Alternatives and similar repositories for Transformer-for-Single-Channel-EEG

Users that are interested in Transformer-for-Single-Channel-EEG are comparing it to the libraries listed below

• quwei913 / A-Residual-based-Attention-Model-for-EEG-basedSleep-Staging
  A Residual based Attention Model for EEG basedSleep Staging
  ☆11Updated 4 years ago
• SambitSahuIT / Emotion-Classification-by-EEG-DEAP-Dataset
  Emotion-Classification-by-EEG-DEAP-Dataset implemented in 2DCNNN-LSTM-1DCNN+GRU and the 1D_cnn+gru model gives the highest accuracy
  ☆12Updated 2 years ago
• lvlinyang / EEG-classification
  paper for “Multiscale space-time-frequency feature-guided multitask learning CNN for motor imagery EEG classification”
  ☆14Updated 4 years ago
• EdgarMoyete / EEG-Classification-with-CNN
  Clasificación de señales de EEG de imaginación motora y calculo mental con redes neuronales convolucionales y redes neuronales recurrente…
  ☆47Updated 3 years ago
• yangdai97 / MultiChannelSleepNet
  [IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"
  ☆58Updated 2 years ago
• abhijithrb / SeizurePrediction
  A CNN + LSTM architecture to predict seizure from EEG data
  ☆48Updated 2 years ago
• yi-ding-cs / MASA-TCN
  [IEEE J-BHI-2024] The PyTorch implementation of MASA-TCN
  ☆42Updated 9 months ago
• zhangmingjian180 / TS-Transformer
  Emotion recognition base on EEG.
  ☆18Updated 2 years ago
• ceresOPA / Automatic-Sleep-Staging-Based-on-EEG-Signal-using-Deep-Network
  基于单通道脑电信号的自动睡眠分期研究（Automatic Sleep Staging Based on EEG Signal using Deep Network）
  ☆34Updated 2 years ago
• cvmdsp / MAS-DGAT-Net
  MAS-DGAT-Net: A Dynamic Graph Attention Network with Multibranch Feature Extraction and Staged Fusion for EEG Emotion Recognition
  ☆15Updated 11 months ago
• NickGreen99 / Emotion-Recognition-EEG-Transformer
  Code Implementation of paper: Transformers for EEG-Based Emotion Recognition: A Hierarchical Spatial Information Learning Model
  ☆34Updated 2 months ago
• lwlBCI / EEG-MI-ATCNet
  运动想象分类模型---ATCNet，源代码融合了关于EEGNet,DeepConvNet,ShallowConvNet等多种典型模型作对比
  ☆27Updated 2 years ago
• AstoncPou / ACRNN
  EEG-based Emotion Recognition via Channel-wise Attention and Self Attention
  ☆14Updated 5 years ago
• tju-sun-lab / EEG-ARNN
  Source code for the paper: Sun, Biao, et al. "Graph Convolution Neural Network based End-to-end Channel Selection and Classification for …
  ☆21Updated 2 years ago
• Ma-Xinzhi / LightConvNet
  ☆23Updated 2 years ago
• anthonyesp / channel_selection
  Some studies regarding the selection of optimal channels in a BCI based on motor imagery
  ☆13Updated last year
• JoeBao22 / eeg_seed_test
  The repository contains trials that apply model transformer to the emotion recognition (classification) task based on electroencephalogra…
  ☆55Updated 2 years ago
• dolphin-in-a-coma / multi-task-cnn-eeg-emotion
  Code for the paper "Multi-Task CNN Model for Emotion Recognition from EEG Brain Maps". DEAP dataset. Python/Keras/Tensorflow 2 Impementat…
  ☆64Updated 2 years ago
• ziyujia / SST-EmotionNet
  SST-EmotionNet: Spatial-Spectral-Temporal based Attention 3D Dense Network for EEG Emotion Recognition
  ☆133Updated 4 years ago
• kanhaoning / Self-supervised-group-meiosis-contrastive-learning-for-EEG-based-emotion-recognition
  ☆32Updated 2 years ago
• renhong-zhang / eeg-emotion-recognition-with-vit
  Use Vision Transformer to generate Emotion Recognition using the DEAP dataset and EEG Signals.
  ☆71Updated 2 years ago
• Hzam / EEG-Datamining
  Construct a model, which contains channel-attention, CNN, LSTM, self-attention, to classify EEG data;
  ☆11Updated 3 years ago
• sucv / Visual_to_EEG_Cross_Modal_KD_for_CER
  Official code on "Visual-to-EEG cross-modal knowledge distillation for continuous emotion recognition", Pattern Recognition 2022.
  ☆15Updated 3 years ago
• ziyujia / Signal-feature-extraction_DE-and-PSD
  Code for extracting DE (differential entropy) and PSD (power spectral density) feature of signals.
  ☆82Updated 5 years ago
• ziyujia / ECML-PKDD_MMCNN
  MMCNN: A Multi-branch Multi-scale Convolutional Neural Network for Motor Imagery Classification
  ☆22Updated 3 years ago
• hakanbicerrr / Epileptic_Seizure_Detection
  Epileptic Seizure Detection on EEG Data based on CHB-MIT database.
  ☆21Updated last year
• ruix6 / ERTNet
  Emotion Recognition Transformer Network Based EEG Signals.
  ☆23Updated 2 years ago
• zhengqq / DRDA_EEG
  ☆15Updated 4 years ago
• weizhenhit / All-In-One-EEG-Feature-Extraction-Toolbox
  An all-in-one EEG feature extraction toobox, including statistical features, Hjorth parameters, entropy, nonlinear features, power spectr…
  ☆45Updated last year
• NeuBCI / Style-Transfer-Mapping
  Multisource Transfer Learning for Cross- Subject EEG Emotion Recognition
  ☆40Updated 5 years ago