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eeyhsong's repositories

EEG-Conformer

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

Language:PythonGPL-3.0377 4 36

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.

Language:PythonGPL-3.0238 3 11

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.

Language:PythonMIT74 3 10

Adaptor

Global Adaptive Transformer for Cross-Subject EEG Classification.

Language:PythonGPL-3.021 2 1

EEG-Toolbox

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

Language:Python10 10

CS-GAN

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

Language:PythonGPL-3.07 10

braindecode

Deep learning software to decode EEG, ECG or MEG signals

Language:PythonBSD-3-Clause200

EEG-DL

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

Language:PythonMIT100

overleaf

A web-based collaborative LaTeX editor

Language:JavaScriptAGPL-3.0100

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."

Language:MATLAB100