| --- |
| pretty_name: REVE Pretrain (Open Subset) |
| tags: |
| - eeg |
| - biosignals |
| - foundation-model |
| - neuroscience |
| - brain-computer-interface |
| task_categories: |
| - fill-mask |
| - feature-extraction |
| - time-series-forecasting |
| --- |
| |
| # REVE Pretraining Dataset: Open Subset |
|
|
| This repository contains the open-access subset of the data used to train **REVE** (Representation Learning for EEG). While the full pretraining corpus spans a wider array of private or restricted sources, this subset includes all recordings released under permissive licenses that allow for redistribution and open research. |
|
|
| ## Dataset Details |
|
|
| ### Description |
| This subset represents approximately **4.4TB** of raw and preprocessed EEG data—roughly half of the total REVE pretraining volume. It is designed to facilitate the development of large-scale foundation models for electroencephalography. |
|
|
| * **Total Size:** ~4.4 TB |
| * **Format:** Large-scale NumPy binaries (`.npy`) |
| * **Loading Method:** Optimized for `memory-mapping` (memmap) to allow efficient access without loading the entire multi-terabyte corpus into RAM. |
|
|
| ### Intended Use |
| * **Pretraining:** Self-supervised learning (e.g., masked autoencoders, contrastive learning). |
| * **Benchmarking:** Evaluating the transferability of EEG foundation models. |
| * **Scaling Laws:** Researching how data volume impacts neural signal decoding. |
|
|
| --- |
|
|
| ## Dataset Sources |
|
|
| This collection aggregates several major open-source EEG repositories. **If you use this dataset, please cite the original sources listed below as well as the REVE paper.** |
|
|
| ### Citation & BibTeX |
|
|
| > [!IMPORTANT] |
| > A full BibTeX list of all primary data sources is provided below. Ensuring these authors receive credit is vital for the sustainability of open neuroscience. |
|
|
| ```bibtex |
| |
| @inproceedings{ |
| ouahidi2025reve, |
| title={{REVE}: A Foundation Model for {EEG} - Adapting to Any Setup with Large-Scale Pretraining on 25,000 Subjects}, |
| author={Yassine El Ouahidi and Jonathan Lys and Philipp Th{\"o}lke and Nicolas Farrugia and Bastien Pasdeloup and Vincent Gripon and Karim Jerbi and Giulia Lioi}, |
| booktitle={The Thirty-ninth Annual Conference on Neural Information Processing Systems}, |
| year={2025}, |
| url={https://openreview.net/forum?id=ZeFMtRBy4Z} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds004706.v1.0.0, |
| doi = {10.18112/OPENNEURO.DS004706.V1.0.0}, |
| url = {https://openneuro.org/datasets/ds004706/versions/1.0.0}, |
| author = {Rudoler, Joseph H. and Dougherty, Matthew R. and Katerman, Brandon S. and Bruska, James P. and {Woohyeuk Chang} and Halpern, David J. and Diamond, Nicholas B. and Kahana, Michael J.}, |
| title = {Spatial memory and non-invasive closed-loop stimulus timing}, |
| publisher = {Openneuro}, |
| year = {2023} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds004582.v1.0.0, |
| doi = {10.18112/OPENNEURO.DS004582.V1.0.0}, |
| url = {https://openneuro.org/datasets/ds004582/versions/1.0.0}, |
| author = {Makowski, Dominique and Te, An-Shu and Kirk, Stephanie and Ngoi, Zi Liang}, |
| title = {FakeFaceEmo_data}, |
| publisher = {Openneuro}, |
| year = {2023} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds004356.v2.2.1, |
| doi = {10.18112/OPENNEURO.DS004356.V2.2.1}, |
| url = {https://openneuro.org/datasets/ds004356/versions/2.2.1}, |
| author = {Shan, Tong and Cappelloni, Madeline S. and Maddox, Ross K.}, |
| title = {Music and Speech Elicit Similar Subcortical Responses in Human Listeners}, |
| publisher = {Openneuro}, |
| year = {2024} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds004817.v1.0.1, |
