Benchmarking and Pipeline Evaluation#

Examples focusing on running benchmarks and comparing multiple models or configurations, following MOABB’s evaluation methodology. These scripts reflect EEG decoding best practices by evaluating algorithms under consistent conditions and tracking performance (and even resource usage).

Benchmarking with MOABB showing the CO2 footprint

Benchmarking with MOABB showing the CO2 footprint

Benchmarking with MOABB

Benchmarking with MOABB

Benchmarking with MOABB with Grid Search

Benchmarking with MOABB with Grid Search

Cross-subject transfer with Riemannian alignment

Cross-subject transfer with Riemannian alignment

Trialwise cross-subject subject-prototype classification

Trialwise cross-subject subject-prototype classification

Tutorial: Within-Session Splitting on Real MI Dataset

Tutorial: Within-Session Splitting on Real MI Dataset