Code Implementation of paper: Transformers for EEG-Based Emotion Recognition: A Hierarchical Spatial Information Learning Model
☆39Jul 24, 2025Updated 8 months ago
Alternatives and similar repositories for Emotion-Recognition-EEG-Transformer
Users that are interested in Emotion-Recognition-EEG-Transformer are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- 硕士期间课题研究记录☆17Feb 25, 2023Updated 3 years ago
- ☆13Aug 31, 2023Updated 2 years ago
- Emotion recognition base on EEG.☆19Jun 1, 2023Updated 2 years ago
- The repository contains trials that apply model transformer to the emotion recognition (classification) task based on electroencephalogra…☆57Oct 27, 2022Updated 3 years ago
- My master thesis about emotion recognition from EEG data with a time series transformer☆22Aug 1, 2023Updated 2 years ago
- Bare Metal GPUs on DigitalOcean Gradient AI • AdPurpose-built for serious AI teams training foundational models, running large-scale inference, and pushing the boundaries of what's possible.
- ☆31May 2, 2023Updated 2 years ago
- Use Vision Transformer to generate Emotion Recognition using the DEAP dataset and EEG Signals.☆79Feb 22, 2023Updated 3 years ago
- [TNNLS-2025] This is the pytorch implementation of EmT, a graph-transformer for EEG emotion recognition.☆100Jan 8, 2026Updated 3 months 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
- Emotion Recognition Transformer Network Based EEG Signals.☆26Aug 15, 2023Updated 2 years ago
- ☆20Jul 30, 2020Updated 5 years ago
- A Pytorch implementation of our paper "Adaptive Spatial-Temporal Aware Graph Learning for EEG-based Emotion Recognition".☆17Jan 8, 2024Updated 2 years ago
- Code for paper MS-MDA: Multisource Marginal Distribution Adaptation for Cross-subject and Cross-session EEG Emotion Recognition☆113Oct 22, 2025Updated 5 months ago
- EEG based emotion recognition using Transfer Learning and CNN model on SEED, SEED-IV and SEED-V☆40Jul 29, 2023Updated 2 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- The official implementation of the paper "Beyond Mimicking Under-Represented Emotions: Deep Data Augmentation with Emotional Subspace Con…☆34May 7, 2025Updated 11 months ago
- 在 SEED 数据集上做 EEG 情绪识别☆129Nov 4, 2020Updated 5 years ago
- pytorch implementation of EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks☆102Jun 21, 2023Updated 2 years ago
- ECLGCNN is an emotion recognition method based on EEG data.☆19Jun 5, 2023Updated 2 years ago
- Official implementation of the paper "GANSER: A Self-supervised Data Augmentation Framework for EEG-based Emotion Recognition"☆77May 30, 2022Updated 3 years ago
- Using CNN-LSTM for emotion recognition based on EEG signals☆12May 2, 2023Updated 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…☆61Dec 9, 2022Updated 3 years ago
- Emotion Recogniton LSTM RNN Arousal Valence☆65Mar 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
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- Emotion classification from Brain EEG signals using a hybrid CNN-Transformer model and various ML algorithms.☆33Aug 30, 2023Updated 2 years ago
- A fundamental exploration about EEG-BCI emotion recognition using the SEED dataset & dataset from kaggle.☆11Mar 11, 2024Updated 2 years ago
- EEG-based emotion classification using DEAP dataset☆154Mar 1, 2023Updated 3 years ago
- Emotion-Classification-by-EEG-DEAP-Dataset implemented in 2DCNNN-LSTM-1DCNN+GRU and the 1D_cnn+gru model gives the highest accuracy☆11May 26, 2023Updated 2 years ago
- FAT:A novel Fourier Adjacency Transformer for advanced EEG emotion recognition (MICCAI 2025))☆35Oct 9, 2025Updated 6 months ago
- ☆17Oct 6, 2023Updated 2 years ago
- The model for the paper "EEG-Based Emotion Recognition Using Regularized Graph Neural Networks"☆216Oct 25, 2020Updated 5 years ago
- This is an implentation of paper GMSS: Graph-Based Multi-Task Self-Supervised Learning for EEG Emotion Recognition☆83Apr 7, 2022Updated 4 years ago
- PGCN: Pyramidal Graph Convolutional Network for EEG Emotion Recognition☆76Apr 30, 2024Updated last year
- Wordpress hosting with auto-scaling - Free Trial • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- SST-EmotionNet: Spatial-Spectral-Temporal based Attention 3D Dense Network for EEG Emotion Recognition☆141Jul 20, 2021Updated 4 years ago
- Scripts to a) download DEAP EEG dataset b) preprocess its EEG signals and c) perform feature extraction☆92May 26, 2022Updated 3 years ago
- [IEEE J-BHI-2024] A Convolutional Transformer to decode mental states from Electroencephalography (EEG) for Brain-Computer Interfaces (BC…☆112Jun 23, 2025Updated 9 months ago
- [TNSRE 23] EEG Transformer 2.0. i. Convolutional Transformer for EEG Decoding. ii. Novel visualization - Class Activation Topography.☆725Jul 24, 2024Updated last year
- ☆44Nov 19, 2024Updated last year
- i. A practical application of Transformer (ViT) on 2-D physiological signal (EEG) classification tasks. Also could be tried with EMG, EOG…☆330Mar 23, 2023Updated 3 years ago
- EEG Emotion Recognition project, experiment on SEED (SEED-IV), DEAP dataset☆45Jul 2, 2019Updated 6 years ago