├── .gitignore ├── README.md ├── data ├── bci-iv-iia │ ├── README.md │ └── description.pdf ├── bci-iv-iib │ └── description.pdf └── physionet │ ├── README.md │ └── montage.png ├── datasets ├── __init__.py ├── bciiviia.py ├── datasets.py └── physionet.py ├── helpers ├── __init__.py └── file_system_helper.py ├── logger ├── __init__.py └── log_factory.py ├── main.py ├── models-weights ├── bci-iv-iia │ └── all-classes │ │ ├── test-subject-1.h5 │ │ ├── test-subject-2.h5 │ │ ├── test-subject-3.h5 │ │ ├── test-subject-4.h5 │ │ ├── test-subject-5.h5 │ │ ├── test-subject-6.h5 │ │ ├── test-subject-7.h5 │ │ ├── test-subject-8.h5 │ │ └── test-subject-9.h5 └── physionet │ ├── eyes-closed-left-fist-right-fist-both-feet │ ├── independent-10-cross-validation-fold-0.h5 │ ├── independent-10-cross-validation-fold-1.h5 │ ├── independent-10-cross-validation-fold-2.h5 │ ├── independent-10-cross-validation-fold-3.h5 │ ├── independent-10-cross-validation-fold-4.h5 │ ├── independent-10-cross-validation-fold-5.h5 │ ├── independent-10-cross-validation-fold-6.h5 │ ├── independent-10-cross-validation-fold-7.h5 │ ├── independent-10-cross-validation-fold-8.h5 │ └── independent-10-cross-validation-fold-9.h5 │ └── eyes-closed-left-fist-right-fist-both-fists-both-feet │ ├── independent-10-cross-validation-fold-0.h5 │ ├── independent-10-cross-validation-fold-1.h5 │ ├── independent-10-cross-validation-fold-2.h5 │ ├── independent-10-cross-validation-fold-3.h5 │ ├── independent-10-cross-validation-fold-4.h5 │ ├── independent-10-cross-validation-fold-5.h5 │ ├── independent-10-cross-validation-fold-6.h5 │ ├── independent-10-cross-validation-fold-7.h5 │ ├── independent-10-cross-validation-fold-8.h5 │ └── independent-10-cross-validation-fold-9.h5 ├── models ├── __init__.py ├── bciiviia │ ├── __init__.py │ └── cnn1d.py └── physionet │ ├── __init__.py │ └── cnn1d.py ├── preprocessing ├── LabelsCounts.py ├── __init__.py ├── bciiv │ ├── __init__.py │ └── generate_dataset.py ├── bciiviia │ ├── __init__.py │ └── generate_dataset.py ├── bciiviib │ ├── __init__.py │ └── generate_dataset.py └── physionet │ ├── EdfFile.py │ ├── __init__.py │ ├── compute_statistics.py │ ├── config.py │ ├── generate_dataset.py │ ├── generate_raw_csv_files.py │ ├── generate_shuffled_dataset.py │ └── preprocessing_utils.py ├── requirements.txt ├── results ├── bci-iv-iia │ └── confusion-matrix-all-classes.png ├── bci-iv-iib │ └── results-by-sessions.png └── physionet │ ├── confusion-matrix-eyes-closed-left-fist-right-fist-both-feet.png │ ├── confusion-matrix-eyes-closed-left-fist-right-fist-both-fists-both-feet.png │ ├── results-cnn2d-window-selection.png │ ├── results-conv1d-kernel-size-selection.png │ ├── results-conv1d-maxnorm-hyperparameter-selection.png │ ├── results-conv1d-regularization-decision.png │ ├── results-conv2d-kernel-size-selection.png │ └── results-crnn-window-selection.png ├── to-do.txt └── visualization ├── __init__.py ├── bciiviia ├── 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