BCI Report Research previewP300 on a PC screen and in a VR headset
Visual P300 BCI EEG from 21 participants who used a P300-based BCI both on a personal computer and in a passive, smartphone-based virtual-reality headset, recorded with 16 electrodes at GIPSA-lab (Grenoble) in 2018 by Cattan, Andreev, Rodrigues and Congedo. Released on Zenodo (CC BY 4.0, 2019) and documented in arXiv:1903.11297; dataset ID VR.EEG.2018-GIPSA.
Also known as Dataset of an EEG-based BCI experiment in Virtual Reality and on a Personal Computer · VR.EEG.2018-GIPSA · Cattan2019_VR · Zenodo 2605205 · arXiv:1903.11297
Description sources zenodo.org · arxiv.org · hal.science · moabb.neurotechx.com
Every figure below is copied from a reviewed download, not recomputed for this page. Read each group with its protocol on the linked page.
| Method | Condition | Metric | Value | People |
|---|---|---|---|---|
| Mean-window logistic regression | PC ⇄ VR, onset-corrected timing | Balanced accuracy | 66.0%61.6%–70.2% | 21 |
| Mean-window logistic regression | PC ⇄ VR, onset-corrected timing | AUROC | 0.7320.671–0.785 | 21 |
| Spatiotemporal shrinkage LDA | PC ⇄ VR, onset-corrected timing | Balanced accuracy | 63.6%59.6%–67.7% | 21 |
| Spatiotemporal shrinkage LDA | PC ⇄ VR, onset-corrected timing | AUROC | 0.7130.652–0.771 | 21 |
| Mean-window logistic regression | PC ⇄ VR, recorded-tag timing (sensitivity) | Balanced accuracy | 63.8%61.0%–66.5% | 21 |
| Mean-window logistic regression | PC ⇄ VR, recorded-tag timing (sensitivity) | AUROC | 0.7190.682–0.755 | 21 |
| Spatiotemporal shrinkage LDA | PC ⇄ VR, recorded-tag timing (sensitivity) | Balanced accuracy | 57.2%55.1%–59.4% | 21 |
| Spatiotemporal shrinkage LDA | PC ⇄ VR, recorded-tag timing (sensitivity) | AUROC | 0.6410.596–0.682 | 21 |
Credit Grégoire Cattan, Anton Andreev, Pedro L. C. Rodrigues and Marco Congedo · Dataset of an EEG-based BCI experiment in Virtual Reality and on a Personal Computer, Zenodo, doi:10.5281/zenodo.2605205; documentation arXiv:1903.11297.
CC-BY-4.0 ↗ · Dataset record ↗
BCI Report does not redistribute any recording. These are aggregate measurements computed by BCI Report under the licence above; the data belong to the people credited.