DocumentCode :
595609
Title :
An embedded system for automatic classification of neonatal cry
Author :
Saha, Balaram ; Purkait, P.K. ; Mukherjee, Jayanta ; Majumdar, A.K. ; Majumdar, B. ; Singh, A.K.
Author_Institution :
Dept. of Comput. Sci. & Eng., Indian Inst. of Technol., Kharagpur, Kharagpur, India
fYear :
2013
fDate :
16-18 Jan. 2013
Firstpage :
248
Lastpage :
251
Abstract :
An implementation of neonatal cry classification on an embedded platform is presented in this paper. It was perceived that diagnosis of the cause of human baby cry can be aided with an electronic device which can help parents and doctors comfort their baby. The present work gives detail of such a mobile device which runs on Android operating system and includes an Android application for neonatal cry classification. The proposed Android application features automatic detection of neonatal cry, classification of the cry in four classes (“Hunger”, “Pain”, “Wet Diaper” and “Others”), displaying the cause of cry and taking user feedback on each cry. The objective of the device has been tested with an accuracy of around 56% and a confusion matrix on generated test result has been discussed in the results section.
Keywords :
Linux; application program interfaces; biomedical communication; biomedical equipment; ergonomics; mobile communication; operating systems (computers); paediatrics; speech processing; speech recognition equipment; Android application; Android operating system; Hunger; Pain; Wet Diape; automatic classification; baby comfort; confusion matrix; electronic aid devices; embedded system; human baby cry diagnosis; mobile device; neonatal cry classification; user feedback; Accuracy; Androids; Feature extraction; Humanoid robots; Pain; Pediatrics; Support vector machines; Android application; Automatic neonatal cry recognition; Embedded device; Multi-class classification;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Point-of-Care Healthcare Technologies (PHT), 2013 IEEE
Conference_Location :
Bangalore
Print_ISBN :
978-1-4673-2765-7
Electronic_ISBN :
978-1-4673-2766-4
Type :
conf
DOI :
10.1109/PHT.2013.6461331
Filename :
6461331
Link To Document :
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