EEG/EMG Foundation Challenge 2026¶
Starter kit for the proposed 2026 EEG/EMG Foundation Challenge.
Each page below walks through one competition track and shows how to reproduce its NeuralBench baseline. Start with the overview, then jump to the track(s) you plan to submit to.
Note
These pages assume neuralbench is already installed and
configured. See Installation and the
quickstart
if you have not run a task yet.
Track 1 – EEG-to-Image (cross-stimulus retrieval)
Track 1 -- EEG-to-Image (cross-stimulus retrieval)
Track 2 – EEG-to-BCI (cross-session command decoding)
Track 2 -- EEG-to-BCI (cross-session command decoding)
Track 3 – Sleep onset (cross-subject latency prediction)
Track 3 -- Sleep onset (cross-subject latency prediction)
Track 4 – EMG-to-Text (cross-subject keystroke decoding)
Track 4 -- EMG-to-Text (cross-subject keystroke decoding)
Track 5 – Foundation Transfer (one EEG encoder, three tasks)
Track 5 -- Foundation Transfer (one EEG encoder, three tasks)