Data sets

All data sets in this database are open access. This means that you can freely download and use the data according to their licenses. Additionally, if there is an associated publication, please make sure to cite it.

1. Four class motor imagery (001-2014)

This four class motor imagery data set was originally released as data set 2a of the BCI Competition IV.

Participants
9
Signals
22 EEG, 3 EOG
Data
A01T, A01E, A02T, A02E, A03T, A03E, A04T, A04E, A05T, A05E, A06T, A06E, A07T, A07E, A08T, A08E, A09T, A09E
License
Creative Commons Attribution No Derivatives license (CC BY-ND 4.0)
Licensor
Institute for Knowledge Discovery, Graz University of Technology
Description
PDF (will be updated and extended soon)
Publication
DOI
Contact
This email address is being protected from spambots. You need JavaScript enabled to view it.

2. Two class motor imagery (002-2014)

Participants
14
Signals
15 EEG
Data
S01T, S01E, S02T, S02E, S03T, S03E, S04T, S04E, S05T, S05E, S06T, S06E, S07T, S07E, S08T, S08E, S09T, S09E, S10T, S10E, S11T, S11E, S12T, S12E, S13T, S13E, S14T, S14E
License
Creative Commons Attribution No Derivatives license (CC BY-ND 4.0)
Licensor
Institute for Knowledge Discovery, Graz University of Technology
Description
PDF (will be updated and extended soon)
Publication
Link
Contact
This email address is being protected from spambots. You need JavaScript enabled to view it.

3. Mental arithmetic (003-2014)

Participants
8
Signals
52 fNIRS
Data
S01, S02, S03, S04, S05, S06, S07, S08
License
Creative Commons Attribution No Derivatives license (CC BY-ND 4.0)
Licensor
Institute for Knowledge Discovery, Graz University of Technology
Description
PDF
Publication
DOI
Contact
This email address is being protected from spambots. You need JavaScript enabled to view it.

4. Two class motor imagery (004-2014)

This two class motor imagery data set was originally released as data set 2b of the BCI Competition IV.

Participants
9
Signals
3 EEG, 3 EOG
Data
B01T, B01E, B02T, B02E, B03T, B03E, B04T, B04E, B05T, B05E, B06T, B06E, B07T, B07E, B08T, B08E, B09T, B09E
License
Creative Commons Attribution No Derivatives license (CC BY-ND 4.0)
Licensor
Institute for Knowledge Discovery, Graz University of Technology
Description
PDF (will be updated and extended soon)
Publication
DOI
Contact
This email address is being protected from spambots. You need JavaScript enabled to view it.

5. Auditory oddball during hypnosis (005-2014)

Participants
2
Signals
27 EEG, 4 EOG
Data
S01, S02
License
Creative Commons Attribution Non-Commercial No Derivatives license (CC BY-NC-ND 4.0)
Licensor
Prof. Dr. Andrea Kübler, Department of Psychology I, Institute for Psychology, University of Würzburg
Description
PDF
Contact
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6. SCP training in stroke (006-2014)

Participants
2
Signals
1 EEG, 1 EOG
Data
S01, S02
License
Creative Commons Attribution Non-Commercial No Derivatives license (CC BY-NC-ND 4.0)
Licensor
Prof. Dr. Andrea Kübler, Department of Psychology I, Institute for Psychology, University of Würzburg
Description
PDF
Contact
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7. Two-finger gameplay with deliberately failing controller (007-2014)

Participants
10
Signals
32 EEG, 4 EOG, 4 EMG, temperature, GSR, respiration
Data
S00, S01, S02, S04, S05, S06, S07, S09, S10, S11
License
Creative Commons Attribution Non-Commercial No Derivatives license (CC BY-NC-ND 4.0)
Licensor
Human Media Interaction, University of Twente
Description
PDF
Publication
DOI
Contact
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8. P300 speller with ALS patients (008-2014)

Participants
8
Signals
8 EEG
Data
A01, A02, A03, A04, A05, A06, A07, A08
License
Creative Commons Attribution Non-Commercial No Derivatives license (CC BY-NC-ND 4.0)
Licensor
Neuroelectrical Imaging and BCI Laboratory, IRCCS Fondazione Santa Lucia, Rome, Italy
Description
PDF
Publication
DOI
Contact
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9. Covert and overt ERP-based BCI (009-2014)

