PGCN: Pyramidal Graph Convolutional Network for EEG Emotion Recognition
☆74Apr 30, 2024Updated 2 years ago
Alternatives and similar repositories for PGCN
Users that are interested in PGCN are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- The official implementation of the paper "Beyond Mimicking Under-Represented Emotions: Deep Data Augmentation with Emotional Subspace Con…☆34May 7, 2025Updated last year
- pytorch implementation of EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks☆107Jun 21, 2023Updated 3 years ago
- [BIBM2024] MEEG and AT-DGNN: Improving EEG Emotion Recognition with Music Introducing and Graph-based Learning☆110Apr 22, 2025Updated last year
- [TNNLS-2023] This is the PyTorch implementation of LGGNet.☆131Sep 5, 2023Updated 2 years ago
- ☆18Oct 6, 2023Updated 2 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- The model for the paper "EEG-Based Emotion Recognition Using Regularized Graph Neural Networks"☆217Oct 25, 2020Updated 5 years ago
- Graph to Grid: Learning Deep Representations for Multimodal Emotion Recognition☆18Apr 30, 2024Updated 2 years ago
- [TNNLS-2025] This is the pytorch implementation of EmT, a graph-transformer for EEG emotion recognition.☆118Jan 8, 2026Updated 6 months ago
- ☆105Nov 14, 2024Updated last year
- SOTA methods for performing emotion classification using Transformers.☆21Oct 6, 2022Updated 3 years ago
- [IEEE J-BHI-2024] The PyTorch implementation of MASA-TCN☆53Dec 30, 2024Updated last year
- ☆19Mar 26, 2023Updated 3 years ago
- [TAFFC-2022] PyTorch implementation of TSception v2☆152Oct 2, 2023Updated 2 years ago
- Repetition code of the model for the paper "EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks" in pytorch☆125May 3, 2023Updated 3 years ago
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- BIBM 24, mixture of graph experts for cross-subject EEG emotion recognitions☆19Apr 25, 2025Updated last year
- The code for Multi-Scale Hyperbolic Contrastive Learning for Cross-Subject EEG Emotion Recognition.☆20Jul 24, 2025Updated 11 months ago
- FAT:A novel Fourier Adjacency Transformer for advanced EEG emotion recognition (MICCAI 2025))☆35Oct 9, 2025Updated 9 months ago
- We propose a time-aware sampling network (TAS-Net) using deep reinforcement learning (DRL) for unsupervised emotion recognition, which is…☆21Oct 8, 2023Updated 2 years ago
- Based on EEG signal, the differential entropy feature is extracted, and the convolution neural network based on time domain network and a…☆13Sep 21, 2022Updated 3 years ago
- Using Capsule Network for EEG emotion classification using Digit-Caps model☆10Apr 30, 2023Updated 3 years ago
- Source code for the paper: Sun, Biao, et al. "Graph Convolution Neural Network based End-to-end Channel Selection and Classification for …☆22Dec 18, 2022Updated 3 years ago
- Existing work in the field of BCI treats deep learning models as black-box classifiers. In this project, we develop a novel model named "…☆29Mar 15, 2022Updated 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
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- This project is the code of BF-GCN. The paper has been accepted by IEEE Transactions on Neural Networks and Learning Systems.☆24Jul 2, 2024Updated 2 years ago
- Improving BCIs with generative models synthesizing realistic EEG signals. Co-authored research paper: https://arxiv.org/abs/2402.09453☆11Oct 18, 2025Updated 8 months ago
- Code for paper MS-MDA: Multisource Marginal Distribution Adaptation for Cross-subject and Cross-session EEG Emotion Recognition☆115Oct 22, 2025Updated 8 months ago
- In this project, we propose a CNN model to classify single-channel EEG for driver drowsiness detection. We use the Class Activation Map (…☆29Mar 9, 2022Updated 4 years ago
- MAS-DGAT-Net: A Dynamic Graph Attention Network with Multibranch Feature Extraction and Staged Fusion for EEG Emotion Recognition☆25Oct 29, 2024Updated last year
- ☆13Aug 31, 2023Updated 2 years ago
- The official code implementation for "DMMR: Cross-Subject Domain Generalization for EEG-Based Emotion Recognition via Denoising Mixed Mut…☆86May 19, 2025Updated last year
- This is the PyTorch implementation of the FBSTCNet-M architecture for EEG-based emotion classification.☆24Dec 14, 2024Updated last year
- Public EEG Dataset☆15May 31, 2021Updated 5 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- [ACM MM 2023] Multimodal Adaptive Emotion Transformer with Flexible Modality Inputs on A Novel Dataset with Continuous Labels☆80Sep 29, 2025Updated 9 months ago
- Code Implementation of paper: Transformers for EEG-Based Emotion Recognition: A Hierarchical Spatial Information Learning Model☆39Jul 24, 2025Updated 11 months ago
- The source code and data for the paper 'A Supervised Information Enhanced Multi-granularity Contrastive Learning Framework for EEG based …☆17Oct 5, 2023Updated 2 years ago
- [IEEE J-BHI-2024] A Convolutional Transformer to decode mental states from Electroencephalography (EEG) for Brain-Computer Interfaces (BC…☆118Jun 23, 2025Updated last year
- This is an implentation of paper GMSS: Graph-Based Multi-Task Self-Supervised Learning for EEG Emotion Recognition☆82Apr 7, 2022Updated 4 years ago
- A toolbox for EEG signals processing. Welcome to join and build!☆13Nov 9, 2022Updated 3 years ago
- This is a final project for my 2019 Winter course "Pattern Recognition".☆25Dec 11, 2020Updated 5 years ago