| doi = {10.18112/OPENNEURO.DS004817.V1.0.1}, |
| url = {https://openneuro.org/datasets/ds004817/versions/1.0.1}, |
| author = {Grootswagers, Tijl and Robinson, Amanda and Shatek, Sofia and Carlson, Thomas}, |
| title = {EEG-attention-rsvp-exp2}, |
| publisher = {Openneuro}, |
| year = {2023} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds005189.v1.0.1, |
| doi = {10.18112/OPENNEURO.DS005189.V1.0.1}, |
| url = {https://openneuro.org/datasets/ds005189/versions/1.0.1}, |
| author = {Helbing, Jason and Draschkow, Dejan and Võ, Melissa L.-H.}, |
| title = {Search Superiority Recollection Familiarity}, |
| publisher = {Openneuro}, |
| year = {2024} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds003887.v1.2.3, |
| doi = {10.18112/OPENNEURO.DS003887.V1.2.3}, |
| url = {https://openneuro.org/datasets/ds003887/versions/1.2.3}, |
| author = {Shatek, Sophia M. and Robinson, Amanda K. and Grootswagers, Tijl and Carlson, Thomas A.}, |
| title = {Capacity for movement is an organisational principle in object representations: EEG data from Experiment 2}, |
| publisher = {Openneuro}, |
| year = {2023} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds004043.v1.1.0, |
| doi = {10.18112/OPENNEURO.DS004043.V1.1.0}, |
| url = {https://openneuro.org/datasets/ds004043/versions/1.1.0}, |
| author = {Moerel, Denise and Grootswagers, Tijl and Robinson, Amanda and Shatek, Sophia and Woolgar, Alexandra and Carlson, Thomas and Rich, Anina}, |
| title = {The time-course of feature-based attention effects dissociated from temporal expectation and target-related processes}, |
| publisher = {Openneuro}, |
| year = {2022} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds003885.v1.0.8, |
| doi = {10.18112/OPENNEURO.DS003885.V1.0.8}, |
| url = {https://openneuro.org/datasets/ds003885/versions/1.0.8}, |
| author = {Shatek, Sophia M. and Robinson, Amanda K. and Grootswagers, Tijl and Carlson, Thomas A.}, |
| title = {Capacity for movement is an organisational principle in object representations: EEG data from Experiment 1}, |
| publisher = {Openneuro}, |
| year = {2023} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds004357.v1.0.1, |
| doi = {10.18112/OPENNEURO.DS004357.V1.0.1}, |
| url = {https://openneuro.org/datasets/ds004357/versions/1.0.1}, |
| author = {Grootswagers, Tijl and Robinson, Amanda and Shatek, Sofia and Carlson, Thomas}, |
| title = {Features-EEG}, |
| publisher = {Openneuro}, |
| year = {2024} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds003825.v1.2.0, |
| doi = {10.18112/OPENNEURO.DS003825.V1.2.0}, |
| url = {https://openneuro.org/datasets/ds003825/versions/1.2.0}, |
| author = {Grootswagers, Tijl and Zhou, Ivy and Robinson, Amanda and Hebart, Martin and Carlson, Thomas}, |
| title = {Human electroencephalography recordings from 50 subjects for 22,248 images from 1,854 object concepts}, |
| publisher = {Openneuro}, |
| year = {2022} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds004816.v1.0.1, |
| doi = {10.18112/OPENNEURO.DS004816.V1.0.1}, |
| url = {https://openneuro.org/datasets/ds004816/versions/1.0.1}, |
| author = {Grootswagers, Tijl and Robinson, Amanda and Shatek, Sofia and Carlson, Thomas}, |
| title = {EEG-attention-rsvp-exp1}, |
| publisher = {Openneuro}, |
| year = {2023} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds004840.v1.0.1, |
| doi = {10.18112/OPENNEURO.DS004840.V1.0.1}, |
| url = {https://openneuro.org/datasets/ds004840/versions/1.0.1}, |
| author = {Cordoba-Silva, Jose and Maya, Rafael and Valderrama, Mario and Giraldo, Luis Felipe and Betancourt-Zapata, William and Salgado-Vascob, Andrés and Marín-Sánchez, Juliana and Gómez-Ortega, Viviana and Ettenberger, Mark}, |
