yi-ding-cs / EmTLinks
[TNNLS-2025] This is the pytorch implementation of EmT, a graph-transformer for EEG emotion recognition.
☆65Updated 3 weeks ago
Alternatives and similar repositories for EmT
Users that are interested in EmT are comparing it to the libraries listed below
Sorting:
- ☆37Updated 9 months ago
- pytorch implementation of EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks☆93Updated 2 years ago
- Scripts to a) download DEAP EEG dataset b) preprocess its EEG signals and c) perform feature extraction☆78Updated 3 years ago
- The official implementation of the paper "Beyond Mimicking Under-Represented Emotions: Deep Data Augmentation with Emotional Subspace Con…☆29Updated 4 months ago
- My master thesis about emotion recognition from EEG data with a time series transformer☆21Updated 2 years ago
- [TAFFC-2022] PyTorch implementation of TSception v2☆130Updated last year
- ☆96Updated 10 months ago
- The official code implementation for "DMMR: Cross-Subject Domain Generalization for EEG-Based Emotion Recognition via Denoising Mixed Mut…☆58Updated 3 months ago
- PGCN: Pyramidal Graph Convolutional Network for EEG Emotion Recognition☆67Updated last year
- Use Vision Transformer to generate Emotion Recognition using the DEAP dataset and EEG Signals.☆70Updated 2 years ago
- LibEER: A Comprehensive Benchmark and Algorithm Library for EEG-based Emotion Recognition☆85Updated 2 months ago
- [ACM MM 2023] Multimodal Adaptive Emotion Transformer with Flexible Modality Inputs on A Novel Dataset with Continuous Labels☆50Updated 3 months ago
- code for LMDA☆84Updated 2 years ago
- [TNNLS-2023] This is the PyTorch implementation of LGGNet.☆117Updated 2 years ago
- ☆32Updated 2 years ago
- ☆13Updated last year
- official implementation of the PR-PL model (arxiv:https://arxiv.org/abs/2202.06509)☆43Updated last year
- [IEEE J-BHI-2024] A Convolutional Transformer to decode mental states from Electroencephalography (EEG) for Brain-Computer Interfaces (BC…☆83Updated 2 months ago
- Official PyTorch repository for multimodal emotion recognition wih hypercomplex models (ICASSPW 2023, RTSI 2024, MLSP 2024)☆75Updated 4 months ago
- Code Implementation of paper: Transformers for EEG-Based Emotion Recognition: A Hierarchical Spatial Information Learning Model☆33Updated last month
- The source code and data for the paper 'A Supervised Information Enhanced Multi-granularity Contrastive Learning Framework for EEG based …☆17Updated last year
- ☆21Updated 2 years ago
- A Lightweight and High Performance Neural network for MI-EEG decoding☆32Updated 6 months ago
- This is the python implementation of Tensor-CSPNet and Graph-CSPNet.☆72Updated 4 months ago
- [IEEE J-BHI-2024] The PyTorch implementation of MASA-TCN☆40Updated 8 months ago
- ☆37Updated last year
- ☆25Updated 9 months ago
- Using Capsule Network for EEG emotion classification using Digit-Caps model☆11Updated 2 years ago
- MSVTNet: Multi-Scale Vision Transformer Neural Network for EEG-Based Motor Imagery Decoding☆26Updated 4 months ago
- This is an implentation of paper GMSS: Graph-Based Multi-Task Self-Supervised Learning for EEG Emotion Recognition☆76Updated 3 years ago