Welcome to the documentation of BenchNIRS!
Benchmarking framework for machine learning with fNIRS
loading of open access datasets
signal processing and feature extraction on fNIRS data
training, optimisation and evaluation of machine learning models (including deep learning)
production of training graphs, metrics and other useful figures for evaluation
benchmarking and comparison of machine learning models
Below is a proposed checklist of recommendations towards best practice for machine learning classification with fNIRS (for brain-computer interface applications).
If you are using BenchNIRS, please cite this article.