| title = {Dataset of electrophysiological signals (EEG, ECG, EMG) during Music therapy with adult burn patients in the Intensive Care Unit.}, |
| publisher = {Openneuro}, |
| year = {2023} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds005262.v1.0.1, |
| doi = {10.18112/OPENNEURO.DS005262.V1.0.1}, |
| url = {https://openneuro.org/datasets/ds005262/versions/1.0.1}, |
| author = {Metwalli, Donia and {Eslam Ahmed} and Emil, Antony and Radwan, Yousef A. and Barakat, Mariam and Ahmed, Anas and Omar, Amro and Selim, Sahar}, |
| title = {ArEEG: Arabic Inner Speech EEG dataset}, |
| publisher = {Openneuro}, |
| year = {2025} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds004477.v1.0.2, |
| doi = {10.18112/OPENNEURO.DS004477.V1.0.2}, |
| url = {https://openneuro.org/datasets/ds004477/versions/1.0.2}, |
| author = {{Tasos Papastylianou} and Ramele, Rodrigo and Citi, Luca and Cinel, Caterina and Poli, Riccardo}, |
| title = {PES - Pandemic Emergency Scenario}, |
| publisher = {Openneuro}, |
| year = {2023} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds005273.v1.0.0, |
| doi = {10.18112/OPENNEURO.DS005273.V1.0.0}, |
| url = {https://openneuro.org/datasets/ds005273/versions/1.0.0}, |
| author = {Esteban, Pablo Rodríguez-San and Chica, Ana B. and González-López, José A.}, |
| title = {Neural representation of consciously seen and unseen information}, |
| publisher = {Openneuro}, |
| year = {2024} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds004561.v1.0.0, |
| doi = {10.18112/OPENNEURO.DS004561.V1.0.0}, |
| url = {https://openneuro.org/datasets/ds004561/versions/1.0.0}, |
| author = {Veillette, John and Lopes, Pedro and Nusbaum, Howard}, |
| title = {Illusion of Agency over Electrically-Actuated Movements}, |
| publisher = {Openneuro}, |
| year = {2023} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds004951.v1.0.0, |
| doi = {10.18112/OPENNEURO.DS004951.V1.0.0}, |
| url = {https://openneuro.org/datasets/ds004951/versions/1.0.0}, |
| author = {Haupt, Marleen and Graumann, Monika and {Santani Teng} and Kaltenbach, Carina and {Radoslaw M. Cichy}}, |
| title = {Braille letters - EEG}, |
| publisher = {Openneuro}, |
| year = {2024} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds004324.v1.0.0, |
| doi = {10.18112/OPENNEURO.DS004324.V1.0.0}, |
| url = {https://openneuro.org/datasets/ds004324/versions/1.0.0}, |
| author = {Chacón, Luis Alberto Barradas and Wriessnegger, Selina C.}, |
| title = {ToonFaces}, |
| publisher = {Openneuro}, |
| year = {2023} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds005095.v1.0.1, |
| doi = {10.18112/OPENNEURO.DS005095.V1.0.1}, |
| url = {https://openneuro.org/datasets/ds005095/versions/1.0.1}, |
| author = {Zhozhikashvili, Natalia and Protopova, Maria and Shkurenko, Tatiana and Arsalidou, Marie and Zakharov, Ilya and Kotchoubey, Boris and Malykh, Sergey and Pavlov, Yuri}, |
| title = {STERNBERG}, |
| publisher = {Openneuro}, |
| year = {2024} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds001787.v1.1.1, |
| doi = {10.18112/OPENNEURO.DS001787.V1.1.1}, |
| url = {https://openneuro.org/datasets/ds001787/versions/1.1.1}, |
| author = {Delorme, Arnaud and Brandmeyer, Tracy}, |
| title = {EEG meditation study}, |
| publisher = {Openneuro}, |
| year = {2024} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds003690.v1.0.0, |
| doi = {10.18112/OPENNEURO.DS003690.V1.0.0}, |
| url = {https://openneuro.org/datasets/ds003690/versions/1.0.0}, |
| author = {Ribeiro, Maria J. and Castelo-Branco, Miguel}, |
| title = {EEG, ECG and pupil data from young and older adults: rest and auditory cued reaction time tasks}, |
| publisher = {Openneuro}, |
| year = {2021} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds004603.v1.1.0, |
| doi = {10.18112/OPENNEURO.DS004603.V1.1.0}, |
