{"url":"/dataset/mmse-hr","name":"MMSE-HR","full_name":"Multimodal Spontaneous Expression-Heart Rate dataset","description_markdown":"The MMSE-HR benchmark consists of a dataset of 102 videos from 40 subjects recorded at 1040x1392 raw resolution at 25fps. During the recordings, various stimuli such as videos, sounds, and smells are introduced to induce different emotional states in the subjects. The ground truth waveform for MMSE-HR is the blood pressure signal sampled at 1000Hz. The dataset contains a diverse distribution of skin colors in the Fitzpatrick scale (II=8, III=11, IV=17, V+VI=4).","description_withheld":null,"homepage":"https://binghamton.technologypublisher.com/tech/MMSE-HR_dataset_(Multimodal_Spontaneous_Expression-Heart_Rate_dataset)","introduced_date":"2016-06-01","introduced_date_note":null,"introduced_by":{"paper":"/paper/multimodal-spontaneous-emotion-corpus-for","title":"Multimodal Spontaneous Emotion Corpus for Human Behavior Analysis","first_author":"Zheng Zhang","url":null},"license":{"name":"Unknown Licence","url":null},"modalities":[{"name":"Images","url":"/datasets/modality/images"},{"name":"Medical","url":"/datasets/modality/medical"}],"tasks":[{"name":"Photoplethysmography (PPG)","url":"/task/photoplethysmography-ppg","datasets_with_task":"/datasets/task/photoplethysmography-ppg"},{"name":"Heart rate estimation","url":"/task/heart-rate-estimation","datasets_with_task":"/datasets/task/heart-rate-estimation"},{"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"},{"name":"Heart Rate Variability","url":"/task/heart-rate-variability","datasets_with_task":"/datasets/task/heart-rate-variability"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["MMSE-HR"],"data_loaders":[],"num_papers_in_archive":24,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/photoplethysmography-ppg-heart-rate-2","task":"Photoplethysmography (PPG) heart rate estimation","dataset_variant":"MMSE-HR","rows":6,"metrics":["MAE","MAPE (%)","RMSE","Pearson Correlation"],"first_row_in_archive_order":{"model":"Beam AI SDK","paper":"/paper/real-time-monitoring-of-user-stress-heart","metrics":{"MAE":"1.72","MAPE (%)":"2.24%","Pearson Correlation":" 0.95","RMSE":"4.03"},"code_links":[]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/real-time-monitoring-of-user-stress-heart","title":"Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices","date":"2022-10-04","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/efficientphys-enabling-simple-fast-and-1","title":"EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement","date":"2021-10-09","rows_on_this_dataset":2,"code_links":0,"syntology":null},{"paper":"/paper/multi-task-temporal-shift-attention-networks","title":"Multi-Task Temporal Shift Attention Networks for On-Device Contactless Vitals Measurement","date":"2020-06-06","rows_on_this_dataset":1,"code_links":3,"syntology":{"read_at":"2026-09-25T09:33:49+00:00","samples_harvested":8,"samples_ran":0,"samples_unverified":8,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/robust-pulse-rate-from-chrominance-based-rppg","title":"Robust Pulse Rate From Chrominance-Based rPPG","date":"2013-06-04","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/advancements-in-noncontact-multiparameter","title":"Advancements in Noncontact, Multiparameter Physiological Measurements Using a Webcam","date":"2010-10-14","rows_on_this_dataset":1,"code_links":0,"syntology":null}],"syntology_totals":{"read_at":"2026-09-25T09:33:49+00:00","papers_with_samples":1,"samples_harvested":8,"samples_ran":0,"samples_unverified":8,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":1,"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."}