TY - GEN
T1 - Facial expression recognition based on spatial transformer siamese networks
AU - Luo, Shujuan
AU - Zhang, Ximing
AU - Guo, Yuntao
AU - Bai, Sijun
N1 - Publisher Copyright:
© 2018 IEEE.
PY - 2018/12
Y1 - 2018/12
N2 - As the development of the computer vision, we could employ the facial expressions recognition technique in the human-computer interaction domain, such as chatting robot, psychological counselling robot and so on. In this paper, we propose a novel method to jointly learn the facial expression features based the combination of Siamese networks and spatial transformer networks. We posit that learning the features from both networks may make them more robust to the image variation especially illumination and viewpoint variation. Particularly, we construct the structure of the Spatial Transformer Siamese Networks(STSN) and learn the features robust to the facial expression image variation. The experimental results show that the proposed method outperforms the-state-of-art method on the MDLTI-PIE dataset.
AB - As the development of the computer vision, we could employ the facial expressions recognition technique in the human-computer interaction domain, such as chatting robot, psychological counselling robot and so on. In this paper, we propose a novel method to jointly learn the facial expression features based the combination of Siamese networks and spatial transformer networks. We posit that learning the features from both networks may make them more robust to the image variation especially illumination and viewpoint variation. Particularly, we construct the structure of the Spatial Transformer Siamese Networks(STSN) and learn the features robust to the facial expression image variation. The experimental results show that the proposed method outperforms the-state-of-art method on the MDLTI-PIE dataset.
KW - Facial expression recognition
KW - Siamese networks
KW - Spatial transformer networks
UR - http://www.scopus.com/inward/record.url?scp=85070801803&partnerID=8YFLogxK
U2 - 10.1109/CompComm.2018.8780988
DO - 10.1109/CompComm.2018.8780988
M3 - 会议稿件
AN - SCOPUS:85070801803
T3 - 2018 IEEE 4th International Conference on Computer and Communications, ICCC 2018
SP - 1453
EP - 1457
BT - 2018 IEEE 4th International Conference on Computer and Communications, ICCC 2018
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 4th IEEE International Conference on Computer and Communications, ICCC 2018
Y2 - 7 December 2018 through 10 December 2018
ER -