INTERFACES's repositories

MIN2Net

End-to-End Multi-Task Learning for Subject-Independent Motor Imagery EEG Classification (IEEE Transactions on Biomedical Engineering)

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Pre-trained-EEG-for-Deep-Learning

Universal Joint Feature Extraction for P300 EEG Classification Using Multi-Task Autoencoder (IEEE Access)

EEGWaveNet

source codes for EEGWaveNet: Multi-Scale CNN-Based Spatiotemporal Feature Extraction for EEG Seizure Detection (IEEE Transactions on Industrial Informatics)

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Decoding-EEG-during-AO-MI-ME

The decoding of continuous EEG rhythms during action observation (AO), motor imagery (MI), and motor execution (ME) for standing and sitting. (IEEE Sensors Journal)

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MetaSleepLearner

Meta-Learning for EEG, Sleep Staging, Transfer Learning, Pre-trained EEG, PSG datasets (IEEE Journal of Biomedical and Health Informatics)

EEG-Emotion-Recognition-INTERFACES-datasets

EEG Emotion Datasets (INTERFACES) from OpenBCI (IEEE Sensors Journal)

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EEGANet

EEG Artifact Removal Using Deep Learning (source code, IEEE Journal of Biomedical and Health Informatics)

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SleepPoseNet

Deep Learning Approach for UWB Applications (IEEE Journal of Biomedical and Health Informatics)

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Deep-Learning-for-EEG-Based-Biometrics

Affective EEG-Based Person Identification Using the Deep Learning Approach (IEEE Transactions on Cognitive and Developmental Systems)

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Machine-Learning-for-BCI

CCA for SSVEP, DNN for SSVEP, ROS-BCI

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MUSEC

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)

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OCTAve

Implementation for OCTAve: 2D en face Optical Coherence Tomography Angiography Vessel Segmentation in Weakly-Supervised Learning with Locality Augmentation (IEEE Transactions on Biomedical Engineering))

PPMI_DL

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.

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SSVEP-BCI-OpenBCI

A Single-Channel Consumer-Grade EEG Device for Brain-Computer Interface: Enhancing Detection of SSVEP and Its Amplitude Modulation (IEEE Sensors Journal)

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EEG-Datasets

A list of all public EEG-datasets

RA-CNN

RA-CNN Dataset (Small Moving Object Dataset For FMCW radar localization) (IEEE Transactions on Geoscience and Remote Sensing)

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Best-README-Template

An awesome README template to jumpstart your projects!

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drowsiness-taskload

Task load for the paper "Ensemble Drowsiness Biomarkers for Office-basedWorkload with Mouse and Keyboard Data" presented for BMEiCON 2019.

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ECG-vs-Noisy-PPG

data collected to analyse the noise propagation in PPG data to HRV features

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heartrate_analysis_python

Python Heart Rate Analysis Package, for both PPG and ECG signals

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SAGAN-tensorflow2.0

Tensorflow-2.0 implementation of "Self-Attention Generative Adversarial Networks"

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