Samenvatting
Remote photoplethysmography (rPPG) enables contactless measurement of pulse-rate by detecting pulse-induced colour changes on human skin using a regular camera. Most of existing rPPG methods exploit the subject face as the Region of Interest (RoI) for pulse-rate measurement by automatic face detection. However, face detection is a suboptimal solution since (1) not all the subregions in a face contain the skin pixels where pulse-signal can be extracted, (2) it fails to locate the RoI in cases when the frontal face is invisible (e.g., side-view faces). In this paper, we present a novel automatic RoI detection method for camerabased pulse-rate measurement, which consists of three main steps: subregion tracking, feature extraction, and clustering of skin regions. To evaluate the robustness of the proposed method, 36 video recordings are made of 6 subjects with different skin-types performing 6 types of head motion. Experimental results show that for the video sequences containing subjects with brighter skin-types and modest body motions, the accuracy of the pulse-rates measured by our method (94 %) is comparable to that obtained by a face detector (92 %), while the average SNR is significantly improved from 5.8 dB to 8.6 dB.
Originele taal-2 | Engels |
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Titel | Computer Vision - ACCV 2014 Workshops, Revised Selected Papers |
Redacteuren | C.V. Jawahar, S. Shan |
Plaats van productie | Berlin |
Uitgeverij | Springer |
Pagina's | 360-374 |
ISBN van geprinte versie | 9783319166308 |
DOI's | |
Status | Gepubliceerd - 2014 |
Evenement | 12th Asian Conference on Computer Vision (ACCV 2014) - Singapore, Singapore Duur: 1 nov. 2014 → 5 nov. 2014 Congresnummer: 12 http://www.accv2014.org/ |
Publicatie series
Naam | Lecture Notes in Computer Science |
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Volume | 9009 |
ISSN van geprinte versie | 0302-9743 |
ISSN van elektronische versie | 1611-3349 |
Congres
Congres | 12th Asian Conference on Computer Vision (ACCV 2014) |
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Verkorte titel | ACCV 2014 |
Land/Regio | Singapore |
Stad | Singapore |
Periode | 1/11/14 → 5/11/14 |
Ander | ACCV Workshop "My car has eyes: Intelligent vehicle with vision technology" |
Internet adres |
Vingerafdruk
Duik in de onderzoeksthema's van 'Automatic roI detection for camera-based pulse-rate measurement'. Samen vormen ze een unieke vingerafdruk.Impact
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Sleep Medicine
van Gilst, M. M. (Content manager) & van der Hout-van der Jagt, M. B. (Content manager)
Impact: Research Topic/Theme (at group level)