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eeyhsong's Projects

adaptor icon adaptor

Global Adaptive Transformer for Cross-Subject EEG Classification.

braindecode icon braindecode

Deep learning software to decode EEG, ECG or MEG signals

cs-gan icon cs-gan

Common Spatial Generative Adversarial Networks based Data Augmentation for Cross-Subject Brain-Computer Interfacet

eeg-conformer icon eeg-conformer

EEG Transformer 2.0. i. Convolutional Transformer for EEG Decoding. ii. Novel visualization - Class Activation Topography.

eeg-dl icon eeg-dl

A Deep Learning library for EEG Tasks (Signals) Classification, based on TensorFlow.

eeg-toolbox icon eeg-toolbox

A toolbox for EEG signals processing. Welcome to join and build!

eeg-transformer icon eeg-transformer

i. A practical application of Transformer (ViT) on 2-D physiological signal (EEG) classification tasks. Also could be tried with EMG, EOG, ECG, etc. ii. Including the attention of spatial dimension (channel attention) and *temporal dimension*. iii. Common spatial pattern (CSP), an efficient feature enhancement method, realized with Python.

evenflow icon evenflow

Compute transfer entropy and related statistics

nice-eeg icon nice-eeg

[ICLR 2024] M/EEG-based image decoding with contrastive learning. i. Propose a contrastive learning framework to align image and eeg. ii. Resolving brain activity for biological plausibility.

phdf-dataset icon phdf-dataset

PHDF-Dataset is a pedestrian head detection dataset based on fisheye camera.

te icon te

Transfer Entropy Calculation

tlbci icon tlbci

Matlab source code of the paper "D. Wu, X. Jiang, R. Peng, W. Kong, J. Huang and Z. Zeng, Transfer Learning for Motor Imagery Based Brain-Computer Interfaces: A Complete Pipeline, Information Sciences, 2021, submitted."

tsf-stan icon tsf-stan

A decoding method for motor imagery EEG with spatial filtering and deep learning

vrpn icon vrpn

Virtual Reality Peripheral Network - Official GitHub Repository

wgan-gp icon wgan-gp

Pytorch implementation of Wasserstein GANs with Gradient Penalty

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