vedarthv / GNN_EEGLinks
A project emulating a GNN model which uses EEG data to identify depression in individuals.
☆19Updated 2 years ago
Alternatives and similar repositories for GNN_EEG
Users that are interested in GNN_EEG are comparing it to the libraries listed below
Sorting:
- This paper was submitted to ICASSP 2023: Exploiting Interactivity and Heterogeneity for Sleep Stage Classification via Heterogeneous Grap…☆24Updated 2 years ago
- Official implementation of the paper "GANSER: A Self-supervised Data Augmentation Framework for EEG-based Emotion Recognition"☆74Updated 3 years ago
- MPED: A Multi-Modal Physiological Emotion Database for Discrete Emotion☆41Updated 4 years ago
- SleepPrintNet: A Multivariate Multimodal Neural Network based on Physiological Time-series for Automatic Sleep Staging☆38Updated last year
- PGCN: Pyramidal Graph Convolutional Network for EEG Emotion Recognition☆63Updated last year
- [ACM MM 2023] Multimodal Adaptive Emotion Transformer with Flexible Modality Inputs on A Novel Dataset with Continuous Labels☆50Updated 2 months ago
- ☆35Updated 8 months ago
- Implementation of graph convolutional networks based on PyTorch Geometric to classify EEG signals.☆54Updated 4 years ago
- The official code implementation for "DMMR: Cross-Subject Domain Generalization for EEG-Based Emotion Recognition via Denoising Mixed Mut…☆53Updated 2 months ago
- Repetition code of the model for the paper "EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks" in pytorch☆109Updated 2 years ago
- http://www.eecs.qmul.ac.uk/mmv/datasets/deap/☆28Updated 4 years ago
- [TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation☆44Updated last year
- Analysis of EEG Signals and Facial Expressions for Continuous Emotion Detection code☆21Updated 4 years ago
- [IEEE J-BHI-2024] The PyTorch implementation of MASA-TCN☆40Updated 7 months ago
- Official PyTorch repository for multimodal emotion recognition wih hypercomplex models (ICASSPW 2023, RTSI 2024, MLSP 2024)☆72Updated 2 months ago
- A list of papers for sleep stages classification using machine learning/deep learning.☆93Updated 2 years ago
- Resources for the paper titled "EEG-GCNN: Augmenting Electroencephalogram-based Neurological Disease Diagnosis using a Domain-guided Grap…☆177Updated 2 years ago
- Global Adaptive Transformer for Cross-Subject EEG Classification.☆28Updated last year
- [IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"☆55Updated 2 years ago
- My master thesis about emotion recognition from EEG data with a time series transformer☆21Updated 2 years ago
- ☆32Updated 2 years ago
- Graph Convolutional Networks for 4-class EEG Classification☆82Updated 4 years ago
- Emotion recognition base on EEG.☆17Updated 2 years ago
- Codes for our paper "Triple-Attention-based Spatio-Temporal-Spectral Convolutional Network for Epileptic Seizure Prediction "☆21Updated 2 years ago
- ☆91Updated 8 months ago
- SOTA methods for performing emotion classification using Transformers.☆21Updated 2 years ago
- It is an emotion detection with EEG and ECG signals.☆40Updated 5 years ago
- JMIR AI'23: EEG dataset processing and EEG Self-supervised Learning☆47Updated 2 years ago
- Official code on "Visual-to-EEG cross-modal knowledge distillation for continuous emotion recognition", Pattern Recognition 2022.☆14Updated 3 years ago
- ☆13Updated last year