modify self-attention model for EEG signal as input and image embedding layer as output
☆101May 31, 2019Updated 7 years ago
Alternatives and similar repositories for Transformer-for-EEG
Users that are interested in Transformer-for-EEG are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- 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
- i. A practical application of Transformer (ViT) on 2-D physiological signal (EEG) classification tasks. Also could be tried with EMG, EOG…☆336Mar 23, 2023Updated 3 years ago
- A ViT based transformer applied on multi-channel time-series EEG data for motor imagery classification☆199May 10, 2025Updated last year
- Analysis of Transformer attention in EEG signal classification☆49Sep 1, 2024Updated 2 years ago
- ☆213Aug 5, 2022Updated 4 years ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- A Deep Learning library for EEG Tasks (Signals) Classification, based on TensorFlow.☆1,172Jul 20, 2025Updated last year
- ☆10Aug 13, 2021Updated 5 years ago
- [TNSRE 23] EEG Transformer 2.0. i. Convolutional Transformer for EEG Decoding. ii. Novel visualization - Class Activation Topography.☆769Jul 24, 2024Updated 2 years ago
- 使用Transformer和CNN网络对脑电运动进行分类☆14May 5, 2023Updated 3 years ago
- GAN and VAE implementations to generate artificial EEG data to improve motor imagery classification. Data based on BCI Competition IV, da…☆168Mar 26, 2020Updated 6 years ago
- Master thesis subject: Leveraging Deep Learning for Real-time EEG Classification at Cybathlon's BCI-race☆15Mar 25, 2023Updated 3 years ago
- Python implemementation of the FBCSP algorithm☆33Jun 4, 2024Updated 2 years ago
- Emotion recognition base on EEG.☆19Jun 1, 2023Updated 3 years ago
- Domain Adaptation for EEG Emotion Recognition Based on Latent Representation Similarity☆43Jun 3, 2020Updated 6 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- FBCNet: An Efficient Multi-view Convolutional Neural Network for Brain-Computer Interface☆144Nov 25, 2023Updated 2 years ago
- Attention temporal convolutional network for EEG-based motor imagery classification☆360Aug 16, 2026Updated 2 months ago
- Resources for the paper titled "EEG-GCNN: Augmenting Electroencephalogram-based Neurological Disease Diagnosis using a Domain-guided Grap…☆183Oct 8, 2022Updated 4 years ago
- SST-EmotionNet: Spatial-Spectral-Temporal based Attention 3D Dense Network for EEG Emotion Recognition☆141Jul 20, 2021Updated 5 years ago
- IEEE Transactions on Emerging Topics in Computational Intelligence☆77Apr 15, 2025Updated last year
- Official code for "Attention-Based Spatio-Temporal-Spectral Feature Learning for Subject-Specific EEG Classification" paper☆38Oct 25, 2021Updated 5 years ago
- MSVTNet: Multi-Scale Vision Transformer Neural Network for EEG-Based Motor Imagery Decoding☆38May 16, 2025Updated last year
- Deep learning techniques for detecting 6 types of hand movements from labeled dataset procured from Kaggle, Grasp-and-Lift EEG Detection.☆10Feb 28, 2021Updated 5 years ago
- paper for “Multiscale space-time-frequency feature-guided multitask learning CNN for motor imagery EEG classification”☆13Nov 2, 2020Updated 6 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- My master thesis about emotion recognition from EEG data with a time series transformer☆22Aug 1, 2023Updated 3 years ago
- This project describes the necessary code to implement an EEG-based emotion recognition using SincNet [Ravanelli & Bengio 2018] including…☆83Jun 11, 2025Updated last year
- Public EEG-based motor imagery (MI) datasets☆13Feb 1, 2024Updated 2 years ago
- Emotion Recognition Transformer Network Based EEG Signals.☆26Aug 15, 2023Updated 3 years ago
- This is the Army Research Laboratory (ARL) EEGModels Project: A Collection of Convolutional Neural Network (CNN) models for EEG signal cl…☆1,584May 2, 2022Updated 4 years ago
- Improving performance of motor imagery classification using variational-autoencoder and synthetic EEG signals☆50Nov 25, 2024Updated last year
- The model for the paper "EEG-Based Emotion Recognition Using Regularized Graph Neural Networks"☆221Oct 25, 2020Updated 6 years ago
- Moved to https://github.com/TNTLFreiburg/braindecode!☆70May 13, 2020Updated 6 years ago
- The project uses EEG signals from the DEAP Dataset to classify emotions into 4 classes using Ensembled 1-D CNNs, LSTMs and 2D , 3D CNNs a…☆62Dec 9, 2022Updated 3 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Use Vision Transformer to generate Emotion Recognition using the DEAP dataset and EEG Signals.☆80Feb 22, 2023Updated 3 years ago
- [Biomedical Signal Processing and Control] ECGTransForm: Empowering adaptive ECG arrhythmia classification framework with bidirectional t…☆75Apr 30, 2025Updated last year
- Including some machine learning and artificial intellegent examples☆95Mar 21, 2025Updated last year
- ☆55Apr 21, 2025Updated last year
- [IEEE J-BHI-2024] A Convolutional Transformer to decode mental states from Electroencephalography (EEG) for Brain-Computer Interfaces (BC…☆126Jun 23, 2025Updated last year
- The fusion of MNE and PyTorch for accelerated deep-neural-network based BCI-systems and Neurophysiology signal analysis.☆76May 29, 2022Updated 4 years ago
- [CIKM2025] SemiSegECG: A Multi-Dataset Benchmark for Semi-Supervised Semantic Segmentation in ECG Delineation☆21Jan 21, 2026Updated 9 months ago