Data · collection · 2018
A lock-in technique for extraction of pulse rates and associated confidence levels from video
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We investigate the practical applicability of video photoplethysmography (VPPG) to extract heart rates of subjects using non-contact color video recordings of human faces collected under typical indoor laboratory conditions using commercial video cameras.
Description
Videos were processed following three previously described simple VPPG algorithms to produce a time-varying plethysmographic signal. These time-signals were then analyzed using a novel, lock-in algorithm that was developed to extract the pulsatile frequency component.
A protocol to associate confidence estimates for the extracted heart rates for each video stream is presented. Results indicate that the difference between heart-rates extracted using the lock-in technique and gold-standard measurements, for videos with high-confidence metrics, were less than 4 beats per minute. Constraints on video acquisition and processing including natural subject motion and the total duration of video recorded required for evaluating these confidence metrics are discussed.
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- Repository landing page figshare.com/collections/A_lock-in_technique_for_extraction_of_pulse_rates_… ↗
landing page · from DataCite
- DOI doi.org/10.6084/m9.figshare.c.4002913 ↗
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Documentation and papers
- CC BY 4.0 creativecommons.org/licenses/by/4.0 ↗
license · from DataCite
- IsSupplementTo 10.1364/ao.57.004360 doi.org/10.1364/ao.57.004360 ↗
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Topics
Provenance · 1 source records, 10 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| DataCite | 10.6084/m9.figshare.c.4002913 | 15 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · DataCite | connector:datacite@1.0.0 | /data/attributes/rightsList |
| concepts[anatomy].local:anatomy:heart | enrichment · DataCite | keyword-concept-rules@1.0.0 | title+description (75%) |
| concepts[field].fos:electrical-engineering-electronic-engineering-information-engineering | source · DataCite | connector:datacite@1.0.0 | |
| concepts[modality].local:modality:video | enrichment · DataCite | keyword-concept-rules@1.0.0 | title+description (75%) |
| created_date | source · DataCite | connector:datacite@1.0.0 | |
| description | source · DataCite | connector:datacite@1.0.0 | /data/attributes/descriptions |
| license | source · DataCite | connector:datacite@1.0.0 | /data/attributes/rightsList |
| publication_date | source · DataCite | connector:datacite@1.0.0 | /data/attributes/dates |
| title | source · DataCite | connector:datacite@1.0.0 | /data/attributes/titles/0/title |
| updated_date | source · DataCite | connector:datacite@1.0.0 |