{"url":"/dataset/mimic-perform-testing-dataset","name":"MIMIC PERform Testing Dataset","full_name":null,"description_markdown":"The MIMIC PERform Testing dataset contains the following physiological signals recorded from 200 critically-ill patients during routine clinical care:\r\n\r\n- electrocardiogram (ECG)\r\n- photoplethysmogram (PPG)\r\n- impedance pneumography (imp), also known as respiratory (resp)\r\n- (in some cases) arterial blood pressure (abp)\r\n\r\nEach signal is sampled at 125 Hz. The dataset also contains some fixed parameters for each subject (such as whether the subject was an adult or neonate).\r\n\r\nThe dataset is available in CSV, Matlab, and WaveForm Database formats [here](https://doi.org/10.5281/zenodo.6807402).\r\n\r\nFurther details of the datasets are provided in the documentation accompanying the [ppg-beats project documentation](https://ppg-beats.readthedocs.io/en/latest/).\r\n\r\nThe dataset was extracted from the [MIMIC III Waveform Database](https://physionet.org/content/mimic3wdb/1.0/).","description_withheld":null,"homepage":"https://doi.org/10.5281/zenodo.6807402","introduced_date":"2022-07-19","introduced_date_note":null,"introduced_by":{"paper":"/paper/detecting-beats-in-the-photoplethysmogram","title":"Detecting beats in the photoplethysmogram: benchmarking open-source algorithms","first_author":"Peter H Charlton","url":null},"license":{"name":"Open Data Commons Open Database License v1.0","url":"https://opendatacommons.org/licenses/odbl/1-0/"},"modalities":[{"name":"Biomedical","url":"/datasets/modality/biomedical"},{"name":"Medical","url":"/datasets/modality/medical"},{"name":"Time series","url":"/datasets/modality/time-series"}],"tasks":[{"name":"Electrocardiography (ECG)","url":"/task/electrocardiography-ecg","datasets_with_task":"/datasets/task/electrocardiography-ecg"},{"name":"Photoplethysmography (PPG)","url":"/task/photoplethysmography-ppg","datasets_with_task":"/datasets/task/photoplethysmography-ppg"},{"name":"Photoplethysmography (PPG) heart rate estimation","url":"/task/photoplethysmography-ppg-heart-rate","datasets_with_task":"/datasets/task/photoplethysmography-ppg-heart-rate"},{"name":"Photoplethysmography (PPG) beat detection","url":"/task/photoplethysmography-ppg-beat-detection","datasets_with_task":"/datasets/task/photoplethysmography-ppg-beat-detection"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["MIMIC PERform Testing Dataset"],"data_loaders":[],"num_papers_in_archive":2,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/photoplethysmography-ppg-beat-detection-on","task":"Photoplethysmography (PPG) beat detection","dataset_variant":"MIMIC PERform Testing Dataset","rows":15,"metrics":["F1 score"],"first_row_in_archive_order":{"model":"MSPTD: MultiScale Peak & Trough Detection","paper":"/paper/detecting-beats-in-the-photoplethysmogram","metrics":{"F1 score":"97.5"},"code_links":[{"title":"peterhcharlton/ppg-beats","url":"https://github.com/peterhcharlton/ppg-beats"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/photoplethysmography-ppg-heart-rate","task":"Photoplethysmography (PPG) heart rate estimation","dataset_variant":"MIMIC PERform Testing Dataset","rows":15,"metrics":["MAPE"],"first_row_in_archive_order":{"model":"MSPTD: MultiScale Peak & Trough Detection","paper":"/paper/detecting-beats-in-the-photoplethysmogram","metrics":{"MAPE":"2.4"},"code_links":[{"title":"peterhcharlton/ppg-beats","url":"https://github.com/peterhcharlton/ppg-beats"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/detecting-beats-in-the-photoplethysmogram","title":"Detecting beats in the photoplethysmogram: benchmarking open-source algorithms","date":"2022-07-19","rows_on_this_dataset":30,"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."}