
EEG Artifact Removal Using Deep Learning (source code, IEEE Journal of Biomedical and Health Informatics)
source codes for EEGWaveNet: Multi-Scale CNN-Based Spatiotemporal Feature Extraction for EEG Seizure Detection (IEEE Transactions on Industrial Informatics)
Python Heart Rate Analysis Package, for both PPG and ECG signals
CCA for SSVEP, DNN for SSVEP, ROS-BCI
Meta-Learning for EEG, Sleep Staging, Transfer Learning, Pre-trained EEG, PSG datasets (IEEE Journal of Biomedical and Health Informatics)
End-to-End Multi-Task Learning for Subject-Independent Motor Imagery EEG Classification (IEEE Transactions on Biomedical Engineering)
For accessing to the dataset, please send your short bio and objective of the study to Dr.Theerawit Wilaiprasitporn (theerawit dot w at vistec dot ac dot th)
Implementation for OCTAve: 2D en face Optical Coherence Tomography Angiography Vessel Segmentation in Weakly-Supervised Learning with Locality Augmentation (IEEE Transactions on Biomedical Engineering))
Parkinson's Disease Recognition Using SPECT Image and Interpretable AI: A Tutorial. The interpretation of the deep learning model to analyze the prediction results of 3D-images data.
Universal Joint Feature Extraction for P300 EEG Classification Using Multi-Task Autoencoder (IEEE Access)
RA-CNN Dataset (Small Moving Object Dataset For FMCW radar localization) (IEEE Transactions on Geoscience and Remote Sensing)
Tensorflow-2.0 implementation of "Self-Attention Generative Adversarial Networks"
Deep Learning Approach for UWB Applications (IEEE Journal of Biomedical and Health Informatics)
A Single-Channel Consumer-Grade EEG Device for Brain-Computer Interface: Enhancing Detection of SSVEP and Its Amplitude Modulation (IEEE Sensors Journal)