{"url":"/dataset/bnci2014-001-moabb-1","name":"BNCI2014-001 MOABB","full_name":"BNCI 2014-001 Motor Imagery dataset.","description_markdown":"","description_withheld":null,"homepage":"http://moabb.neurotechx.com/docs/generated/moabb.datasets.BNCI2014_001.html","introduced_date":null,"introduced_date_note":null,"introduced_by":null,"license":null,"modalities":[],"tasks":[{"name":"Within-Session Motor Imagery (left hand vs. right hand)","url":"/task/within-session-motor-imagery-left-hand-vs","datasets_with_task":"/datasets/task/within-session-motor-imagery-left-hand-vs"},{"name":"Within-Session Motor Imagery (right hand vs. feet)","url":"/task/within-session-motor-imagery-right-hand-vs","datasets_with_task":"/datasets/task/within-session-motor-imagery-right-hand-vs"},{"name":"Within-Session Motor Imagery (all classes)","url":"/task/within-session-motor-imagery-all-classes","datasets_with_task":"/datasets/task/within-session-motor-imagery-all-classes"}],"languages":[],"variants":[],"data_loaders":[],"num_papers_in_archive":3,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/within-session-motor-imagery-left-hand-vs","task":"Within-Session Motor Imagery (left hand vs. right hand)","dataset_variant":"BNCI2014-001 MOABB","rows":19,"metrics":["AUC-ROC","training time (s)","CO2 Emission (g)"],"first_row_in_archive_order":{"model":"ACM + TS + SVM","paper":"/paper/the-largest-eeg-based-bci-reproducibility-1","metrics":{"AUC-ROC":"91.87717316666667","CO2 Emission (g)":"0.8832741538888889","training time (s)":"37.19322716666667"},"code_links":[{"title":"NeuroTechX/moabb","url":"https://github.com/NeuroTechX/moabb"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/within-session-motor-imagery-all-classes-on-2","task":"Within-Session Motor Imagery (all classes)","dataset_variant":"BNCI2014-001 MOABB","rows":16,"metrics":["Accuracy","training time (s)","CO2 Emission (g)"],"first_row_in_archive_order":{"model":"ACM + TS + SVM","paper":"/paper/the-largest-eeg-based-bci-reproducibility-1","metrics":{"Accuracy":"77.88163016666667","CO2 Emission (g)":"1.7743017888888888","training time (s)":"73.50212961111112"},"code_links":[{"title":"NeuroTechX/moabb","url":"https://github.com/NeuroTechX/moabb"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/within-session-motor-imagery-right-hand-vs-1","task":"Within-Session Motor Imagery (right hand vs. feet)","dataset_variant":"BNCI2014-001 MOABB","rows":16,"metrics":["AUC-ROC","training time (s)","CO2 Emission (g)"],"first_row_in_archive_order":{"model":"ACM + TS + SVM","paper":"/paper/the-largest-eeg-based-bci-reproducibility-1","metrics":{"AUC-ROC":"97.25585694444443","CO2 Emission (g)":"0.8372758266666667","training time (s)":"33.48545766666667"},"code_links":[{"title":"NeuroTechX/moabb","url":"https://github.com/NeuroTechX/moabb"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/the-largest-eeg-based-bci-reproducibility-1","title":"The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark","date":"2024-04-03","rows_on_this_dataset":51,"code_links":1,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}