lassestahnke / cm2013_sleep_staging
Project to predict sleep stages based on EEG, ECG, EOG data. Signals are filtered using different methods (Wavelet, Butterworth). The prediction was done using feature extraction in combination with SVM, Shallow NN and CNN.
☆11Updated 2 years ago
Alternatives and similar repositories for cm2013_sleep_staging:
Users that are interested in cm2013_sleep_staging are comparing it to the libraries listed below
- Seeking to recreate the work demonstrated in A Multi-Branch 3D Convolutional Neural Network for EEG-Based Motor Imagery Classification by…☆18Updated 3 years ago
- An EEG dichotomy program file , using CSP and SVM.☆23Updated 4 years ago
- An all-in-one EEG feature extraction toobox, including statistical features, Hjorth parameters, entropy, nonlinear features, power spectr…☆37Updated last year
- Some studies regarding the selection of optimal channels in a BCI based on motor imagery☆12Updated last year
- EEG motor imagery classification using convolutional neural networks☆35Updated 2 years ago
- CRNNeeg: A deep learning algorithm for sleep staging PSG and long-term scalp EEG☆18Updated 4 years ago
- ☆43Updated 5 years ago
- EEG Signal Classification using LSTM on various datasets☆11Updated 4 years ago
- A Residual based Attention Model for EEG basedSleep Staging☆12Updated 3 years ago
- Preprocesamiento de BCI Competition IV data set 2a☆11Updated 4 years ago
- LSTM-based neural network system to predict EEG signals☆29Updated 6 years ago
- A MATLAB toolbox for classification of motor imagery tasks in EEG-based BCI system with CSP, FB-CSP and BSSFO☆7Updated 2 years ago
- Feature extraction for EEG signals☆28Updated 5 years ago
- TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG☆29Updated 3 years ago
- EEG based emotion recognition using Transfer Learning and CNN model on SEED, SEED-IV and SEED-V☆32Updated last year
- 2-Channel EEG Sleep Staging Algorithm using CNN-LSTM Architecture☆15Updated 4 years ago
- ☆60Updated 2 years ago
- Emotion recognition base on EEG.☆16Updated last year
- Implementation of EEG signal classification.☆50Updated 8 years ago
- code for LMDA☆78Updated last year
- Official repository of EEG-Inception, a general-purpose and powerful deep convolutional neural network for EEG procesing☆40Updated last year
- This toolbox offers 30 types of EEG feature extraction methods (HA, HM, HC, and etc.) for Electroencephalogram (EEG) applications.☆84Updated 4 years ago
- SleepPrintNet: A Multivariate Multimodal Neural Network based on Physiological Time-series for Automatic Sleep Staging☆31Updated 10 months ago
- ☆36Updated 6 years ago
- Motor Imagery EEG-BCIs - From 0 to Deep Learning with BCI-IV 2a dataset☆11Updated 2 years ago
- Evaluation of Neural Networks for Classifying Electroencephalography (EEG) Data☆10Updated 3 years ago
- Emotion Recognition Transformer Network Based EEG Signals.☆17Updated last year
- Motor Imagery Classification based on EEG at Columbia Medical Center☆47Updated 4 years ago
- A Graph Convolutional Network Approach for Depression Detection using EEG based Brain Networks☆20Updated 4 years ago
- BCI Competition IV dataset 2a☆27Updated 5 years ago