Examples Gallery¶
Classification of ERP¶
Using Riemannian geometry for classifying event-related potentials (ERP).
Classification of SSVEP¶
Using Riemannian geometry for classifying steady-state visually evoked potentials (SSVEP).
Visualization of SSVEP-based BCI Classification in Tangent Space
Artifact management¶
Using Riemannian geometry to detect, reject or correct artifacts.
Artifact Correction by AJDC-based Blind Source Separation
Online Artifact Detection with Riemannian Potato Field
Classification of motor imagery¶
Using Riemannian geometry for classifying motor imagery.
Frequency band selection on the manifold for motor imagery classification
Covariance estimation¶
Examples for covariance matrix estimation.
Compare covariance and kernel estimators with different time windows
Simulated data¶
Examples using datasets sampled from known probability distributions.
Sample from the Riemannian Gaussian distribution in the SPD manifold
Classification accuracy vs class distinctiveness vs class separability
Permutation test¶
Permutation test with pyRiemann.
Transfer learning¶
Using Riemannian geometry for transfer learning and domain adaptation.
Plot the data transformations in the Riemannian Procrustes Analysis
