| BCI | Brain-computer Interface |
| MI | Motor Imagery |
| EEG | Electroencephalography |
| TBTF | Two-Branch Time-frequency |
| DL | Deep Learning |
| CNN | Convolution Neural Network |
| EcoG | Electrocorticography |
| fMRI | functional Magnetic Resonance Imaging |
| MEG | Magnetoencephalography |
| ERD | Event-Related Desynchronization |
| ERS | Event-Related Synchronization |
| SNR | Signal Noise Ratio |
| CSP | Common Spatial Pattern |
| LDA | Linear Discriminant Analysis |
| FBSCSP | Filter Bank Common Spatial Pattern |
| QDA | Quadratic Discriminant Analysis |
| LSVM | Linear Support Vector Machines |
| RBF-SVM | Support Vector Machines with Radial Basis Function kernel |
| SAE | Stacked Automatic Encoder |
| STFT | Short-Time Fourier Transform |
| LSTM | Long Short-Term Memory |
| ESI | EEG Source Imaging |
| CWT | Continuous Wavelet Transform |
| ELUs | Exponential Linear Units |
| ReLU | Rectified Linear Unit |