Examples Gallery¶
Covariance estimation¶
Examples for covariance matrix estimation.
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
Classification of motor imagery¶
Using Riemannian geometry for classifying motor imagery.
Frequency band selection on the manifold for motor imagery classification
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 fNIRS¶
Using Riemannian geometry for classifying functional near-infrared spectroscopy (fNIRS) signals.
Classify fNIRS data with block diagonal matrices for HbO and HbR
Segmentation of radar images¶
Using Riemannian geometry for segmentation of radar images.
Segmentation of hyperspectral image with Riemannian geometry
Segmentation of SAR image with Riemannian geometry
Transfer learning¶
Using Riemannian geometry for transfer learning and domain adaptation.
Data transformations in the Riemannian Procrustes Analysis
Permutation test¶
Permutation test with pyRiemann.
