Title :
Face recognition for newborns: A preliminary study
Author :
Bharadwaj, Samarth ; Bhatt, Himanshu S. ; Singh, Richa ; Vatsa, Mayank ; Singh, Sanjay K.
Author_Institution :
IIIT-Delhi, Delhi, India
Abstract :
Newborn swapping and abduction is a global problem and traditional approaches such as ID bracelets and footprinting do not provide the required level of security. This paper introduces the concept of using face recognition for identifying newborns and presents an automatic face recognition algorithm. The proposed multiresolution algorithm extracts Speeded up robust features and local binary patterns from different levels of Gaussian pyramid. The feature descriptors obtained at each Gaussian level are combined using weighted sum rule. On a newborn face database of 34 babies, the proposed algorithm yields rank-1 identification accuracy of 86.9%.
Keywords :
Gaussian processes; face recognition; image resolution; Gaussian pyramid; automatic face recognition algorithm; footprinting; local binary patterns; multiresolution algorithm; newborn swapping; weighted sum rule; Accuracy; Databases; Face; Face recognition; Feature extraction; Pediatrics; Pixel;
Conference_Titel :
Biometrics: Theory Applications and Systems (BTAS), 2010 Fourth IEEE International Conference on
Conference_Location :
Washington, DC
Print_ISBN :
978-1-4244-7581-0
Electronic_ISBN :
978-1-4244-7580-3
DOI :
10.1109/BTAS.2010.5634500