• 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