Title :
Neonatal events recognition using LBP descriptor and wavelet thresholding technique
Author :
Al Alwani, Adnan ; Chahir, Youssef
Author_Institution :
GREYC, Univ. of Caen Lower Normandy, Caen, France
Abstract :
This paper presents an approach for preterm events recognition using local Binary pattern LBP and wavelet thresholding. Unlike conventional approaches which adopt contact measurement of vital signal and develop models for monitoring the preterm in neonatal intensive care unit (NICU), our approach describes non-contact monitoring vital signal based on thermal video as a new premature pain infant profile (PPIP). An interest clinical vital signal is face temperature of neonate. In this study, we collaborate with premature Infant events `pain and normal states´ detection and recognition during daily care monitoring. The proposed approach is composed of a thermal video analysis component and an activity recognition component. A video analysis component contains features descriptor using histogram of Local Binary Pattern LBP in the first experiment, and applying wavelet thresholding technique on approximation wave coefficients of histogram feature in the second experiment. Activity recognition contains classification of premature events using classifiers. We present recognition results by considering a variety of classifiers.
Keywords :
face recognition; feature extraction; image classification; patient monitoring; wavelet transforms; LBP descriptor; NICU; PPIP; activity recognition component; approximation wave coefficients; clinical vital signal; daily care monitoring; features descriptor; local binary pattern; neonatal events recognition; neonatal intensive care unit; neonate face temperature; noncontact monitoring vital signal; premature infant events detection; premature infant events recognition; premature pain infant profile; preterm events recognition; thermal video analysis component; wavelet thresholding technique; Image resolution; Monitoring; Pain; Pattern matching; Pediatrics; Support vector machines; Local Binary pattern (LBP); distance metric; preterm events recognition; wavelet thresholding;
Conference_Titel :
Multimedia Computing and Systems (ICMCS), 2014 International Conference on
Conference_Location :
Marrakech
Print_ISBN :
978-1-4799-3823-0
DOI :
10.1109/ICMCS.2014.6911171