My master thesis about emotion recognition from EEG data with a time series transformer
☆22Aug 1, 2023Updated 2 years ago
Alternatives and similar repositories for Emotion-Recognition-from-EEG-Data-with-Time-Series-Transformers
Users that are interested in Emotion-Recognition-from-EEG-Data-with-Time-Series-Transformers are comparing it to the libraries listed below
Sorting:
- ECLGCNN is an emotion recognition method based on EEG data.☆19Jun 5, 2023Updated 2 years ago
- 硕士期间课题研究记录☆17Feb 25, 2023Updated 3 years ago
- Emotion recognition base on EEG.☆19Jun 1, 2023Updated 2 years ago
- Use Vision Transformer to generate Emotion Recognition using the DEAP dataset and EEG Signals.☆78Feb 22, 2023Updated 3 years ago
- pytorch implementation of EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks☆102Jun 21, 2023Updated 2 years ago
- ☆32May 2, 2023Updated 2 years ago
- The source code and data for the paper 'A Supervised Information Enhanced Multi-granularity Contrastive Learning Framework for EEG based …☆18Oct 5, 2023Updated 2 years ago
- Code for the paper "Multi-Task CNN Model for Emotion Recognition from EEG Brain Maps". DEAP dataset. Python/Keras/Tensorflow 2 Impementat…☆66Apr 27, 2023Updated 2 years ago
- Code Implementation of paper: Transformers for EEG-Based Emotion Recognition: A Hierarchical Spatial Information Learning Model☆39Jul 24, 2025Updated 7 months ago
- A Pytorch implementation of our paper "Adaptive Spatial-Temporal Aware Graph Learning for EEG-based Emotion Recognition".☆17Jan 8, 2024Updated 2 years ago
- 在 SEED 数据集上做 EEG 情绪识别☆124Nov 4, 2020Updated 5 years ago
- ☆34Mar 16, 2025Updated 11 months ago
- The repository contains trials that apply model transformer to the emotion recognition (classification) task based on electroencephalogra…☆57Oct 27, 2022Updated 3 years ago
- EEG-Based Emotion Recognition☆69Jun 9, 2024Updated last year
- Emotion Recogniton LSTM RNN Arousal Valence☆63Mar 2, 2023Updated 3 years ago
- We propose a time-aware sampling network (TAS-Net) using deep reinforcement learning (DRL) for unsupervised emotion recognition, which is…☆22Oct 8, 2023Updated 2 years ago
- Emotion Recognition Transformer Network Based EEG Signals.☆26Aug 15, 2023Updated 2 years ago
- EEG emotion classification based on Graph CNN and fine-gained algorithm.☆12Dec 11, 2020Updated 5 years ago
- A locally temporal-spatial pattern learning graph attention network (LTS-GAT) for EEG emotion recognition.☆12Jun 4, 2022Updated 3 years ago
- ☆11May 20, 2023Updated 2 years ago
- 脑电情绪识别☆13Nov 20, 2022Updated 3 years ago
- ☆13Aug 31, 2023Updated 2 years ago
- This is the project of my undergraduate thesis, an enhanced Capsule Network that integrates EEG and ECG signals for improved emotion reco…☆13Jan 17, 2024Updated 2 years ago
- The project uses EEG signals from the DEAP Dataset to classify emotions into 4 classes using Ensembled 1-D CNNs, LSTMs and 2D , 3D CNNs a…☆60Dec 9, 2022Updated 3 years ago
- An unofficial pytorch implementation of the BiHDM model proposed by Yang et al. for decoding emotion from multi-channel EEG recordings, w…☆15Apr 6, 2023Updated 2 years ago
- This repository contains the tensorflow implementation for our ICONIP-2018 paper: "Continuous Convolutional Neural Network with 3D Input …☆59Apr 20, 2023Updated 2 years ago
- Official code for ECG-TCN paper accepted for publication on AICAS2021☆14Aug 20, 2021Updated 4 years ago
- eeg based emotion classification transformer on DEAP data set☆15Feb 26, 2022Updated 4 years ago
- SST-EmotionNet: Spatial-Spectral-Temporal based Attention 3D Dense Network for EEG Emotion Recognition☆141Jul 20, 2021Updated 4 years ago
- Resources for the paper titled "EEG-GCNN: Augmenting Electroencephalogram-based Neurological Disease Diagnosis using a Domain-guided Grap…☆184Oct 8, 2022Updated 3 years ago
- EEG based emotion recognition using Transfer Learning and CNN model on SEED, SEED-IV and SEED-V☆40Jul 29, 2023Updated 2 years ago
- Official code on "Visual-to-EEG cross-modal knowledge distillation for continuous emotion recognition", Pattern Recognition 2022.☆16Jun 29, 2022Updated 3 years ago
- Official implementation of the paper "GANSER: A Self-supervised Data Augmentation Framework for EEG-based Emotion Recognition"☆76May 30, 2022Updated 3 years ago
- ☆20Mar 25, 2025Updated 11 months ago
- This repository contains the code for our proposed method "Multi-source Feature Alignment and Label Rectification" (MFA-LR), which has be…☆22Jul 14, 2023Updated 2 years ago
- Emotion Recognition from EEG Signals using the DEAP dataset with 86.4% accuracy. Applied multiple machine learning models and implemented…☆89Aug 3, 2019Updated 6 years ago
- Python A novel multimodal approach for hybridbrain-computer interface☆20May 25, 2020Updated 5 years ago
- Official PyTorch repository for multimodal emotion recognition wih hypercomplex models (ICASSPW 2023, RTSI 2024, MLSP 2024)☆90May 15, 2025Updated 9 months ago
- Using Deep Learning for Emotion Classification on EEG signals (SEED Dataset). CNN, RNN, Hybrid model, and Ensemble☆82Oct 26, 2021Updated 4 years ago