nerajbobra / lstm-cnn-eeg-sleep-stagingLinks
2-Channel EEG Sleep Staging Algorithm using CNN-LSTM Architecture
☆16Updated 4 years ago
Alternatives and similar repositories for lstm-cnn-eeg-sleep-staging
Users that are interested in lstm-cnn-eeg-sleep-staging are comparing it to the libraries listed below
Sorting:
- TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG☆30Updated 4 years ago
- A Residual based Attention Model for EEG basedSleep Staging☆11Updated 3 years ago
- Code for the paper "A Convolutional neural network for sleep stage scoring from raw single-channel EEG"☆60Updated 7 years ago
- Project to predict sleep stages based on EEG, ECG, EOG data. Signals are filtered using different methods (Wavelet, Butterworth). The pre…☆11Updated 3 years ago
- SleepPrintNet: A Multivariate Multimodal Neural Network based on Physiological Time-series for Automatic Sleep Staging☆37Updated last year
- Convolutional neural network which uses 30 second single-channel EEG signals to detect apnea events. Kernels are visualised using Fourier…☆22Updated 2 years ago
- Code for the paper "Multi-Task CNN Model for Emotion Recognition from EEG Brain Maps". DEAP dataset. Python/Keras/Tensorflow 2 Impementat…☆57Updated 2 years ago
- [IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"☆52Updated 2 years ago
- ☆29Updated 3 years ago
- 使用Transformer和CNN网络对脑电运动进行分类☆13Updated 2 years ago
- Code for paper "MSA-CNN: A Lightweight Multi-Scale CNN with Attention for Sleep Stage Classification"☆11Updated 3 months ago
- ☆20Updated last year
- 基于单通道脑电信号的自动睡眠分期研究（Automatic Sleep Staging Based on EEG Signal using Deep Network）☆32Updated 2 years ago
- Emotion classification from Brain EEG signals using a hybrid CNN-Transformer model and various ML algorithms.☆26Updated last year
- EEG based emotion recognition using Transfer Learning and CNN model on SEED, SEED-IV and SEED-V☆34Updated last year
- Anomaly prediction using brain signals with Fourier transformed features and SVM classifier.☆18Updated 2 years ago
- Application prepares data to learning process. Including preprocessing, cleaning, reformating, feature extraction using PyEEG library and…☆31Updated 4 years ago
- EEG Motor Imagery Classification Using CNN, Transformer, and MLP☆28Updated last year
- ☆28Updated last year
- This project focuses on data preprocessing and epilepsy seizure prediction using the CHB-MIT EEG dataset. It includes steps like data cle…☆39Updated last year
- [AAAI 2024] Generalizable Sleep Staging via Multi-Level Domain Alignment☆18Updated 3 weeks ago
- ☆17Updated 3 years ago
- Some studies regarding the selection of optimal channels in a BCI based on motor imagery☆13Updated last year
- EEG motor imagery classification using convolutional neural networks☆35Updated 2 years ago
- Multi-modal Physiological Signals based Squeeze-and-Excitation Network with Domain Adversarial Learning for Sleep Staging☆19Updated 5 months ago
- Source Code for "Adaptive Transfer Learning with Deep CNN for EEG Motor Imagery Classification".☆92Updated 2 years ago
- Sleep stage automatic classifier using CNNs and LSTMs to process frequency signals of brain activity recorded via ElectroEncephaloGram EE…☆20Updated 3 years ago
- Emotion Recognition Transformer Network Based EEG Signals.☆19Updated last year
- Using Deep Learning for Emotion Classification on EEG signals (SEED Dataset). CNN, RNN, Hybrid model, and Ensemble☆73Updated 3 years ago
- ☆11Updated 6 years ago