torcheeg / torcheegLinks
TorchEEG is a library built on PyTorch for EEG signal analysis.
☆505Updated 9 months ago
Alternatives and similar repositories for torcheeg
Users that are interested in torcheeg are comparing it to the libraries listed below
Sorting:
- EEG Transformer 2.0. i. Convolutional Transformer for EEG Decoding. ii. Novel visualization - Class Activation Topography.☆627Updated last year
- Attention temporal convolutional network for EEG-based motor imagery classification☆281Updated last week
- i. A practical application of Transformer (ViT) on 2-D physiological signal (EEG) classification tasks. Also could be tried with EMG, EOG…☆315Updated 2 years ago
- [Old version] PyTorch implementation of EEGNet: A Compact Convolutional Network for EEG-based Brain-Computer Interfaces - https://arxiv.o…☆330Updated 6 years ago
- Deep learning software to decode EEG, ECG or MEG signals☆1,029Updated last week
- Official code repository for the paper 'EEGPT: Pretrained Transformer for Universal and Reliable Representation of EEG Signals' [NIPS 202…☆206Updated 11 months ago
- ☆131Updated 2 years ago
- [ICLR 2024] M/EEG-based image decoding with contrastive learning. i. Propose a contrastive learning framework to align image and eeg. ii.…☆167Updated 2 months ago
- A ViT based transformer applied on multi-channel time-series EEG data for motor imagery classification☆183Updated 4 months ago
- FBCNet: An Efficient Multi-view Convolutional Neural Network for Brain-Computer Interface☆139Updated last year
- EEG-based emotion classification using DEAP dataset☆150Updated 2 years ago
- Deep Learning pipeline for motor-imagery classification.☆61Updated 3 years ago
- LibEER: A Comprehensive Benchmark and Algorithm Library for EEG-based Emotion Recognition☆99Updated 3 weeks ago
- EEGdenoiseNet, a benchmark dataset, that is suited for training and testing deep learning-based EEG denoising models, as well as for comp…☆211Updated 2 years ago
- [ICLR 2024 spotlight] Large Brain Model for Learning Generic Representations with Tremendous EEG Data in BCI☆445Updated last week
- A Novel Brain-Computer Interfaces System Design Based on Combining of fNIRS and EEG Signals☆19Updated 4 years ago
- [TNSRE 2021] "An Attention-based Deep Learning Approach for Sleep Stage Classification with Single-Channel EEG"☆246Updated 2 years ago
- EEG Motor Imagery Tasks Classification (by Channels) via Convolutional Neural Networks (CNNs) based on TensorFlow☆229Updated last year
- [ICLR 2025] CBraMod: A Criss-Cross Brain Foundation Model for EEG Decoding☆182Updated last month
- ☆37Updated 5 years ago
- [TAFFC-2022] PyTorch implementation of TSception v2☆130Updated 2 years ago
- Scripts to a) download DEAP EEG dataset b) preprocess its EEG signals and c) perform feature extraction☆81Updated 3 years ago
- ☆37Updated last year
- Resources for the paper titled "EEG-GCNN: Augmenting Electroencephalogram-based Neurological Disease Diagnosis using a Domain-guided Grap…☆180Updated 3 years ago
- Pytorch implementation of EEGNet.☆49Updated 2 years ago
- ☆83Updated 4 years ago
- code for LMDA☆84Updated 2 years ago
- [TNNLS-2023] This is the PyTorch implementation of LGGNet.☆119Updated 2 years ago
- The model for the paper "EEG-Based Emotion Recognition Using Regularized Graph Neural Networks"☆206Updated 4 years ago
- [IEEE J-BHI-2024] A Convolutional Transformer to decode mental states from Electroencephalography (EEG) for Brain-Computer Interfaces (BC…☆88Updated 3 months ago