Browse State-of-the-Art › Within-Session ERP

Within-Session ERP

1 paper with code · 15 benchmarks · 15 datasets archive 2025-07-28

MOABB's Within-Session evaluation for the ERP paradigm.

Evaluation details: http://moabb.neurotechx.com/docs/generated/moabb.evaluations.WithinSessionEvaluation.html

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

15 leaderboard tables shown for this task, 15 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted. 10 shown of 15 until expanded.

Dataset	Best model (first row in archive order)	Paper	Code	Syntology	Compare
BNCI2014-008 MOABB (9 rows)	EEGITNet	The largest EEG-based BCI reproducibility study for open science:...	code	—	Compare
BNCI2014-009 MOABB (9 rows)	XDAWNCov + TS + SVM	The largest EEG-based BCI reproducibility study for open science:...	code	—	Compare
BNCI2015-003 MOABB (9 rows)	XDAWNCov + MDM	The largest EEG-based BCI reproducibility study for open science:...	code	—	Compare
BrainInvaders2012 MOABB (9 rows)	XDAWNCov + TS + SVM	The largest EEG-based BCI reproducibility study for open science:...	code	—	Compare
BrainInvaders2013a MOABB (9 rows)	XDAWNCov + TS + SVM	The largest EEG-based BCI reproducibility study for open science:...	code	—	Compare
BrainInvaders2014a MOABB (9 rows)	EEGITNet	The largest EEG-based BCI reproducibility study for open science:...	code	—	Compare
BrainInvaders2014b MOABB (9 rows)	XDAWNCov + TS + SVM	The largest EEG-based BCI reproducibility study for open science:...	code	—	Compare
BrainInvaders2015a MOABB (9 rows)	XDAWNCov + TS + SVM	The largest EEG-based BCI reproducibility study for open science:...	code	—	Compare
BrainInvaders2015b MOABB (9 rows)	XDAWNCov + TS + SVM	The largest EEG-based BCI reproducibility study for open science:...	code	—	Compare
Cattan2019-VR MOABB (9 rows)	XDAWNCov + TS + SVM	The largest EEG-based BCI reproducibility study for open science:...	code	—	Compare
EPFLP300 MOABB (9 rows)	EEGNeX	The largest EEG-based BCI reproducibility study for open science:...	code	—	Compare
Huebner2017 MOABB (9 rows)	XDAWNCov + TS + SVM	The largest EEG-based BCI reproducibility study for open science:...	code	—	Compare
Huebner2018 MOABB (9 rows)	XDAWNCov + TS + SVM	The largest EEG-based BCI reproducibility study for open science:...	code	—	Compare
Lee2019-ERP MOABB (9 rows)	XDAWNCov + TS + SVM	The largest EEG-based BCI reproducibility study for open science:...	code	—	Compare
Sosulski2019 MOABB (9 rows)	EEGITNet	The largest EEG-based BCI reproducibility study for open science:...	code	—	Compare

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

15 datasets whose archive record lists this task, ordered by the archive's paper count.

Lee2019-ERP MOABB BNCI2014-008 MOABB BNCI2014-009 MOABB BNCI2015-003 MOABB BrainInvaders2012 MOABB BrainInvaders2013a MOABB BrainInvaders2014a MOABB BrainInvaders2014b MOABB BrainInvaders2015a MOABB BrainInvaders2015b MOABB Cattan2019-VR MOABB EPFLP300 MOABB Huebner2017 MOABB Huebner2018 MOABB Sosulski2019 MOABB

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

ERP

Most implemented papers archive 2025-07-28

1 shown of 1 paper with code (1 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark

3 Apr 2024 1 repository listed

The significance of this study lies in its contribution to establishing a rigorous and transparent benchmark for BCI research, offering insights into optimal methodologies and highlighting the importance of…

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections