Automatic roI detection for camera-based pulse-rate measurement

R. van Luijtelaar, W. Wang, S. Stuijk, G. de Haan

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

17 Citaten (Scopus)
399 Downloads (Pure)

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-2Engels
TitelComputer Vision - ACCV 2014 Workshops, Revised Selected Papers
RedacteurenC.V. Jawahar, S. Shan
Plaats van productieBerlin
UitgeverijSpringer
Pagina's360-374
ISBN van geprinte versie9783319166308
DOI's
StatusGepubliceerd - 2014
Evenement12th Asian Conference on Computer Vision (ACCV 2014) - Singapore, Singapore
Duur: 1 nov. 20145 nov. 2014
Congresnummer: 12
http://www.accv2014.org/

Publicatie series

NaamLecture Notes in Computer Science
Volume9009
ISSN van geprinte versie0302-9743
ISSN van elektronische versie1611-3349

Congres

Congres12th Asian Conference on Computer Vision (ACCV 2014)
Verkorte titelACCV 2014
Land/RegioSingapore
StadSingapore
Periode1/11/145/11/14
AnderACCV Workshop "My car has eyes: Intelligent vehicle with vision technology"
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