gist-ailab / SleePyCo
This is an official implementation for "SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning".
☆42Updated 3 months ago
Related projects: ⓘ
- Deep Learning pipeline for motor-imagery classification.☆54Updated 2 years ago
- [TNSRE 2021] "An Attention-based Deep Learning Approach for Sleep Stage Classification with Single-Channel EEG"☆179Updated 11 months ago
- ☆17Updated last year
- code for LMDA☆58Updated last year
- NeurIPS2023 - A generic biosignal learning framework. Large EEG pre-trained models.☆75Updated 9 months ago
- JMIR AI'23: EEG dataset processing and EEG Self-supervised Learning☆42Updated last year
- This is an official implementation for "Intra- and inter-epoch temporal context network (IITNet) using sub-epoch features for automatic s…☆29Updated 2 years ago
- Benchmark of data augmentations for EEG (code from Rommel, Paillard, Moreau and Gramfort, "Data augmentation for learning predictive mode…☆38Updated last year
- A list of papers for sleep stages classification using machine learning/deep learning.☆68Updated 2 years ago
- [TNNLS-2023] This is the PyTorch implementation of LGGNet.☆78Updated last year
- ☆19Updated 9 months ago
- modify self-attention model for EEG signal as input and image embedding layer as output☆99Updated 5 years ago
- ☆39Updated last year
- Attention temporal convolutional network for EEG-based motor imagery classification☆174Updated 2 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…☆113Updated last year
- Rethinking CNN Architecture for Enhancing Decoding Performance of Motor Imagery-based EEG Signals☆30Updated last year
- ☆11Updated 6 months ago
- The codes that I implemented during my B.Sc. project.☆20Updated 2 years ago
- This is the python implementation of Tensor-CSPNet and Graph-CSPNet.☆55Updated 5 months ago
- Source Code for "Adaptive Transfer Learning with Deep CNN for EEG Motor Imagery Classification".☆80Updated last year
- ☆72Updated 3 years ago
- [IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"☆37Updated last year
- [ICLR 2024] M/EEG-based image decoding with contrastive learning. i. Propose a contrastive learning framework to align image and eeg. ii.…☆82Updated 3 months ago
- This repository is the official implementation of “Transfer learning for brain-computer interfaces: A Euclidean space data alignment appr…☆20Updated 2 years ago
- FBCNet: An Efficient Multi-view Convolutional Neural Network for Brain-Computer Interface☆112Updated 9 months ago
- ☆35Updated 3 years ago
- ☆22Updated 3 months ago
- TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG☆25Updated 3 years ago
- Code repository for S4Sleep: Elucidating the design space of deep-learning-based sleep stage classification models☆12Updated 11 months ago
- This is a community implementation of EEG-ConvTransformer☆17Updated last year