2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) · 2022 · 14 citations · 24 references
EngineeringBioengineeringBiomedical EngineeringBiomedical ImagingBiomedical Signal ProcessingDiagnostic ImagingVital SignsVital Signs AssessmentVital Signs RecordingBlood Volume EstimationFacial Cutaneous LandmarksPhotoplethysmogram Signal ProcessingPhotoplethysmographySignalsSurface Orientation
Remote photoplethysmography (rPPG) is a contactless method to measure human vital signs by detecting subtle skin color changes through a camera. Although many studies have used region of interest (ROI) selection tools to improve rPPG signal extraction, no study has investigated the influence of the ROI’s surface orientation. We propose a novel ‘angle map’ representation of the face to study the effects of the surface orientation on the extracted rPPG signal. The angle map is generated by mapping each facial pixel to an angle of reflection (angle between the skin surface and the camera) calculated from the surface normal of the facial landmarks and the camera axis. Our results show that surface orientation significantly affects the correlation between the extracted rPPG signal and ground truth blood volume pulse (BVP). Regions with small angles of reflection contained stronger signals, which explains why areas near the cheeks and forehead are often chosen for rPPG signal extraction. Moreover, we applied a thresholding method to the angle map and demonstrated its potential for dynamic ROI selection, thereby optimising the rPPG signal extraction process.
24
Remote plethysmographic imaging using ambient light
Wim Verkruysse, Lars O. Svaasand, J. Stuart Nelson · Optics Express · 2008 · 1.7K citations · Full text
Open3D: A Modern Library for 3D Data Processing
Qian-Yi Zhou, Jaesik Park, Vladlen Koltun · arXiv (Cornell University) · 2018 · 1.2K citations · Full text