MathieuSeraphim / SPDTransNetLinks
Repository for the SPDTransNet model, a Transformer-based architecture to analyze sequences of SPD matrices without loss of their Riemannian structure, and said model's SP-MHA (or Structure-Preserving Multihead Attention) component.
☆33Updated 11 months ago
Alternatives and similar repositories for SPDTransNet
Users that are interested in SPDTransNet are comparing it to the libraries listed below
Sorting:
- Official implementation of our MICCAI 2022 paper "mulEEG: A Multi-View Representation Learning on EEG Signals"☆36Updated 2 years ago
- ☆14Updated last year
- Code repository for S4Sleep: Elucidating the design space of deep-learning-based sleep stage classification models☆18Updated last year
- selfEEG: a Python library for Self-Supervised Learning on Electroencephalography (EEG) data☆61Updated 3 months ago
- An Open-Source GUI for CNN-based EEG Decoding and Model Interpretation☆18Updated 3 years ago
- ☆32Updated last year
- A deep learning framework for physiological data processing and understanding.☆99Updated 3 weeks ago
- Transfer learning for sleep stage detection☆32Updated 4 years ago
- Sleep staging from ECG, assisted with EEG☆25Updated 3 years ago
- ☆12Updated 2 years ago
- Code to reproduce results from the paper "Dreem Open Datasets: Multi-Scored Sleep Datasets to compare Human and Automated sleep staging"☆34Updated 3 years ago
- The official implement of Mind's eye: image recognition by EEG via multimodal similarity-keeping contrastive learning.☆38Updated 5 months ago
- Self-supervised learning for EEG☆26Updated 5 years ago
- [TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation☆45Updated 2 years ago
- ☆32Updated 2 months ago
- Code for the paper "Neuro-GPT: Towards a Foundation Model for EEG"☆181Updated last year
- ☆38Updated 4 years ago
- Decoding of the speech envelope from EEG using the VLAAI deep neural network☆15Updated 2 years ago
- [IEEE TETCI] "ADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training"☆38Updated 2 years ago
- ☆10Updated 4 years ago
- Global Adaptive Transformer for Cross-Subject EEG Classification.☆28Updated last year
- M/EEG brain age benchmark paper☆29Updated 2 years ago
- [ICLR 2023] Code for BrainBERT☆64Updated last week
- deepmeg recurrent encoder☆25Updated 3 years ago
- Code and reuslts accompanying the NeurIPS 2022 paper with the title SPD domain-specific batch normalization to crack interpretable unsupe…☆58Updated 2 years ago
- ☆28Updated 2 months ago
- ☆38Updated 6 months ago
- EEG Artifact Removal Using Deep Learning (source code, IEEE Journal of Biomedical and Health Informatics)☆38Updated 3 years ago
- Dimensionality reduction on manifold of SPD matrices, based on pymanopt implementation☆12Updated 2 years ago
- Meta-Learning for EEG, Sleep Staging, Transfer Learning, Pre-trained EEG, PSG datasets (IEEE Journal of Biomedical and Health Informatic…☆41Updated 4 years ago