| url = {https://openneuro.org/datasets/ds004603/versions/1.1.0}, |
| author = {{Benjamin Lowe (Ben.Lowe@Mq.Edu.Au)} and {Jonathan Robinson (Jonathan.Robinson@Monash.Edu)} and {Naohide Yamamoto (Naohide.Yamamoto@Qut.Edu.Au)} and {Hinze Hogendoorn (Hinze.Hogendoorn@Qut.Edu.Au)} and {Patrick Johnston (Dr.Pat.Johnston@Icloud.Com)}}, |
| title = {Visual Attribute-Specific Contextual Trajectory Paradigm}, |
| publisher = {Openneuro}, |
| year = {2023} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds003969.v1.0.0, |
| doi = {10.18112/OPENNEURO.DS003969.V1.0.0}, |
| url = {https://openneuro.org/datasets/ds003969/versions/1.0.0}, |
| author = {Delorme, Arnaud and Braboszcz, Claire}, |
| title = {Meditation vs thinking task}, |
| publisher = {Openneuro}, |
| year = {2021} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds004147.v1.0.2, |
| doi = {10.18112/OPENNEURO.DS004147.V1.0.2}, |
| url = {https://openneuro.org/datasets/ds004147/versions/1.0.2}, |
| author = {Hassall, Cameron D. and Hunt, Laurence T. and Holroyd, Clay B.}, |
| title = {Average Task Value}, |
| publisher = {Openneuro}, |
| year = {2024} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds003004.v1.1.1, |
| doi = {10.18112/OPENNEURO.DS003004.V1.1.1}, |
| url = {https://openneuro.org/datasets/ds003004/versions/1.1.1}, |
| author = {Onton, Julie and Makeig, Scott}, |
| title = {Imagined Emotion Study}, |
| publisher = {Openneuro}, |
| year = {2022} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds002721.v1.0.3, |
| doi = {10.18112/OPENNEURO.DS002721.V1.0.3}, |
| url = {https://openneuro.org/datasets/ds002721/versions/1.0.3}, |
| author = {Daly, Ian and Nicolaou, Nicoletta and Williams, Duncan and Hwang, Faustina and Kirke, Alexis and Miranda, Eduardo and {Slawomir J. Nasuto}}, |
| title = {An EEG dataset recorded during affective music listening}, |
| publisher = {Openneuro}, |
| year = {2024} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds004152.v1.1.2, |
| doi = {10.18112/OPENNEURO.DS004152.V1.1.2}, |
| url = {https://openneuro.org/datasets/ds004152/versions/1.1.2}, |
| author = {Hassall, Cameron D. and Yan, Yan and Hunt, Laurence T.}, |
| title = {Drum Trainer}, |
| publisher = {Openneuro}, |
| year = {2022} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds005089.v1.0.1, |
| doi = {10.18112/OPENNEURO.DS005089.V1.0.1}, |
| url = {https://openneuro.org/datasets/ds005089/versions/1.0.1}, |
| author = {Aguado-Lopez, Blanca and Palenciano, Ana F. and Penalver, Jose M. G. and Diaz-Gutierrez, Paloma and Lopez-Garcia, David and Avancini, Chiara and Ciria, Luis F. and Ruz, Maria}, |
| title = {Competition_EEG}, |
| publisher = {Openneuro}, |
| year = {2024} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds004262.v1.0.0, |
| doi = {10.18112/OPENNEURO.DS004262.V1.0.0}, |
| url = {https://openneuro.org/datasets/ds004262/versions/1.0.0}, |
| author = {Hassall, Cameron D. and Yan, Yan and Hunt, Laurence T.}, |
| title = {Continuous Feedback Processing}, |
| publisher = {Openneuro}, |
| year = {2022} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds004264.v1.1.0, |
| doi = {10.18112/OPENNEURO.DS004264.V1.1.0}, |
| url = {https://openneuro.org/datasets/ds004264/versions/1.1.0}, |
| author = {Hassall, Cameron D. and Yan, Yan and Hunt, Laurence T.}, |
| title = {Steer the Ship}, |
| publisher = {Openneuro}, |
| year = {2022} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds004315.v1.0.0, |
| doi = {10.18112/OPENNEURO.DS004315.V1.0.0}, |
| url = {https://openneuro.org/datasets/ds004315/versions/1.0.0}, |
| author = {Cavanagh, James F and Jackson, Trevor C J}, |
| title = {Mood Manipulation and PST, Experiment 1}, |
| publisher = {Openneuro}, |
| year = {2022} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds004408.v1.0.8, |
| doi = {10.18112/OPENNEURO.DS004408.V1.0.8}, |
| url = {https://openneuro.org/datasets/ds004408/versions/1.0.8}, |
| author = {Bialas, Ole and Teoh, Emily and Anderson, Andrew and Lalor, Edmund}, |
| title = {Invariant encoding of phonemes in neural responses to continuous speech}, |
| publisher = {Openneuro}, |
| year = {2023} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds005121.v1.0.2, |
| doi = {10.18112/OPENNEURO.DS005121.V1.0.2}, |
| url = {https://openneuro.org/datasets/ds005121/versions/1.0.2}, |
| author = {Siefert, Elizabeth M. and {Sindhuja Uppuluri} and {Jianing Mu} and Tandoc, Marlie C. and Antony, James W. and Schapiro, Anna C.}, |
| title = {Siefert2024}, |
| publisher = {Openneuro}, |
| year = {2024} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds003775.v1.2.1, |
| doi = {10.18112/OPENNEURO.DS003775.V1.2.1}, |
| url = {https://openneuro.org/datasets/ds003775/versions/1.2.1}, |
| author = {Hatlestad-Hall, Christoffer and Rygvold, Trine Waage and Andersson, Stein}, |
| title = {SRM Resting-state EEG}, |
| publisher = {Openneuro}, |
| year = {2022} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds004572.v1.3.2, |
| doi = {10.18112/OPENNEURO.DS004572.V1.3.2}, |
| url = {https://openneuro.org/datasets/ds004572/versions/1.3.2}, |
| author = {{Zoltan Kekecs} and Girán, Kyra and Vizkievicz, Vanda and Lutoskin, Anna and {Yeganeh Farahzadi}}, |
| title = {The effects of sham hypnosis techniques}, |
| publisher = {Openneuro}, |
| year = {2026} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds002778.v1.0.5, |
| doi = {10.18112/OPENNEURO.DS002778.V1.0.5}, |
| url = {https://openneuro.org/datasets/ds002778/versions/1.0.5}, |
| author = {Rockhill, Alexander P. and {Nicko Jackson} and {Jobi George} and Aron, Adam and Swann, Nicole C.}, |
| title = {UC San Diego Resting State EEG Data from Patients with Parkinson's Disease}, |
| publisher = {Openneuro}, |
| year = {2022} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds003846.v2.0.2, |
| doi = {10.18112/OPENNEURO.DS003846.V2.0.2}, |
| url = {https://openneuro.org/datasets/ds003846/versions/2.0.2}, |
| author = {Gehrke, Lukas and Akman, Sezen and Chen, Albert and Lopes, Pedro and Gramann, Klaus}, |
| title = {Prediction Error}, |
| publisher = {Openneuro}, |
| year = {2024} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds004279.v1.1.2, |
| doi = {10.18112/OPENNEURO.DS004279.V1.1.2}, |
| url = {https://openneuro.org/datasets/ds004279/versions/1.1.2}, |
| author = {Araya, Carlos Valle and Mendez-Orellana, Carolina and Rodriguez-Fernandez, Maria}, |
| title = {Large Spanish EEG}, |
| publisher = {Openneuro}, |
| year = {2024} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds004148.v1.0.1, |
| doi = {10.18112/OPENNEURO.DS004148.V1.0.1}, |
| url = {https://openneuro.org/datasets/ds004148/versions/1.0.1}, |
| author = {{Yulin Wang} and Duan, Wei and {Lihong Ding} and {Debo Dong} and Lei, Xu}, |
| title = {A test-retest resting and cognitive state EEG dataset}, |
| publisher = {Openneuro}, |
| year = {2022} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds004902.v1.0.8, |
| doi = {10.18112/OPENNEURO.DS004902.V1.0.8}, |
| url = {https://openneuro.org/datasets/ds004902/versions/1.0.8}, |
| author = {{Chuqin Xiang} and {Xinrui Fan} and Bai, Duo and Lv, Ke and Lei, Xu}, |
| title = {A Resting-state EEG Dataset for Sleep Deprivation}, |
| publisher = {Openneuro}, |
| year = {2025} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds002680.v1.2.0, |
| doi = {10.18112/OPENNEURO.DS002680.V1.2.0}, |
| url = {https://openneuro.org/datasets/ds002680/versions/1.2.0}, |
| author = {Delorme, Arnaud}, |
| title = {Go-nogo categorization and detection task}, |
| publisher = {Openneuro}, |
