{"url":"/dataset/seed-vig","name":"SEED-VIG","full_name":"SJTU Emotion EEG Dataset","description_markdown":"The SEED-VIG dataset is composed of four parts.\r\nEEG features include:\r\nEEG_Feature_2Hz: EEG features (power spectral density: PSD, differential entropy: DE) from the total frequency band (1~50 Hz) with a 2 Hz frequency resolution. The fields \"psd_movingAve\", \"psd_LDS\", \"de_movingAve\", and \"de_LDS\" indicate PSD with a moving average, PSD with a linear dynamic system, DE with a moving average, and DE with a linear dynamic system, respectively. The data format is channel*sample_number*frequency_bands (17*885*25). The first 1–5 in the first dimension 'channel' correspond to temporal brain areas, and the last 7–17 correspond to posterior brain areas.\r\nEEG_Feature_5Bands: This part is similar to the EEG_feature_2Hz file except that EEG features (PSD, DE) are extracted from five frequency bands: delta (1~4 Hz), theta (4~8 Hz), alpha (8~14 Hz), beta (14~31 Hz), and gamma (31~50 Hz). The data format is channel*sample number*frequency bands (17*885*5).\r\nForehead EEG feature files have a similar architecture to EEG features, but there are only four channels for the data tensor (4*885*25 and 4*885*5).\r\nEOG features. The fields \"features_table_ica\", \"features_table_minus\", and \"features_table_icav_minh\" indicate forehead EOG features that correspond to different VEO and HEO separation methods using ICA and minus approaches. The data format is sample number*feature dimension (885*36).\r\nThe PERCLOS label files contain continuous vigilance labels (ranging from 0 to 1) calculated from eye tracking data.","description_withheld":null,"homepage":"https://bcmi.sjtu.edu.cn/~seed/seed-vig.html","introduced_date":"2017-02-22","introduced_date_note":null,"introduced_by":null,"license":null,"modalities":[{"name":"EEG","url":"/datasets/modality/eeg"}],"tasks":[{"name":"Driver Attention Monitoring","url":"/task/driver-attention-monitoring","datasets_with_task":"/datasets/task/driver-attention-monitoring"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["SEED-VIG"],"data_loaders":[],"num_papers_in_archive":2,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[],"papers_with_a_benchmark_row":[],"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."}