gist-ailab / SleePyCoLinks
This is an official implementation for "SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning", Expert Systems With Applications.
☆78Updated 9 months ago
Alternatives and similar repositories for SleePyCo
Users that are interested in SleePyCo are comparing it to the libraries listed below
Sorting:
- [TNSRE 2021] "An Attention-based Deep Learning Approach for Sleep Stage Classification with Single-Channel EEG"☆265Updated 2 years ago
- [Arxiv] NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG☆70Updated 11 months ago
- TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG by Akara Supratak and Yike Guo fro…☆165Updated 2 years ago
- [IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"☆63Updated 2 years ago
- A list of papers for sleep stages classification using machine learning/deep learning.☆95Updated 3 years ago
- JMIR AI'23: EEG dataset processing and EEG Self-supervised Learning☆54Updated 2 years ago
- Official repository of cross-modal transformer for interpretable automatic sleep stage classification. https://arxiv.org/abs/2208.06991☆73Updated 2 years ago
- TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG☆30Updated 4 years ago
- ☆32Updated 2 years ago
- Meta-Learning for EEG, Sleep Staging, Transfer Learning, Pre-trained EEG, PSG datasets (IEEE Journal of Biomedical and Health Informatic…☆43Updated 4 years ago
- [TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation☆47Updated 2 years ago
- source codes for EEGWaveNet: Multi-Scale CNN-Based Spatiotemporal Feature Extraction for EEG Seizure Detection (IEEE Transactions on Indu…☆65Updated 3 years ago
- This repo contains a list of papers for sleep stage classification using deep learning based techniques starting from 2017-afterwards. I …☆67Updated 3 years ago
- ☆13Updated last year
- Deep Learning pipeline for motor-imagery classification.☆64Updated 4 years ago
- A ViT based transformer applied on multi-channel time-series EEG data for motor imagery classification☆194Updated 8 months ago
- code for LMDA☆87Updated 2 years ago
- ☆38Updated 4 years ago
- A Residual based Attention Model for EEG basedSleep Staging☆11Updated 4 years ago
- modify self-attention model for EEG signal as input and image embedding layer as output☆102Updated 6 years ago
- ☆31Updated 4 months ago
- Attention temporal convolutional network for EEG-based motor imagery classification☆310Updated last month
- ☆56Updated 2 years ago
- [ICLR 2025] CBraMod: A Criss-Cross Brain Foundation Model for EEG Decoding☆246Updated last week
- NeurIPS2023 - A generic biosignal learning framework. Large EEG pre-trained models.☆177Updated 2 years ago
- [ACM MM 2023] Multimodal Adaptive Emotion Transformer with Flexible Modality Inputs on A Novel Dataset with Continuous Labels☆63Updated 3 months ago
- IEEE Transactions on Emerging Topics in Computational Intelligence☆71Updated 9 months ago
- Benchmark of data augmentations for EEG (code from Rommel, Paillard, Moreau and Gramfort, "Data augmentation for learning predictive mode…☆49Updated 3 years ago
- i. A practical application of Transformer (ViT) on 2-D physiological signal (EEG) classification tasks. Also could be tried with EMG, EOG…☆332Updated 2 years ago
- This is the python implementation of Tensor-CSPNet and Graph-CSPNet.☆81Updated last week