Applied Examples

Examples demonstrating analysis of EEG, fMRI and how to use each model in spd_learn.

Manifold Attention with MAtt

Manifold Attention with MAtt

Testing Robustness of SPD Models with Riemannian PGD Attack

Testing Robustness of SPD Models with Riemannian PGD Attack

Classifying fMRI data with SPDNet

Classifying fMRI data with SPDNet

EEG Classification with EEGSPDNet

EEG Classification with EEGSPDNet

Learnable Wavelets with GREEN for EEG Classification

Learnable Wavelets with GREEN for EEG Classification

Phase-Space Embedding with PhaseSPDNet

Phase-Space Embedding with PhaseSPDNet

Filter Bank Motor Imagery with TensorCSPNet

Filter Bank Motor Imagery with TensorCSPNet

Parallel Transport on SPD Manifolds

Parallel Transport on SPD Manifolds

SPDIM: Source-Free Domain Adaptation on SPD Manifolds

SPDIM: Source-Free Domain Adaptation on SPD Manifolds

Radar Image Classification with SPD Learn

Radar Image Classification with SPD Learn

Cross-Session Transfer with TSMNet

Cross-Session Transfer with TSMNet

Reproducing LieBN Paper Results (Table 4)

Reproducing LieBN Paper Results (Table 4)

Benchmarking SPD Learn Models with MOABB and Hydra

Benchmarking SPD Learn Models with MOABB and Hydra