bruAristimunha / Synthetic-Sleep-EEG-Signal-Generation-using-Latent-Diffusion-Models
Code for the paper published in Deep Generative Models for Health Workshop at the Neurips 2023.
☆35Updated 9 months ago
Related projects ⓘ
Alternatives and complementary repositories for Synthetic-Sleep-EEG-Signal-Generation-using-Latent-Diffusion-Models
- Implementation of Domain Specific Denoising Diffusion Probabilistic Models for Brain Dynamics/EEG Signals☆45Updated last year
- Global Adaptive Transformer for Cross-Subject EEG Classification.☆24Updated 10 months ago
- Towards Domain Free Transformer for Generalized EEG Pre-training☆23Updated 10 months ago
- ☆42Updated 2 weeks ago
- ACM MM 2023☆32Updated 3 weeks ago
- [TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation☆36Updated last year
- This paper was submitted to ICASSP 2023: Exploiting Interactivity and Heterogeneity for Sleep Stage Classification via Heterogeneous Grap…☆24Updated last year
- IEEE Transactions on Affective Computing, 2022☆24Updated 11 months ago
- A Convolutional Transformer to decode mental states from Electroencephalography (EEG) for Brain-Computer Interfaces (BCI)☆36Updated 5 months ago
- ☆11Updated 8 months ago
- ☆35Updated 3 years ago
- An implementation of Denoising Diffusion Probabilistic Models (DDPM) in PyTorch for EEG-based image reconstruction.☆40Updated last year
- META-EEG: Meta-learning-based Class-relevant EEG Representation Learning for Zero-calibration Brain-computer Interfaces☆12Updated 4 months ago
- Code for processing EEG data with Riemannian and deep learning-based classifiers. Additionally provides methods for data augmentation inc…☆27Updated 4 years ago
- ☆26Updated 2 months ago
- Official implementation of our MICCAI 2022 paper "mulEEG: A Multi-View Representation Learning on EEG Signals"☆31Updated 2 years ago
- The official code implementation for "DMMR: Cross-Subject Domain Generalization for EEG-Based Emotion Recognition via Denoising Mixed Mut…☆29Updated 6 months ago
- NeurIPS2023 - A generic biosignal learning framework. Large EEG pre-trained models.☆88Updated 11 months ago
- Corpus of resources for multimodal machine learning with physiological signals (mmps).☆36Updated this week
- ☆31Updated 9 months ago
- Matlab code for SBLEST algorithm☆37Updated 8 months ago
- SleepPrintNet: A Multivariate Multimodal Neural Network based on Physiological Time-series for Automatic Sleep Staging☆28Updated 6 months ago
- Offical repository of the paper "EEG-DG：A Multi-Source Domain Generalization Framework for Motor Imagery EEG Classification" .☆16Updated last month
- The official implementation of our paper "MEET: A Multi-band EEG Transformer for Brain States Decoding"☆12Updated 2 years ago
- ☆20Updated 4 years ago
- The official implementation for our TNNLS paper "Self-Supervised Time Series Representation Learning via Cross Reconstruction Transformer…☆41Updated last year
- [IEEE TETCI] "ADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training"☆36Updated last year
- Resources for the paper titled "Domain-guided Self-supervision of EEG Data Improves Downstream Classification Performance and Generalizab…☆21Updated last year
- Construct a model, which contains channel-attention, CNN, LSTM, self-attention, to classify EEG data;☆9Updated 2 years ago
- ☆55Updated last year