mne_icalabel.label_components

mne_icalabel.label_components(inst, ica, method)

Automatically label the ICA components with the selected method.

Parameters:

instRaw | Epochs

The data instance used to fit the ICA instance.

icaICA

The fitted ICA instance.

methodstr

The proposed method for labeling components. Must be one of: 'iclabel'.

Returns:

component_dictdict

A dictionary with the following output: - ‘y_pred_proba’ : np.ndarray of shape (n_components,) Estimated corresponding predicted probability of the output class for each independent component. - ‘labels’: list of shape (n_components,) The corresponding string label of each class in ‘y_pred’.

Notes

For ICLabel model, the output classes are ordered: - ‘brain’ - ‘muscle artifact’ - ‘eye blink’ - ‘heart beat’ - ‘line noise’ - ‘channel noise’ - ‘other’

Examples using mne_icalabel.label_components

Repairing artifacts with ICA automatically using ICLabel Model

Repairing artifacts with ICA automatically using ICLabel Model