{"url":"/dataset/v4v","name":"V4V","full_name":"Vision for Vitals","description_markdown":"Over the past few years a number of research groups have made rapid advances in remote PPG methods for estimating heart rate from digital video and obtained impressive results. How these various methods compare in naturalistic conditions, where spontaneous behavior, facial expressions, and illumination changes are present, is relatively unknown. To enable comparisons among alternative methods, the Vision for Vitals dataset was introduced. It is a novel dataset containing high-resolution videos time-locked with varied physiological signals from a diverse population.\r\n\r\nIt contains more than 150+ subjects with over 1300+ videos along with ground truth heart rate and respiration rate annotations. It also includes blood pressure waveform signals as part of its physiological data.","description_withheld":null,"homepage":"https://vision4vitals.github.io/index.html","introduced_date":"2021-09-22","introduced_date_note":null,"introduced_by":{"paper":"/paper/the-first-vision-for-vitals-v4v-challenge-for","title":"The First Vision For Vitals (V4V) Challenge for Non-Contact Video-Based Physiological Estimation","first_author":"Ambareesh Revanur","url":null},"license":null,"modalities":[],"tasks":[{"name":"Heart rate estimation","url":"/task/heart-rate-estimation","datasets_with_task":"/datasets/task/heart-rate-estimation"},{"name":"Physiological Computing","url":"/task/physiological-computing","datasets_with_task":"/datasets/task/physiological-computing"}],"languages":[],"variants":["V4V"],"data_loaders":[],"num_papers_in_archive":11,"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":"2026-09-25T09:33:49+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."}