{"url":"/dataset/vitaldb","name":"VitalDB","full_name":null,"description_markdown":"This is a comprehensive dataset of 6,388 surgical patients composed of intraoperative biosignals and clinical information. The biosignal data included in the dataset is high quality data such as  500 Hz waveform signals and numeric values at intervals of 1-7 seconds. More than 60 surgery related clinical information is also provided to help interpret the signals.\r\n\r\nThe dataset is provided free of charge to help researchers who want to study and develop new medical AI algorithms using monitoring signals from surgical patients. We expect that the distribution of this world's largest biosignal dataset will greatly contribute to the advancement of medical AI research.","description_withheld":null,"homepage":"https://vitaldb.net/dataset/","introduced_date":"2025-05-13","introduced_date_note":null,"introduced_by":{"paper":"/paper/domain-knowledge-integrated-cnn-xlstm-xatt","title":"Domain Knowledge Integrated CNN-xLSTM-xAtt Network with Multi Stream Feature Fusion for Cuffless Blood Pressure Estimation from Photoplethysmography Signals","first_author":"Md Shoaib Akhter Rafi","url":null},"license":null,"modalities":[],"tasks":[{"name":"Photoplethysmography (PPG)","url":"/task/photoplethysmography-ppg","datasets_with_task":"/datasets/task/photoplethysmography-ppg"},{"name":"Blood pressure estimation","url":"/task/blood-pressure-estimation","datasets_with_task":"/datasets/task/blood-pressure-estimation"}],"languages":[],"variants":["VitalDB"],"data_loaders":[],"num_papers_in_archive":1,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/blood-pressure-estimation-on-vitaldb","task":"Blood pressure estimation","dataset_variant":"VitalDB","rows":1,"metrics":["MAE","Mean Squared Error"],"first_row_in_archive_order":{"model":"Domain Knowledge Integrated CNN-xLSTM-xAtt Nrtwork","paper":"/paper/domain-knowledge-integrated-cnn-xlstm-xatt","metrics":{"MAE":"1.58%","Mean Squared Error":"0.06%"},"code_links":[{"title":"MSA-Rafi/Domain-Knowledge-Integrated-CNN-xLSTM-xAtt-Multi-Stream-Feature-Fusion-Cuffless-BP-Estimation-PPG","url":"https://github.com/MSA-Rafi/Domain-Knowledge-Integrated-CNN-xLSTM-xAtt-Multi-Stream-Feature-Fusion-Cuffless-BP-Estimation-PPG"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/domain-knowledge-integrated-cnn-xlstm-xatt","title":"Domain Knowledge Integrated CNN-xLSTM-xAtt Network with Multi Stream Feature Fusion for Cuffless Blood Pressure Estimation from Photoplethysmography Signals","date":"2025-05-13","rows_on_this_dataset":1,"code_links":1,"syntology":null}],"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."}