| year = {2021} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds004284.v1.0.0, |
| doi = {10.18112/OPENNEURO.DS004284.V1.0.0}, |
| url = {https://openneuro.org/datasets/ds004284/versions/1.0.0}, |
| author = {Veillette, J. and Heald, S. and Wittenbrink, B. and Nusbaum, H.}, |
| title = {eeg-neuroforecasting}, |
| publisher = {Openneuro}, |
| year = {2022} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds004395.v2.0.0, |
| doi = {10.18112/OPENNEURO.DS004395.V2.0.0}, |
| url = {https://openneuro.org/datasets/ds004395/versions/2.0.0}, |
| author = {Kahana, Michael J. and Rudoler, Joseph H.}, |
| title = {Penn Electrophysiology of Encoding and Retrieval Study (PEERS)}, |
| publisher = {Openneuro}, |
| year = {2023} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds005505.v1.0.1, |
| doi = {10.18112/OPENNEURO.DS005505.V1.0.1}, |
| url = {https://openneuro.org/datasets/ds005505/versions/1.0.1}, |
| author = {Shirazi, Seyed Yahya and Franco, Alexandre and Hoffmann, Maurício Scopel and Esper, Nathalia B. and Truong, Dung and Delorme, Arnaud and Milham, Michael and Makeig, Scott}, |
| title = {Healthy Brain Network (HBN) EEG - Release 1}, |
| publisher = {Openneuro}, |
| year = {2025} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds005506.v1.0.1, |
| doi = {10.18112/OPENNEURO.DS005506.V1.0.1}, |
| url = {https://openneuro.org/datasets/ds005506/versions/1.0.1}, |
| author = {Shirazi, Seyed Yahya and Franco, Alexandre and Hoffmann, Maurício Scopel and Esper, Nathalia B. and Truong, Dung and Delorme, Arnaud and Milham, Michael and Makeig, Scott}, |
| title = {Healthy Brain Network (HBN) EEG - Release 2}, |
| publisher = {Openneuro}, |
| year = {2025} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds005507.v1.0.1, |
| doi = {10.18112/OPENNEURO.DS005507.V1.0.1}, |
| url = {https://openneuro.org/datasets/ds005507/versions/1.0.1}, |
| author = {Shirazi, Seyed Yahya and Franco, Alexandre and Hoffmann, Maurício Scopel and Esper, Nathalia B. and Truong, Dung and Delorme, Arnaud and Milham, Michael and Makeig, Scott}, |
| title = {Healthy Brain Network (HBN) EEG - Release 3}, |
| publisher = {Openneuro}, |
| year = {2025} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds005509.v1.0.1, |
| doi = {10.18112/OPENNEURO.DS005509.V1.0.1}, |
| url = {https://openneuro.org/datasets/ds005509/versions/1.0.1}, |
| author = {Shirazi, Seyed Yahya and Franco, Alexandre and Hoffmann, Maurício Scopel and Esper, Nathalia B. and Truong, Dung and Delorme, Arnaud and Milham, Michael and Makeig, Scott}, |
| title = {Healthy Brain Network (HBN) EEG - Release 5}, |
| publisher = {Openneuro}, |
| year = {2025} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds005510.v1.0.1, |
| doi = {10.18112/OPENNEURO.DS005510.V1.0.1}, |
| url = {https://openneuro.org/datasets/ds005510/versions/1.0.1}, |
| author = {Shirazi, Seyed Yahya and Franco, Alexandre and Hoffmann, Maurício Scopel and Esper, Nathalia B. and Truong, Dung and Delorme, Arnaud and Milham, Michael and Makeig, Scott}, |
| title = {Healthy Brain Network (HBN) EEG - Release 6}, |
| publisher = {Openneuro}, |
| year = {2025} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds005511.v1.0.1, |
| doi = {10.18112/OPENNEURO.DS005511.V1.0.1}, |
| url = {https://openneuro.org/datasets/ds005511/versions/1.0.1}, |
| author = {Shirazi, Seyed Yahya and Franco, Alexandre and Hoffmann, Maurício Scopel and Esper, Nathalia B. and Truong, Dung and Delorme, Arnaud and Milham, Michael and Makeig, Scott}, |
| title = {Healthy Brain Network (HBN) EEG - Release 7}, |
| publisher = {Openneuro}, |
| year = {2025} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds005512.v1.0.1, |
| doi = {10.18112/OPENNEURO.DS005512.V1.0.1}, |
