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SPD Learn

  • Installation
  • User Guide
  • Theory
  • API
  • Examples
  • FAQ
  • Contributing
  • GitHub
  • PyPI
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  • Installation
  • User Guide
  • Theory
  • API
  • Examples
  • FAQ
  • Contributing
  • GitHub
  • PyPI
Translate

Section Navigation

  • Tutorials
    • Batch Normalization on SPD Manifolds
    • End-to-End EEG Classification Tutorial
    • Understanding Symmetric Positive Definite (SPD) Matrices
    • Building Blocks of SPD Neural Networks
    • Numerical Precision and Stability for SPD Networks
  • How-to Guides
    • How to Add Batch Normalization to an SPDNet
    • How to Choose a Metric for Batch Normalization
  • SPD Layer Visualizations
    • LogEig: Linearization and the Swelling Effect
    • BiMap Layer Animation
    • ReEig Layer Animation
    • SPD Batch Normalization Animation
    • CovLayer Animation
  • Applied Examples
    • Manifold Attention with MAtt
    • Testing Robustness of SPD Models with Riemannian PGD Attack
    • Classifying fMRI data with SPDNet
    • EEG Classification with EEGSPDNet
    • Learnable Wavelets with GREEN for EEG Classification
    • Phase-Space Embedding with PhaseSPDNet
    • Filter Bank Motor Imagery with TensorCSPNet
    • Parallel Transport on SPD Manifolds
    • SPDIM: Source-Free Domain Adaptation on SPD Manifolds
    • Radar Image Classification with SPD Learn
    • Cross-Session Transfer with TSMNet
    • Reproducing LieBN Paper Results (Table 4)
    • Benchmarking SPD Learn Models with MOABB and Hydra
  • Applied Examples
  • How-to Guides

How-to Guides#

Task-oriented guides for solving specific problems with SPD Learn. Each guide addresses one focused question and assumes you already understand the basics (see Tutorials if you’re just getting started).

How to Add Batch Normalization to an SPDNet

How to Add Batch Normalization to an SPDNet

How to Choose a Metric for Batch Normalization

How to Choose a Metric for Batch Normalization

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Numerical Precision and Stability for SPD Networks

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How to Add Batch Normalization to an SPDNet

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