Graph Convolutional Networks for 4-class EEG Classification
☆87Sep 24, 2020Updated 5 years ago
Alternatives and similar repositories for GCN_for_EEG
Users that are interested in GCN_for_EEG are comparing it to the libraries listed below
Sorting:
- Resources for the paper titled "EEG-GCNN: Augmenting Electroencephalogram-based Neurological Disease Diagnosis using a Domain-guided Grap…☆184Oct 8, 2022Updated 3 years ago
- ECE-GY 9123 Project: GCN-Explain-Net: An Explainable Graph Convolutional Neural Network (GCN) for EEG-based Motor Imagery Classification …☆55May 20, 2021Updated 4 years ago
- GCN with MNE input and preprocessing☆10Sep 27, 2020Updated 5 years ago
- Implementation of graph convolutional networks based on PyTorch Geometric to classify EEG signals.☆56Jun 15, 2021Updated 4 years ago
- EEG emotion classification based on Graph CNN and fine-gained algorithm.☆12Dec 11, 2020Updated 5 years ago
- EEGraph: Convert EEGs to graphs with frequency and time-frequency domain connectivity measures.☆162Updated this week
- 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
- A Graph Convolutional Network Approach for Depression Detection using EEG based Brain Networks☆30Sep 29, 2020Updated 5 years ago
- Repetition code of the model for the paper "EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks" in pytorch☆119May 3, 2023Updated 2 years ago
- The model for the paper "EEG-Based Emotion Recognition Using Regularized Graph Neural Networks"☆213Oct 25, 2020Updated 5 years ago
- ☆184Nov 3, 2022Updated 3 years ago
- A Deep Learning library for EEG Tasks (Signals) Classification, based on TensorFlow.☆1,141Jul 20, 2025Updated 7 months ago
- http://www.eecs.qmul.ac.uk/mmv/datasets/deap/☆28Mar 1, 2021Updated 5 years ago
- In AugmentBrain we investigate the performance of different data augmentation methods for the classification of Motor Imagery (MI) data u…☆22Jun 7, 2021Updated 4 years ago
- Official code for "Attention-Based Spatio-Temporal-Spectral Feature Learning for Subject-Specific EEG Classification" paper☆38Oct 25, 2021Updated 4 years ago
- Project to test the accuracy of multiple algorithms published in articles to the EEG binary motor imagery problem☆21Feb 1, 2020Updated 6 years ago
- IEEE Transactions on Emerging Topics in Computational Intelligence☆74Apr 15, 2025Updated 10 months ago
- Implementation of Deep Neural Networks in Keras and Tensorflow to classify motor imagery tasks using EEG data☆81Apr 12, 2018Updated 7 years ago
- ☆45Apr 13, 2019Updated 6 years ago
- PGCN: Pyramidal Graph Convolutional Network for EEG Emotion Recognition☆76Apr 30, 2024Updated last year
- NeurIPS 2021 - Benchmarks for EEG Transfer Learning - cross-subject sleep stage decoding, cross-dataset motor imagery decoding☆13Dec 9, 2021Updated 4 years ago
- EEG Motor Imagery Tasks Classification (by Channels) via Convolutional Neural Networks (CNNs) based on TensorFlow☆239May 20, 2024Updated last year
- Submission to the Motor Imagery track of BEETL competition, organized within NeurIPS 2021☆12Sep 8, 2022Updated 3 years ago
- ☆22Oct 29, 2019Updated 6 years ago
- Modified transformer network utilizing the attention mechanism for time series or any other numerical data. 6.100 project at MIT Media La…☆58Nov 24, 2020Updated 5 years ago
- Benchmark of data augmentations for EEG (code from Rommel, Paillard, Moreau and Gramfort, "Data augmentation for learning predictive mode…☆49Oct 27, 2022Updated 3 years ago
- ☆21Dec 8, 2022Updated 3 years ago
- This is an implentation of paper GMSS: Graph-Based Multi-Task Self-Supervised Learning for EEG Emotion Recognition☆83Apr 7, 2022Updated 3 years ago
- Python library to compute functional connectivity measures from EEG☆12Oct 14, 2023Updated 2 years ago
- This is the code of the paper "Federated Transfer Learning for EEG Signal Classification" published in IEEE EMBS 2020 (42nd Annual Inter…☆108Jun 4, 2023Updated 2 years ago
- ☆28Jun 27, 2018Updated 7 years ago
- SST-EmotionNet: Spatial-Spectral-Temporal based Attention 3D Dense Network for EEG Emotion Recognition☆141Jul 20, 2021Updated 4 years ago
- Official implementation of "A Knowledge Distillation Framework for Enhancing Ear-EEG based Sleep Staging with Scalp-EEG Data"☆21Nov 7, 2022Updated 3 years ago
- ☆13Sep 5, 2023Updated 2 years ago
- Clasificación de señales de EEG de imaginación motora y calculo mental con redes neuronales convolucionales y redes neuronales recurrente…☆48Aug 16, 2022Updated 3 years ago
- the implementation of multimodal emtion recognizer —— CTCNe which is proposed in "Learning Regional-Level Feature Fusion and Sentiment-Re…☆19Jul 26, 2020Updated 5 years ago
- EEG motor imagery classification using convolutional neural networks☆43Mar 25, 2023Updated 2 years ago
- Open-source EEG neurofeedback for meditation and many more☆16May 17, 2025Updated 9 months ago
- Using GAN to create synthetic and partially synthetic EEG data to augment training sets for motor imagery interaction tasks☆13Aug 27, 2019Updated 6 years ago