A hybrid DCNN-SVM model for classifying neonatal sleep and wake states based on facial expressions in video

Muhammad Awais; Xi Long; Bin Yin; Saadullah Farooq Abbasi; Saeed Akbarzadeh; Chunmei  Lu; Xinhua Wang; Laishuan Wang; Jiong Zhang; Jeroen Dudink; W. Chen

A hybrid DCNN-SVM model for classifying neonatal sleep and wake states based on facial expressions in video

Muhammad Awais, Xi Long, Bin Yin, Saadullah Farooq Abbasi, Saeed Akbarzadeh, Chunmei Lu, Xinhua Wang, Laishuan Wang, Jiong Zhang, Jeroen Dudink, W. Chen

Research output: Contribution to journal › Article › Academic › peer-review

Original language	English
Journal	IEEE Journal of Biomedical and Health Informatics
Publication status	Accepted/In press - Apr 2021

Keywords

neonates
sleep
video analysis
Facial expression
AI
neural networks

Cite this

@article{79699cbcaffa45378b3942ce0344062d,

title = "A hybrid DCNN-SVM model for classifying neonatal sleep and wake states based on facial expressions in video",

keywords = "neonates, sleep, video analysis, Facial expression, AI, neural networks",

author = "Muhammad Awais and Xi Long and Bin Yin and Abbasi, {Saadullah Farooq} and Saeed Akbarzadeh and Chunmei Lu and Xinhua Wang and Laishuan Wang and Jiong Zhang and Jeroen Dudink and W. Chen",

year = "2021",

month = apr,

language = "English",

journal = "IEEE Journal of Biomedical and Health Informatics",

issn = "2168-2194",

publisher = "Institute of Electrical and Electronics Engineers",

}

A hybrid DCNN-SVM model for classifying neonatal sleep and wake states based on facial expressions in video. / Awais, Muhammad; Long, Xi; Yin, Bin; Abbasi, Saadullah Farooq; Akbarzadeh, Saeed; Lu, Chunmei ; Wang, Xinhua; Wang, Laishuan; Zhang, Jiong; Dudink, Jeroen; Chen, W.

In: IEEE Journal of Biomedical and Health Informatics, 04.2021.

Research output: Contribution to journal › Article › Academic › peer-review

TY - JOUR

T1 - A hybrid DCNN-SVM model for classifying neonatal sleep and wake states based on facial expressions in video

AU - Awais, Muhammad

AU - Long, Xi

AU - Yin, Bin

AU - Abbasi, Saadullah Farooq

AU - Akbarzadeh, Saeed

AU - Lu, Chunmei

AU - Wang, Xinhua

AU - Wang, Laishuan

AU - Zhang, Jiong

AU - Dudink, Jeroen

AU - Chen, W.

PY - 2021/4

Y1 - 2021/4

KW - neonates

KW - sleep

KW - video analysis

KW - Facial expression

KW - AI

KW - neural networks

M3 - Article

JO - IEEE Journal of Biomedical and Health Informatics

JF - IEEE Journal of Biomedical and Health Informatics

SN - 2168-2194

ER -