yi-ding-cs / EEG-Deformer
A Convolutional Transformer to decode mental states from Electroencephalography (EEG) for Brain-Computer Interfaces (BCI)
☆28Updated 3 months ago
Related projects: ⓘ
- The official code implementation for "DMMR: Cross-Subject Domain Generalization for EEG-Based Emotion Recognition via Denoising Mixed Mut…☆17Updated 3 months ago
- ☆21Updated 2 weeks ago
- NeurIPS2023 - A generic biosignal learning framework. Large EEG pre-trained models.☆75Updated 9 months ago
- This is a community implementation of EEG-ConvTransformer☆17Updated last year
- ☆35Updated 3 years ago
- ☆17Updated last year
- Global Adaptive Transformer for Cross-Subject EEG Classification.☆22Updated 8 months ago
- Benchmark of data augmentations for EEG (code from Rommel, Paillard, Moreau and Gramfort, "Data augmentation for learning predictive mode…☆38Updated last year
- ☆54Updated last year
- code for LMDA☆58Updated last year
- ☆22Updated 3 months ago
- This is the PyTorch implementation of the FBMSNet architecture for EEG-MI classification.☆29Updated last year
- This is the python implementation of Tensor-CSPNet and Graph-CSPNet.☆55Updated 5 months ago
- Deep Learning pipeline for motor-imagery classification.☆54Updated 2 years ago
- IEEE Transactions on Affective Computing, 2022☆23Updated 9 months ago
- Towards Domain Free Transformer for Generalized EEG Pre-training☆17Updated 8 months ago
- ACM MM 2023☆27Updated last week
- SPD-CNN: A Plain CNN-Based Model Using the Symmetric Positive Definite Matrices for Cross-Subject EEG Classification with Meta-Transfer-L…☆15Updated last year
- META-EEG: Meta-learning-based Class-relevant EEG Representation Learning for Zero-calibration Brain-computer Interfaces☆11Updated 2 months ago
- ☆14Updated last year
- [TNNLS-2023] This is the PyTorch implementation of LGGNet.☆78Updated last year
- ☆11Updated 6 months ago
- ☆26Updated 7 months ago
- [IEEE J-BHI-2024] The PyTorch implementation of MASA-TCN☆22Updated 4 months ago
- SOTA methods for performing emotion classification using Transformers.☆19Updated last year
- ☆26Updated last year
- High-East / Attention-based-spatio-temporal-spectral-feature-learning-for-subject-specific-EEG-classificationOfficial code for "Attention-Based Spatio-Temporal-Spectral Feature Learning for Subject-Specific EEG Classification" paper☆36Updated 2 years ago
- This repository is the official implementation of “Different Set Domain Adaptation for Brain Computer Interfaces: A Label Alignment Appro…☆21Updated 2 years ago
- Code Implementation of paper: Transformers for EEG-Based Emotion Recognition: A Hierarchical Spatial Information Learning Model☆21Updated last year
- DL model estimating vigilance levels using multimodal EEG and EOG☆24Updated 2 years ago