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Code to accompany our International Conference on Pattern Recognition (ICPR) paper entitled - Leveraging Synthetic Subject Invariant EEG Signals for Zero Calibration BCI.
Using DCGAN, WGAN & WGAN-GP in Augmentation of EEG data for BCIs
Using multi-task learning to capture signals simultaneously from the fovea efficiently and the neighboring targets in the peripheral vision generate a visual response map. A calibration-free user-i…
python code for Independent Component Analysis
From scratch Python implementation of the fast ICA algorithm.
This repository is provided for replicating the canonical classifier of SSVEP signals.
This repo is created to provide some state-of-the-art (SOTA) deep learning-based classifier for SSVEP decoding.
Official Repository of 'A Deep Neural Network for SSVEP-Based Brain-Computer Interfaces'
NeuroGNN is a state-of-the-art framework for precise seizure detection and classification from EEG data. It employs dynamic Graph Neural Networks (GNNs) to capture intricate spatial, temporal, sema…
[IEEE J-BHI-2024] A Convolutional Transformer to decode mental states from Electroencephalography (EEG) for Brain-Computer Interfaces (BCI)
[MICCAI 2024 Acceptance] Feature Fusion Based on Mutual-Cross-Attention Mechanism for EEG Emotion Recognition
Linear Predictive Coding based Tokenizer for self-supervised learning of time series via BERT. Article: https://arxiv.org/abs/2408.07292
We propose LightCNN, a lightweight CNN architecture designed for efficient and effective Parkinson's disease classification using EEG data. Article: https://doi.org/10.48550/arXiv.2408.10457
Global Adaptive Transformer for Cross-Subject EEG Classification.
EEG Transformer 2.0. i. Convolutional Transformer for EEG Decoding. ii. Novel visualization - Class Activation Topography.
Towards Domain Free Transformer for Generalized EEG Pre-training
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…
谷歌翻译服务器在中国大陆的IP地址扫描、测速工具。
PyTorch code for "Motor Imagery Decoding Using Ensemble Curriculum Learning and Collaborative Training"
Deep learning software to decode EEG, ECG or MEG signals
A Library for Advanced Deep Time Series Models.
Implementation of TimeSformer from Facebook AI, a pure attention-based solution for video classification