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
- 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
- Contact
- This email address is being protected from spambots. You need JavaScript enabled to view it.
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
- Contact
- This email address is being protected from spambots. You need JavaScript enabled to view it.
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
- Publication
- DOI
- Contact
- This email address is being protected from spambots. You need JavaScript enabled to view it.
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
- Publication
- DOI
- Contact
- This email address is being protected from spambots. You need JavaScript enabled to view it.
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
- Publication
- DOI, DOI
- Contact
- This email address is being protected from spambots. You need JavaScript enabled to view it.
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 Discovery, Graz University of Technology
- Description
- 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
- Publication
- DOI, DOI
- Contact
- This email address is being protected from spambots. You need JavaScript enabled to view it.
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
- 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 Discovery, Graz University of Technology
- Description
- 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
- 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.
15. Music BCI (006-2015)
- Participants
- 11
- Signals
- 64 EEG
- Data
- VPaak, VPaan, VPgcc, VPaap, VPaaq, VPjaq, VPaar, VPjat, VPgeo, VPaas, VPaat, music-samples
- License
- Creative Commons Attribution Non-Commercial No Derivatives license (CC BY-NC-ND 4.0)
- Licensor
- Neurotechnology Group, Technische Universität Berlin, Germany
- Description
- 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.
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
- 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.
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
- 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.
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
- 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.
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
- 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.
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
- 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.
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
- 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, S08, S09, S10
- 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
- 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_MI, S02_ME, S02_MI, S03_ME, S03_MI, S04_ME, S04_MI, S05_ME, S05_MI, S06_ME, S06_MI, S07_ME, S07_MI, S08_ME, S08_MI, S09_ME, S09_MI, S10_ME, S10_MI, S11_ME, S11_MI, S12_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
- 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.
26. Attempted arm and hand movements in persons with spinal cord injury (001-2019)
- Participants
- 10
- Signals
- 61 EEG, 3 EOG, movement data
- Data
- P01, P02, P03, P04, P05, P06, P07, P08, P09, P09 online session 1 train, P09 online session 1 test, P09 online session 2 train, P09 online session 2 test, P10
- License
- Creative Commons Attribution license (CC BY 4.0)
- Licensor
- Institute of Neural Engineering, Graz University of Technology
- Description
- 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.
27. Reach and Grasp movement decoding from EEG with gel, water and dry electrodes (001-2020)
- Participants
- 15 each recording
- Signals
- 32 EEG, 6 EOG, movement data
- Data
- G01, G02, G03, G04, G05, G06, G07, G08, G09, G10, G11, G12, G13, G14, G15, V01, V02, V03, V04, V05, V06, V07, V08, V09, V10, V11, V12, V13, V14, V15, H01, H02, H03, H04, H05, H06, H07, H08, H09, H10, H11, H12, H13, H14, H15
- License
- Creative Commons Attribution license (CC BY 4.0)
- Licensor
- Institute of Neural Engineering, Graz University of Technology / BitBrain, Spain
- Description
- 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.
28. Spatial attention shifts to colored items - an EEG-based BCI (002-2020)
- Participants
- 18
- Signals
- 29 EEG, 2 EOG
- Data
- P01, P02, P03, P04, P05, P06, P07, P08, P09, P10, P11, P12, P13, P14, P15, P16, P17, P18
- License
- Creative Commons Attribution license (CC BY 4.0)
- Licensor
- Department of Behavioral Neurology, Leibniz Institute for Neurobiology, Magdeburg, Germany
- Description
- Publication
- DOI
- Contact
- This email address is being protected from spambots. You need JavaScript enabled to view it.
29. EEG Correlates of Difficulty Level (001-2022)
- Participants
- 13
- Signals
- EEG, EOG
- Data
- P01b, P01w, P02b, P02w, P03b, P03w, P04b, P04w, P05b, P05w, P06b, P06w, P07b, P07w, P08b, P08w, P09b, P09w, P10b, P10w, P11b, P11w, P12b, P12w, P13b, P13w
- License
- Creative Commons Attribution license (CC BY 4.0)
- Licensor
- Defitech Chair in Brain-Machine Interface (CNBI), Ecole Polytechnique Fédérale de Lausanne, 1202 Geneva, Switzerland,
- Description
- 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., This email address is being protected from spambots. You need JavaScript enabled to view it.
External links
- BCI Competition II (4 data sets, https://www.bbci.de/competition/ii/)
- BCI Competition III (5 data sets, https://www.bbci.de/competition/iii/)
- BCI Competition IV (4 data sets, https://www.bbci.de/competition/iv/)
- BCI2000 EEG motor movement/imagery (http://physionet.org/pn4/eegmmidb/)
- List of various publicly available data sets (http://sccn.ucsd.edu/~arno/fam2data/publicly_available_EEG_data.html)