Participants
10
Signals
16 EEG
Data
A01S, A01G, A02S, A02G, A03S, A03G, A04S, A04G, A05S, A05G, A06S, A06G, A07S, A07G, A08S, A08G, A09S, A09G, A10S, A10G
License
Creative Commons Attribution Non-Commercial No Derivatives license (CC BY-NC-ND 4.0)
Licensor
Neuroelectrical Imaging and BCI Laboratory, IRCCS Fondazione Santa Lucia, Rome, Italy
Description
PDF
Publication
DOI, DOI
Contact
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10. Autocalibration and recurrent adaptation (001-2015)

Participants
12
Signals
13 EEG
Data
S01A, S01B, S02A, S02B, S03A, S03B, S04A, S04B, S05A, S05B, S06A, S06B, S07A, S07B, S08A, S08B, S08C, S09A, S09B, S09C, S10A, S10B, S10C, S11A, S11B, S11C, S12A, S12B
License
Creative Commons Attribution Non-Commercial No Derivatives license (CC BY-NC-ND 4.0)
Licensor
Institute for Knowledge DiscoveryGraz University of Technology
Description
PDF
Publication
DOI
Contact
This email address is being protected from spambots. You need JavaScript enabled to view it.

11. Neuroprosthetic control of an EEG/EOG BNCI (002-2015)

Participants
1
Signals
5 EEG, 1 EOG
Data
S01
License
Creative Commons Attribution Non-Commercial No Derivatives license (CC BY-NC-ND 4.0)
Licensor
Applied Neurotechnology Lab, Institute of Medical Psychology and Behavioral Neurobiology and Department of Psychiatry and Psychotherapy, University Hospital of Tübingen, Germany
Description
PDF
Publication
DOI, DOI
Contact
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12. Visual P300 speller (003-2015)

Participants
10
Signals
8 EEG
Data
s1, s2, s3, s4, s5, s6, s7, s8, s9, s10
License
Creative Commons Attribution Non-Commercial No Derivatives license (CC BY-NC-ND 4.0)
Licensor
g.tec medical engineering
Description
PDF
Publication
DOI
Contact
This email address is being protected from spambots. You need JavaScript enabled to view it.

13. Individual imagery (004-2015)

Participants
9
Signals
30 EEG
Data
A, C, D, E, F, G, H, J, L
License
Creative Commons Attribution Non-Commercial No Derivatives license (CC BY-NC-ND 4.0)
Licensor
Institute for Knowledge DiscoveryGraz University of Technology
Description
PDF
Publication
Coming soon
Contact
This email address is being protected from spambots. You need JavaScript enabled to view it.

14. Covert shifts of attention (005-2015)

Participants
8
Signals
60 EEG, 2 EOG
Data
VPiac, VPiae, VPnh, VPmk, VPgao, VPiah, VPiaa, VPiai
License
Creative Commons Attribution Non-Commercial No Derivatives license (CC BY-NC-ND 4.0)
Licensor
Neurotechnology Group, Technische Universität Berlin, Germany
Description
PDF
Publication
DOI
Contact
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15. Music BCI (006-2015)

Participants
11
Signals
64 EEG
Data
VPaak, VPaan, VPgcc, VPaap, VPaaq, VPjaq, VPaar, VPjat, VPgeo, VPaas, VPaatmusic-samples
License
Creative Commons Attribution Non-Commercial No Derivatives license (CC BY-NC-ND 4.0)
Licensor
Neurotechnology Group, Technische Universität Berlin, Germany
Description
PDF
Publication
DOI
Contact
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16. Motion VEP Speller (007-2015)

Participants
16
Signals
63 EEG
Data
VPfat, VPgdf, VPgdg,VPiac,VPiba,VPibe,VPibq,VPibs,VPibt,VPibu,VPibv,VPibw,VPibx,VPiby,VPice,VPicv
License
Creative Commons Attribution Non-Commercial No Derivatives license (CC BY-NC-ND 4.0)
Licensor
Neurotechnology Group, Technische Universität Berlin, Germany
Description
Coming soon
Publication
DOI
Contact
This email address is being protected from spambots. You need JavaScript enabled to view it.

