A New Generation of Brain-Computer Interface Based on Riemannian Geometry

Understand

Based on the cumulated experience over the past 25 years in the field of Brain-Computer Interface (BCI) we can now envision a new generation of BCI.

• Such BCIs will not require training; instead they will be smartly initialized using remote massive databases and will adapt to the user fast and effectively in the first minute of use.
• They will be reliable, robust and will maintain good performances within and across sessions.
• A general classification framework based on recent advances in Riemannian geometry and possessing these characteristics is presented.