Publicly Available Datasets
We provide a table of results for publicly available datasets. We embeded a search function that allows multiple keyword search by placing a “ “ in between keywords, a custom search builder that allows multiple conditional search, and an export tool that allows copying and downloading data in csv format. Moreover, clicking the “green +” button allows you to view additional extracted and computed information of the article. For a key of exclusion reasons, see Key. If you would like to add to this list, please fill out this form.
| Dataset Name | Article URL | Sensor Data | Number of Subjects | Study Characteristics | BP Distribution SBP | BP Distribution DBP | Access | Notes |
|---|---|---|---|---|---|---|---|---|
| MIMIC-III Waveform Database | Article URL | record dependent. typically includes one or more ECG signals, ABP waveforms, fingertip PPG signals, and respiration, with additional waveforms (up to 8 simultaneously) as available. | 30000 | observational study | variable depending on segmentation technique | variable depending on segmentation technique | open access | MIMIC-III Waveform Database Matched Subset available at https://physionet.org/content/mimic3wdb-matched/1.0/ . A popular processed subset of MIMIC is provided by Kachuee et al., (2015) available at https://archive-beta.ics.uci.edu/ml/datasets/cuff+less+blood+pressure+estimation . |
| University of Queensland Vital Signs Dataset | Article URL | ECG, PPG and ABP waveform | 32 | observational study | variable depending on segmentation technique | variable depending on segmentation technique | open access | NaN |
| PPG-BP | Article URL | PPG and cuff BP measurements | 219 | observational study | 127.95±20.38 | 71.85±11.11 | open access | PPG-BP has waveforms containing 2-3 peaks. Some algorithms are not compatible if previous or next peak features needed. Dataset is filtered using SQI indices. |
| Aurora-BP | Article URL | ECG, smartwatch (ECG and PPG), tonometer, PPG, cuff BP | 1125 | observational study (supine, seated, 24 hour) | 1.72±10.3 (change) | 1.62±8.12 (change) | credentialed access | NaN |
| Pulse Transit Time PPG Dataset | Article URL | ECG, PPG and cuff BP | 22 | interventional study (before and after exercise) | 117.43±14.00 (start), 117.12±13.67 (end) | 75.50±8.97 (start), 75.56±8.55 (end) | open access | NaN |
| HYPE | Article URL | PPG and cuff BP | 12 | interventional study (stress test) and observational study(24 hour) | 139.69±14.74 | 105.67±11.35 | credentialed access | NaN |
| Non-invasive Blood Pressure Estimation | Article URL | PCG, ECG, PPG and cuff BP | 26 | interventional study (exercise) | 134.79±26.94 | 70.72±13.20 | open access | NaN |
| VitalDB | Article URL | 196 intraoperative monitoring parameters, 73 perioperative clinical parameters, and 34 time-series laboratory result parameters, including PPG, ECG and ABP waveform | 6388 | observational study | variable depending on subset | variable depending on subset | open access | VitalDB has both ECG and PPG signals. However, there is no continuous 8s segment that has both ECG and PPG together. |
| CHARIS | Article URL | ECG, ABP waveform and Intracranial Pressure (ICP) | 29 | observational study | variable depending on segmentation technique | variable depending on segmentation technique | open access | NaN |