Datasets:

brain-bzh
/

reve-dataset

Tasks:

ArXiv:

Tags:

brain-computer-interface

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xet

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The full dataset viewer is not available (click to read why). Only showing a preview of the rows.

The dataset generation failed because of a cast error

Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 3 new columns ({'n_chans_to_remove', 'flag_remove', 'flag_reduce'}) and 1 missing columns ({'n_chans'}).

This happened while the csv dataset builder was generating data using

hf://datasets/brain-bzh/reve-dataset/df_corrected.csv (at revision 4f67737163717627a3cc84bc8e5754d30c0db199), ['hf://datasets/brain-bzh/reve-dataset@4f67737163717627a3cc84bc8e5754d30c0db199/df_big.csv', 'hf://datasets/brain-bzh/reve-dataset@4f67737163717627a3cc84bc8e5754d30c0db199/df_corrected.csv', 'hf://datasets/brain-bzh/reve-dataset@4f67737163717627a3cc84bc8e5754d30c0db199/df_stats.csv']

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1890, in _prepare_split_single
                  writer.write_table(table)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 760, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              big_recording_index: int64
              duration: int64
              flag_remove: bool
              flag_reduce: string
              n_chans_to_remove: int64
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 881
              to
              {'big_recording_index': Value('int64'), 'duration': Value('int64'), 'n_chans': Value('int64')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1342, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 907, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1739, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1892, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 3 new columns ({'n_chans_to_remove', 'flag_remove', 'flag_reduce'}) and 1 missing columns ({'n_chans'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/brain-bzh/reve-dataset/df_corrected.csv (at revision 4f67737163717627a3cc84bc8e5754d30c0db199), ['hf://datasets/brain-bzh/reve-dataset@4f67737163717627a3cc84bc8e5754d30c0db199/df_big.csv', 'hf://datasets/brain-bzh/reve-dataset@4f67737163717627a3cc84bc8e5754d30c0db199/df_corrected.csv', 'hf://datasets/brain-bzh/reve-dataset@4f67737163717627a3cc84bc8e5754d30c0db199/df_stats.csv']
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

big_recording_index int64	duration int64	n_chans int64
74	944,000	16
79	19,564,000	64
80	21,600,000	62
81	3,800,000	27
82	12,600,000	61
83	34,625,304	64
85	11,065,530	60
86	3,599,799	14
87	13,020,000	128
88	13,948,000	128
89	1,890,945	8
90	21,600,000	62
92	4,932,000	16
93	778,000	32
98	5,848,000	32
99	9,324,000	32
100	6,006,000	31
101	11,952,000	62
102	6,640,000	62
103	6,640,000	62
104	10,624,000	62
105	29,832,400	128
106	30,092,000	128
107	30,106,400	128
108	29,390,800	128
109	29,624,200	128
110	30,211,200	128
111	30,230,800	128
112	29,655,000	128
113	29,896,400	128
114	30,220,200	128
115	29,345,200	128
116	9,423,800	128
117	24,655,520	59
118	33,311,920	26
119	8,568,716	54
120	13,914,777	52
121	19,306,912	62
122	13,128,736	54
123	19,484,236	62
124	8,141,064	62
125	33,352,348	54
126	7,713,872	54
127	7,877,200	6
128	18,034,313	5
129	9,761,200	64
130	37,039,824	60
131	8,193,040	62
132	18,567,030	63
133	13,835,400	28
134	12,168,830	63
135	19,877,200	52
136	34,313,024	52
137	22,070,200	52
138	47,904,200	52
139	6,917,804	24
140	6,918,800	18
141	18,923,600	16
142	8,245,012	24
143	45,211,296	54
144	6,010,464	24
145	5,371,600	24
146	15,194,800	50
147	14,828,212	8
148	29,178,651	54
149	7,344,000	52
150	38,338,013	48
151	1,812,800	26
152	16,363,929	56
153	38,684,640	62
154	53,988,902	52
155	12,685,268	52
156	14,982,000	19
157	6,807,060	129
158	29,585,800	128
159	29,796,600	128
160	29,860,400	128
161	29,692,600	128
162	29,397,800	128
163	29,351,400	128
164	30,058,400	128
165	30,292,000	128
166	29,594,000	128
167	29,906,000	128
168	29,614,600	128
169	29,493,000	128
170	29,357,800	128
171	29,301,400	128
172	29,752,200	128
173	29,555,400	128
174	30,149,000	128
175	30,109,000	128
176	29,607,800	128
177	29,796,000	128
178	29,312,800	128
179	30,195,000	128
180	29,995,400	128
181	29,882,800	128
182	29,539,600	128
183	29,335,400	128

End of preview.

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

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.


@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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REVE

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Model collection of the "REVE: A Foundation Model for EEG - Adapting to Any Setup with Large-Scale Pretraining on 25,000 Subjects" paper. • 5 items • Updated 2 days ago • 13

Paper for brain-bzh/reve-dataset

Using Riemannian geometry for SSVEP-based Brain Computer Interface

Paper • 1501.03227 • Published Jan 14, 2015