| url = {https://openneuro.org/datasets/ds005512/versions/1.0.1}, |
| author = {Shirazi, Seyed Yahya and Franco, Alexandre and Hoffmann, Maurício Scopel and Esper, Nathalia B. and Truong, Dung and Delorme, Arnaud and Milham, Michael and Makeig, Scott}, |
| title = {Healthy Brain Network (HBN) EEG - Release 8}, |
| publisher = {Openneuro}, |
| year = {2025} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds005514.v1.0.1, |
| doi = {10.18112/OPENNEURO.DS005514.V1.0.1}, |
| url = {https://openneuro.org/datasets/ds005514/versions/1.0.1}, |
| author = {Shirazi, Seyed Yahya and Franco, Alexandre and Hoffmann, Maurício Scopel and Esper, Nathalia B. and Truong, Dung and Delorme, Arnaud and Milham, Michael and Makeig, Scott}, |
| title = {Healthy Brain Network (HBN) EEG - Release 9}, |
| publisher = {Openneuro}, |
| year = {2025} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds005508.v1.0.1, |
| doi = {10.18112/OPENNEURO.DS005508.V1.0.1}, |
| url = {https://openneuro.org/datasets/ds005508/versions/1.0.1}, |
| author = {Shirazi, Seyed Yahya and Franco, Alexandre and Hoffmann, Maurício Scopel and Esper, Nathalia B. and Truong, Dung and Delorme, Arnaud and Milham, Michael and Makeig, Scott}, |
| title = {Healthy Brain Network (HBN) EEG - Release 4}, |
| publisher = {Openneuro}, |
| year = {2025} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds005697.v1.0.2, |
| doi = {10.18112/OPENNEURO.DS005697.V1.0.2}, |
| url = {https://openneuro.org/datasets/ds005697/versions/1.0.2}, |
| author = {{Weilong Li} and {Jiaxin Zhao}}, |
| title = {PerceiveImagine}, |
| publisher = {Openneuro}, |
| year = {2024} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds005620.v1.0.0, |
| doi = {10.18112/OPENNEURO.DS005620.V1.0.0}, |
| url = {https://openneuro.org/datasets/ds005620/versions/1.0.0}, |
| author = {Bajwa1, Imad J. and Nilsen1, Andre S. and {René Skukies1,3} and Aamodt1, Arnfinn and Ernst2, Gernot and Storm1, Johan F. and {Bjørn E. Juel1,2}}, |
| title = {A repeated awakening study exploring the capacity of complexity measures to capture dreaming during propofol sedation}, |
| publisher = {Openneuro}, |
| year = {2024} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds005594.v1.0.3, |
| doi = {10.18112/OPENNEURO.DS005594.V1.0.3}, |
| url = {https://openneuro.org/datasets/ds005594/versions/1.0.3}, |
| author = {Taylor, Jack E. and Sinn, Rasmus and Iaia, Cosimo and Fiebach, Christian J.}, |
| title = {Alphabetic Decision Task}, |
| publisher = {Openneuro}, |
| year = {2024} |
| } |
| |
| @misc{https://doi.org/10.18112/openneuro.ds005586.v2.0.0, |
| doi = {10.18112/OPENNEURO.DS005586.V2.0.0}, |
| url = {https://openneuro.org/datasets/ds005586/versions/2.0.0}, |
| author = {Baykan, Cemre and Schütz, Alexander C.}, |
| title = {EEG responses to the number of objects in partially occluded and uncovered scenes}, |
| publisher = {Openneuro}, |
| year = {2024} |
| } |
| |
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| title={Commande robuste d'un effecteur par une interface cerveau machine EEG asynchrone}, |
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| school={Universit{\'e} de Grenoble} |
| } |
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| @article{cho2017eeg, |
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| journal={GigaScience}, |
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| pages={gix034}, |
| year={2017}, |
| publisher={Oxford University Press} |
| } |
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| @article{lee2019eeg, |
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| author={Lee, Min-Ho and Kwon, O-Yeon and Kim, Yong-Jeong and Kim, Hong-Kyung and Lee, Young-Eun and Williamson, John and Fazli, Siamac and Lee, Seong-Whan}, |
