TY - GEN
T1 - PPG Beat Reconstruction Based on Shape Models and Probabilistic Templates for Signals Acquired with Conventional Smartphones
AU - Martin-Martinez, Diego
AU - Domingues, Alexandre
AU - Casaseca, Juan Pablo
AU - Alberola-Lopez, Carlos
AU - Miguel Sanches, J.
PY - 2015
Y1 - 2015
N2 - Ubiquitous monitoring has become a useful tool for the prevention and early diagnosis of some disorders. This kind of monitoring is nowadays very common thanks to the irruption of smartphones, which make easier the collection and delivery of the patient's data. However, some problems arise due to the occasional low quality of the acquired data. This paper presents a novel methodology in which the shape of PPG beats is recovered through a multistage fully-automatic pipeline featuring a shape modeling stage as well as a template-based shape recovery through a level-set approach; the template is not assumed or derived from previously acquired data but it is estimated from the surrounding beats. To validate the proposal, a registry acquired using the camera of a Motorola MotoG has been used. Results can be qualified as promising, since the shape of damaged beats is recovered, although a comprehensive validation should be addressed.
AB - Ubiquitous monitoring has become a useful tool for the prevention and early diagnosis of some disorders. This kind of monitoring is nowadays very common thanks to the irruption of smartphones, which make easier the collection and delivery of the patient's data. However, some problems arise due to the occasional low quality of the acquired data. This paper presents a novel methodology in which the shape of PPG beats is recovered through a multistage fully-automatic pipeline featuring a shape modeling stage as well as a template-based shape recovery through a level-set approach; the template is not assumed or derived from previously acquired data but it is estimated from the surrounding beats. To validate the proposal, a registry acquired using the camera of a Motorola MotoG has been used. Results can be qualified as promising, since the shape of damaged beats is recovered, although a comprehensive validation should be addressed.
KW - Ubiquitous monitoring
KW - Smartphone
KW - Photopletysmography
KW - Shape model
KW - Probabilistic template
KW - Level-set
U2 - 10.1007/978-3-319-19390-8_67
DO - 10.1007/978-3-319-19390-8_67
M3 - Conference contribution
SN - 978-3-319-19390-8
VL - 9117
T3 - Lecture Notes in Computer Science
SP - 595
EP - 602
BT - PATTERN RECOGNITION AND IMAGE ANALYSIS (IBPRIA 2015)
PB - Springer-Verlag Berlin
ER -