TY - JOUR
T1 - Extraction and representation of common feature from uncertain facial expressions with cloud model
AU - Wang, Shuliang
AU - Chi, Hehua
AU - Yuan, Hanning
AU - Geng, Jing
N1 - Publisher Copyright:
© 2017, Springer-Verlag GmbH Germany.
PY - 2017/12/1
Y1 - 2017/12/1
N2 - Human facial expressions are key ingredient to convert an individual’s innate emotion in communication. However, the variation of facial expressions affects the reliable identification of human emotions. In this paper, we present a cloud model to extract facial features for representing human emotion. First, the uncertainties in facial expression are analyzed in the context of cloud model. The feature extraction and representation algorithm is established under cloud generators. With forward cloud generator, facial expression images can be re-generated as many as we like for visually representing the extracted three features, and each feature shows different roles. The effectiveness of the computing model is tested on Japanese Female Facial Expression database. Three common features are extracted from seven facial expression images. Finally, the paper is concluded and remarked.
AB - Human facial expressions are key ingredient to convert an individual’s innate emotion in communication. However, the variation of facial expressions affects the reliable identification of human emotions. In this paper, we present a cloud model to extract facial features for representing human emotion. First, the uncertainties in facial expression are analyzed in the context of cloud model. The feature extraction and representation algorithm is established under cloud generators. With forward cloud generator, facial expression images can be re-generated as many as we like for visually representing the extracted three features, and each feature shows different roles. The effectiveness of the computing model is tested on Japanese Female Facial Expression database. Three common features are extracted from seven facial expression images. Finally, the paper is concluded and remarked.
KW - Cloud model
KW - Feature extraction
KW - Feature representation
KW - Uncertain facial expressions
UR - http://www.scopus.com/inward/record.url?scp=85030719030&partnerID=8YFLogxK
U2 - 10.1007/s11356-017-0237-2
DO - 10.1007/s11356-017-0237-2
M3 - Article
C2 - 28983870
AN - SCOPUS:85030719030
SN - 0944-1344
VL - 24
SP - 27778
EP - 27787
JO - Environmental Science and Pollution Research
JF - Environmental Science and Pollution Research
IS - 36
ER -