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| @article{liu2024eeg, |
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| publisher={Nature Publishing Group UK London} |
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| @article{ofner2017upper, |
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| publisher={Public Library of Science San Francisco, CA USA} |
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| @article{schalk2004bci2000, |
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| @article{schirrmeister2017deep, |
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| @article{kalunga2015using, |
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| year={2015} |
| } |
| |
| |
| @article{lee2019eegssvep, |
| title={EEG dataset and OpenBMI toolbox for three BCI paradigms: An investigation into BCI illiteracy}, |
| author={Lee, Min-Ho and Kwon, O-Yeon and Kim, Yong-Jeong and Kim, Hong-Kyung and Lee, Young-Eun and Williamson, John and Fazli, Siamac and Lee, Seong-Whan}, |
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| year={2019}, |
| publisher={Oxford University Press} |
| } |
| |
| @phdthesis{korczowski2019brain2014a, |
| title={Brain Invaders calibration-less P300-based BCI using dry EEG electrodes Dataset (bi2014a)}, |
| author={Korczowski, Louis and Ostaschenko, Ekaterina and Andreev, Anton and Cattan, Gr{\'e}goire and Rodrigues, Pedro Luiz Coelho and Gautheret, Violette and Congedo, Marco}, |
| year={2019}, |
| school={GIPSA-lab} |
| } |
| |
| @phdthesis{korczowski2019brain2014b, |
| title={Brain invaders solo versus collaboration: Multi-user P300-based brain-computer interface dataset (bi2014b)}, |
| author={Korczowski, Louis and Ostaschenko, Ekaterina and Andreev, Anton and Cattan, Gr{\'e}goire and Rodrigues, Pedro Luiz Coelho and Gautheret, Violette and Congedo, Marco}, |
| year={2019}, |
| school={GIPSA-lab} |
| } |
| |
| @phdthesis{korczowski2019brain2015a, |
| title={Brain Invaders calibration-less P300-based BCI with modulation of flash duration Dataset (bi2015a)}, |
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| year={2019}, |
| school={GIPSA-lab} |
| } |
| |
| @phdthesis{korczowski2019brain2015b, |
| title={Brain invaders cooperative versus competitive: multi-user P300-based brain-computer interface dataset (BI2015b)}, |
| author={Korczowski, Louis and Cederhout, Martine and Andreev, Anton and Cattan, Gr{\'e}goire and Rodrigues, Pedro Luiz Coelho and Gautheret, Violette and Congedo, Marco}, |
| year={2019}, |
| school={GIPSA-lab} |
| } |
| |
| |
| @inproceedings{sosulski2019spatial, |
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| booktitle={GBCIC}, |
| year={2019} |
| } |
| |
| @article{lee2019eeg_erp, |
| title={EEG dataset and OpenBMI toolbox for three BCI paradigms: An investigation into BCI illiteracy}, |
| author={Lee, Min-Ho and Kwon, O-Yeon and Kim, Yong-Jeong and Kim, Hong-Kyung and Lee, Young-Eun and Williamson, John and Fazli, Siamac and Lee, Seong-Whan}, |
| journal={GigaScience}, |
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| number={5}, |
| pages={giz002}, |
| year={2019}, |
| publisher={Oxford University Press} |
| } |
| |
| @article{icare, |
| author = {Amorim, Edilberto and Zheng, Wei-Long and Lee, Jong Woo and Herman, Susan and Ghassemi, Mohammad and Sivaraju, Adithya and Gaspard, Nicolas and Hofmeijer, Jeannette and {van Putten}, Michel J A M and Reyna, Matthew and Clifford, Gari and Westover, Brandon}, |
| title = {{I-CARE: International Cardiac Arrest REsearch consortium Database}}, |
| journal = {{PhysioNet}}, |
| year = {2023}, |
| month = jun, |
| note = {Version 2.0}, |
| doi = {10.13026/avek-0p97}, |
| url = {https://doi.org/10.13026/avek-0p97} |
| } |
| ``` |
|
|
|
|
|
|
| ### Direct Use |