17. Center Speller (008-2015)

Participants
13
Signals
63 EEG
Data
VPiac, VPiba, VPibb, VPibc, VPibd, VPibe, VPibf, VPibg, VPibh, VPibi, VPibj, VPica, VPsaf
License
Creative Commons Attribution Non-Commercial No Derivatives license (CC BY-NC-ND 4.0)
Licensor
Neurotechnology Group, Technische Universität Berlin, Germany
Description
PDF
Publication
DOI
Contact
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18. AMUSE - an auditory speller based on spatial hearing (009-2015)

Participants
21
Signals
60 EEG, 2 EOG
Data
VPfce, VPkw, VPfaz, VPfcj, VPfcg, VPfar, VPfaw, VPfax, VPfcc, VPfcm, VPfas, VPfch, VPfcd, VPfca, VPfcb, VPfau, VPfci, VPfav, VPfat, VPfcl, VPfck
License
Creative Commons Attribution Non-Commercial No Derivatives license (CC BY-NC-ND 4.0)
Licensor
Neurotechnology Group, Technische Universität Berlin, Germany
Description
Coming soon
Publication
DOI
Contact
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19. RSVP speller (010-2015)

Participants
12
Signals
63 EEG
Data
VPfat, VPgcb, VPgcc, VPgcd, VPgce, VPgcf, VPgcg, VPgch, VPiay, VPicn, VPicr, VPpia
License
Creative Commons Attribution Non-Commercial No Derivatives license (CC BY-NC-ND 4.0)
Licensor
Neurotechnology Group, Technische Universität Berlin, Germany
Description
Coming soon
Publication
DOI
Contact
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20. ECoG-based BCI based on cognitive control (011-2015)

Participants
1
Signals
112 subdural ECoG
Data
1, 2
License
Creative Commons Attribution No Derivatives license (CC BY-ND 4.0)
Licensor
Brain Center Rudolf Magnus, UMC Utrecht, Netherlands
Description
PDF
Publication
DOI
Contact
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21. PASS2D - auditory ERP Speller (012-2015)

Participants
12
Signals
63 EEG
Data
VPnv, VPnw, VPnx, VPny, VPnz, VPmg, VPoa, VPob, VPoc, VPod, VPja, VPoe
License
Creative Commons Attribution Non-Commercial No Derivatives license (CC BY-NC-ND 4.0)
Licensor
Neurotechnology Group, Technische Universität Berlin, Germany
Description
Coming soon
Publication
DOI
Contact
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22. Monitoring error-related potentials (013-2015)

Participants
6
Signals
64 EEG
Data
S01-1, S01-2, S02-1, S02-2, S03-1, S03-2, S04-1, S04-2, S05-1, S05-2, S06-1, S06-2
License
Creative Commons Attribution Non-Commercial No Derivatives license (CC BY-NC-ND 4.0)
Licensor
Chair on Brain-Machine Interface (CNBI), Ecole Polytechnique Fédérale de Lausanne, Lausanne, Switzerland
Description
PDF
Publication
DOI
Contact
This email address is being protected from spambots. You need JavaScript enabled to view it.

23. ECoG-based 1-class motor imagery BCI (001-2016)

Participants
10
Signals
64-106 subdural ECoG
Data
S01, S02, S03, S04, S05, S06, S07, S08S09S10
License
Creative Commons Attribution No Derivatives license (CC BY-ND 4.0)
Licensor
Jeffrey Ojemann, Department of Neurological Surgery, University of Washington, Seattle, WA, USA
Description
PDF
Publication
DOI
Contact
This email address is being protected from spambots. You need JavaScript enabled to view it.This email address is being protected from spambots. You need JavaScript enabled to view it.

24. Emergency braking during simulated driving (002-2016)

Participants
18
Signals
59 EEG, 2 EOG, 1 EMG, 7 others
Data
VPae, VPbba, VPgab, VPgag, VPgam, VPja, VPbad, VPdx, VPgac, VPgah, VPih, VPsaj, VPbax, VPgaa, VPgae, VPgal, VPii, VPsal
License
Creative Commons Attribution Non-Commercial No Derivatives license (CC BY-NC-ND 4.0)
Licensor
Neurotechnology Group, Technische Universität Berlin, Germany
Description
TXT
Publication
DOI
Contact
This email address is being protected from spambots. You need JavaScript enabled to view it.

25. Upper limb movement decoding from EEG (001-2017)

Participants
15
Signals
61 EEG, 3 EOG, movement data
Data
S01_ME, S01_MIS02_ME, S02_MIS03_ME, S03_MIS04_ME, S04_MIS05_ME, S05_MIS06_ME, S06_MIS07_ME, S07_MIS08_ME, S08_MIS09_ME, S09_MIS10_ME, S10_MIS11_ME, S11_MIS12_ME, S12_MI, S13_ME, S13_MI, S14_ME, S14_MI, S15_ME, S15_MI
License
Creative Commons Attribution license (CC BY 4.0)
Licensor
Institute of Neural Engineering, Graz University of Technology
Description
PDF
Publication
DOI
Contact
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External links