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
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